diff --git a/docs/superpowers/plans/2026-08-29-ioannidis-app-cli-prototype.md b/docs/superpowers/plans/2026-08-29-ioannidis-app-cli-prototype.md new file mode 100644 index 0000000..e5744c7 --- /dev/null +++ b/docs/superpowers/plans/2026-08-29-ioannidis-app-cli-prototype.md @@ -0,0 +1,850 @@ +# Ioannidis App-to-CLI Prototype Implementation Plan + +> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking. + +**Goal:** Build and cold-test a private, self-contained prototype that turns Ioannidis (2005) into a personalized App artifact, an independent audit, a replication brief, and a tested CLI reproduction of Figure 1, Table 4, and the corrected Table 2 identity. + +**Architecture:** Keep the prototype under `prototype/ioannidis-app-to-cli/` and isolate the three App prompts from the computational exercise. The CLI solution reads immutable reference data transcribed from the paper, implements the published equations in a small Python package, produces the figure, and reports `MATCH` or `UNMATCHED` for every check. A deliberately incomplete `starter/` snapshot contains the same oracle and tests but no scientific implementation. + +**Tech Stack:** Python 3.11+, uv, NumPy, Matplotlib, pytest, Markdown, PLOS CC-BY source PDFs. + +--- + +## File map + +- `prototype/ioannidis-app-to-cli/README.md` - private-prototype entry point and 60-minute flow. +- `prototype/ioannidis-app-to-cli/sources/` - paper, correction, attribution, DOI, and SHA-256 provenance. +- `prototype/ioannidis-app-to-cli/app/prompts/` - the three short App prompts. +- `prototype/ioannidis-app-to-cli/app/example-outputs/` - cold-run companion, audit, and replication brief. +- `prototype/ioannidis-app-to-cli/cli/solution/` - working package, independent oracle, tests, lockfile, and generated figure. +- `prototype/ioannidis-app-to-cli/cli/starter/` - learner starting state with oracle and black-box tests but no implementation. +- `prototype/ioannidis-app-to-cli/dry-run/RESULTS.md` - timed gate results and remaining App-UI caveats. + +### Task 1: Stage and verify the source packet + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/cli/solution/pyproject.toml` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_sources.py` +- Create: `prototype/ioannidis-app-to-cli/sources/ioannidis-2005.pdf` +- Create: `prototype/ioannidis-app-to-cli/sources/ioannidis-2022-correction.pdf` +- Create: `prototype/ioannidis-app-to-cli/sources/SOURCES.md` + +- [ ] **Step 1: Create the Python test project** + +```toml +[project] +name = "ioannidis-reproduction" +version = "0.1.0" +description = "Verified reproduction of Ioannidis (2005) Figure 1 and Table 4" +requires-python = ">=3.11" +dependencies = [ + "matplotlib>=3.10,<4", + "numpy>=2,<3", +] + +[dependency-groups] +dev = ["pytest>=8,<9"] + +[project.scripts] +ioannidis-reproduce = "ioannidis_reproduction.cli:main" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["src/ioannidis_reproduction"] + +[tool.pytest.ini_options] +pythonpath = ["src"] +testpaths = ["tests"] +``` + +- [ ] **Step 2: Write the failing source-provenance test** + +```python +from hashlib import sha256 +from pathlib import Path + + +SOURCES = Path(__file__).parents[3] / "sources" + + +def digest(name: str) -> str: + return sha256((SOURCES / name).read_bytes()).hexdigest() + + +def test_open_access_source_hashes_are_pinned() -> None: + assert digest("ioannidis-2005.pdf") == ( + "ffc1005680cb620eec4c913437dfabbf311b535cfe16cbaeb2faec1f92afc362" + ) + assert digest("ioannidis-2022-correction.pdf") == ( + "3cf06b98e2f61177d80c53ada12cd91949400dfdd114fefe9e2b47b87948c65e" + ) +``` + +- [ ] **Step 3: Run the test and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_sources.py -v` + +Expected: FAIL with `FileNotFoundError` for `sources/ioannidis-2005.pdf`. + +- [ ] **Step 4: Copy the downloaded PLOS PDFs and add attribution** + +Copy `/tmp/ioannidis-2005.pdf` and `/tmp/ioannidis-2022-correction.pdf` into `sources/`. Use this exact provenance record: + +```markdown +# Sources + +## Original paper + +Ioannidis, J. P. A. (2005). Why Most Published Research Findings Are False. +*PLOS Medicine*, 2(8), e124. https://doi.org/10.1371/journal.pmed.0020124 + +- License: Creative Commons Attribution License +- Download: https://journals.plos.org/plosmedicine/article/file?id=10.1371/journal.pmed.0020124&type=printable +- SHA-256: `ffc1005680cb620eec4c913437dfabbf311b535cfe16cbaeb2faec1f92afc362` + +## Correction + +Ioannidis, J. P. A. (2022). Correction: Why Most Published Research Findings +Are False. *PLOS Medicine*, 19(8), e1004085. +https://doi.org/10.1371/journal.pmed.1004085 + +- License: Creative Commons Attribution License +- Download: https://journals.plos.org/plosmedicine/article/file?id=10.1371/journal.pmed.1004085&type=printable +- SHA-256: `3cf06b98e2f61177d80c53ada12cd91949400dfdd114fefe9e2b47b87948c65e` +``` + +- [ ] **Step 5: Run the test and verify GREEN** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_sources.py -v` + +Expected: `1 passed`. + +- [ ] **Step 6: Commit** + +```bash +git add prototype/ioannidis-app-to-cli +git commit -m "test: pin Ioannidis source artifacts" +``` + +### Task 2: Add the independent paper oracle + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_reference_data.py` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/reference/published_table4.csv` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/reference/figure1_checkpoints.json` + +- [ ] **Step 1: Write the failing oracle-integrity test** + +```python +import csv +import json +from pathlib import Path + + +REFERENCE = Path(__file__).parents[1] / "reference" + + +def test_table4_oracle_is_a_literal_transcription() -> None: + with (REFERENCE / "published_table4.csv").open(newline="") as handle: + rows = list(csv.DictReader(handle)) + assert [(row["published_ppv"], row["digits"]) for row in rows] == [ + ("0.85", "2"), + ("0.85", "2"), + ("0.41", "2"), + ("0.23", "2"), + ("0.17", "2"), + ("0.20", "2"), + ("0.12", "2"), + ("0.0010", "4"), + ("0.0015", "4"), + ] + + +def test_figure1_oracle_covers_every_published_curve() -> None: + checkpoints = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + assert len(checkpoints) == 12 + assert {(row["power"], row["bias"]) for row in checkpoints} == { + (power, bias) + for power in (0.8, 0.5, 0.2) + for bias in (0.05, 0.2, 0.5, 0.8) + } + assert all(row["odds"] == [0.1, 0.5, 1.0] for row in checkpoints) +``` + +- [ ] **Step 2: Run the test and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_reference_data.py -v` + +Expected: FAIL because `reference/published_table4.csv` does not exist. + +- [ ] **Step 3: Add the literal Table 4 CSV** + +```csv +power,odds,bias,published_ppv,digits,label +0.80,1,0.10,0.85,2,Adequately powered RCT with little bias +0.95,2,0.30,0.85,2,Confirmatory meta-analysis of good-quality RCTs +0.80,0.3333333333333333,0.40,0.41,2,Meta-analysis of small inconclusive studies +0.20,0.2,0.20,0.23,2,Underpowered but well-performed phase I/II RCT +0.20,0.2,0.80,0.17,2,Underpowered poorly performed phase I/II RCT +0.80,0.1,0.30,0.20,2,Adequately powered exploratory epidemiological study +0.20,0.1,0.30,0.12,2,Underpowered exploratory epidemiological study +0.20,0.001,0.80,0.0010,4,Discovery-oriented exploratory research with massive testing +0.20,0.001,0.20,0.0015,4,Massive testing with more limited bias +``` + +- [ ] **Step 4: Add the 12 independent Figure 1 checkpoints** + +Each JSON object contains `power`, `bias`, `odds: [0.1, 0.5, 1.0]`, and these hard-coded PPV values: + +```text +0.8/0.05: 0.453781512605, 0.805970149254, 0.892561983471 +0.8/0.20: 0.259259259259, 0.636363636364, 0.777777777778 +0.8/0.50: 0.146341463415, 0.461538461538, 0.631578947368 +0.8/0.80: 0.105960264901, 0.372093023256, 0.542372881356 +0.5/0.05: 0.350000000000, 0.729166666667, 0.843373493976 +0.5/0.20: 0.200000000000, 0.555555555556, 0.714285714286 +0.5/0.50: 0.125000000000, 0.416666666667, 0.588235294118 +0.5/0.80: 0.100000000000, 0.357142857143, 0.526315789474 +0.2/0.05: 0.197530864198, 0.551724137931, 0.711111111111 +0.2/0.20: 0.130434782609, 0.428571428571, 0.600000000000 +0.2/0.50: 0.102564102564, 0.363636363636, 0.533333333333 +0.2/0.80: 0.093959731544, 0.341463414634, 0.509090909091 +``` + +- [ ] **Step 5: Run the test and verify GREEN** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_reference_data.py -v` + +Expected: `2 passed`. + +- [ ] **Step 6: Commit** + +```bash +git add prototype/ioannidis-app-to-cli/cli/solution +git commit -m "test: add independent paper reference data" +``` + +### Task 3: Reproduce Table 4 from the published PPV equation + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_model.py` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/__init__.py` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/model.py` + +- [ ] **Step 1: Write the failing Table 4 test** + +```python +import csv +from pathlib import Path + +import pytest + +from ioannidis_reproduction.model import ppv_with_bias + + +REFERENCE = Path(__file__).parents[1] / "reference" / "published_table4.csv" + + +def test_published_table4_values_match_after_published_rounding() -> None: + with REFERENCE.open(newline="") as handle: + rows = list(csv.DictReader(handle)) + for row in rows: + computed = ppv_with_bias( + power=float(row["power"]), + odds=float(row["odds"]), + bias=float(row["bias"]), + ) + assert f'{computed:.{int(row["digits"])}f}' == row["published_ppv"] + + +@pytest.mark.parametrize( + ("name", "kwargs"), + [ + ("power", {"power": -0.1, "odds": 1.0, "bias": 0.1}), + ("odds", {"power": 0.8, "odds": -1.0, "bias": 0.1}), + ("bias", {"power": 0.8, "odds": 1.0, "bias": 1.1}), + ("alpha", {"power": 0.8, "odds": 1.0, "bias": 0.1, "alpha": 1.1}), + ], +) +def test_invalid_probabilities_and_odds_are_rejected(name: str, kwargs: dict[str, float]) -> None: + with pytest.raises(ValueError, match=name): + ppv_with_bias(**kwargs) +``` + +- [ ] **Step 2: Run the test and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_model.py -v` + +Expected: collection ERROR with `ModuleNotFoundError: ioannidis_reproduction`. + +- [ ] **Step 3: Implement the minimal model** + +```python +def ppv_with_bias(power: float, odds: float, bias: float, alpha: float = 0.05) -> float: + if not 0.0 <= power <= 1.0: + raise ValueError("power must be between 0 and 1") + if odds < 0.0: + raise ValueError("odds must be non-negative") + if not 0.0 <= bias <= 1.0: + raise ValueError("bias must be between 0 and 1") + if not 0.0 <= alpha <= 1.0: + raise ValueError("alpha must be between 0 and 1") + beta = 1.0 - power + numerator = power * odds + bias * beta * odds + denominator = odds + alpha - beta * odds + bias - bias * alpha + bias * beta * odds + if denominator == 0.0: + raise ValueError("PPV denominator is zero") + return numerator / denominator +``` + +- [ ] **Step 4: Run the test and verify GREEN** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_model.py -v` + +Expected: `5 passed`. + +- [ ] **Step 5: Commit** + +```bash +git add prototype/ioannidis-app-to-cli/cli/solution +git commit -m "feat: reproduce published Table 4 values" +``` + +### Task 4: Turn the 2022 correction into an executable audit + +**Files:** +- Modify: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_model.py` +- Modify: `prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/model.py` + +- [ ] **Step 1: Add failing tests for the corrected and printed Table 2 expressions** + +```python +from math import isclose + +from ioannidis_reproduction.model import ( + corrected_false_positive_cell, + negative_finding_no_relationship_cell, + no_relationship_column_total, + printed_false_positive_cell, +) + + +def test_corrected_table2_cells_sum_to_the_no_relationship_column_total() -> None: + corrected_sum = corrected_false_positive_cell(1000, 0.1, 0.3) + ( + negative_finding_no_relationship_cell(1000, 0.1, 0.3) + ) + assert isclose(corrected_sum, no_relationship_column_total(1000, 0.1)) + + +def test_printed_table2_expression_breaks_the_column_total_identity() -> None: + printed_sum = printed_false_positive_cell(1000, 0.1, 0.3) + ( + negative_finding_no_relationship_cell(1000, 0.1, 0.3) + ) + assert not isclose(printed_sum, no_relationship_column_total(1000, 0.1)) +``` + +- [ ] **Step 2: Run the two tests and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_model.py -v` + +Expected: collection ERROR because the four functions are missing. + +- [ ] **Step 3: Implement the four literal Table 2 expressions** + +```python +def corrected_false_positive_cell(c: float, odds: float, bias: float, alpha: float = 0.05) -> float: + return (c * alpha + bias * c * (1.0 - alpha)) / (odds + 1.0) + + +def printed_false_positive_cell(c: float, odds: float, bias: float, alpha: float = 0.05) -> float: + return c * alpha + bias * c * (1.0 - alpha) / (odds + 1.0) + + +def negative_finding_no_relationship_cell( + c: float, odds: float, bias: float, alpha: float = 0.05 +) -> float: + return (1.0 - bias) * c * (1.0 - alpha) / (odds + 1.0) + + +def no_relationship_column_total(c: float, odds: float) -> float: + return c / (odds + 1.0) +``` + +- [ ] **Step 4: Run the tests and verify GREEN** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_model.py -v` + +Expected: `7 passed`. + +- [ ] **Step 5: Commit** + +```bash +git add prototype/ioannidis-app-to-cli/cli/solution +git commit -m "feat: encode the corrected Table 2 identity" +``` + +### Task 5: Reproduce the scientific content of Figure 1 + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_figure1.py` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/figure1.py` + +- [ ] **Step 1: Write failing data and rendering tests** + +```python +import json +from pathlib import Path + +import pytest + +from ioannidis_reproduction.figure1 import figure1_values, save_figure1 + + +REFERENCE = Path(__file__).parents[1] / "reference" / "figure1_checkpoints.json" + + +def test_all_figure1_checkpoints_match_the_independent_oracle() -> None: + rows = json.loads(REFERENCE.read_text()) + for row in rows: + computed = figure1_values(row["power"], row["bias"], row["odds"]) + assert computed == pytest.approx(row["ppv"], abs=1e-12) + + +def test_figure1_is_rendered_as_a_nonempty_png(tmp_path: Path) -> None: + output = tmp_path / "figure1.png" + save_figure1(output) + assert output.read_bytes().startswith(b"\x89PNG\r\n\x1a\n") + assert output.stat().st_size > 20_000 +``` + +- [ ] **Step 2: Run the tests and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_figure1.py -v` + +Expected: collection ERROR because `ioannidis_reproduction.figure1` is missing. + +- [ ] **Step 3: Implement curve evaluation and the three-panel plot** + +```python +from collections.abc import Iterable +from pathlib import Path + +import matplotlib +import numpy as np + +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +from .model import ppv_with_bias + + +POWERS = (0.8, 0.5, 0.2) +BIASES = (0.05, 0.2, 0.5, 0.8) + + +def figure1_values(power: float, bias: float, odds: Iterable[float]) -> np.ndarray: + return np.array([ppv_with_bias(power, value, bias) for value in odds]) + + +def save_figure1(output: Path) -> None: + output.parent.mkdir(parents=True, exist_ok=True) + odds = np.linspace(0.0, 1.0, 201) + colors = ("#2563eb", "#dc2626", "#4d7c0f", "#ea580c") + figure, axes = plt.subplots(3, 1, figsize=(6.2, 10.0), sharex=True, sharey=True) + for panel, (axis, power) in enumerate(zip(axes, POWERS, strict=True)): + for bias, color in zip(BIASES, colors, strict=True): + axis.plot( + odds, + 100.0 * figure1_values(power, bias, odds), + color=color, + label=f"u={bias:.2f}", + ) + axis.set_ylim(0.0, 100.0) + axis.set_ylabel("Post-study probability, PPV (%)") + axis.set_title(f"{chr(65 + panel)} power = {power:.0%}", loc="left") + axis.grid(alpha=0.2) + axes[-1].set_xlabel("Pre-study odds, R") + axes[0].legend(ncol=2, frameon=False) + figure.suptitle("Reproduction of Ioannidis (2005), Figure 1") + figure.tight_layout() + figure.savefig(output, dpi=180) + plt.close(figure) +``` + +- [ ] **Step 4: Run the tests and verify GREEN** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_figure1.py -v` + +Expected: `2 passed`. + +- [ ] **Step 5: Commit** + +```bash +git add prototype/ioannidis-app-to-cli/cli/solution +git commit -m "feat: reproduce Figure 1 scientific content" +``` + +### Task 6: Add the unambiguous verification CLI + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_cli.py` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/verification.py` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/cli.py` + +- [ ] **Step 1: Write the failing CLI test** + +```python +from pathlib import Path + +from ioannidis_reproduction.cli import main + + +def test_cli_prints_a_status_for_every_check(tmp_path: Path, capsys) -> None: + result = main(["--output", str(tmp_path / "figure1.png")]) + output = capsys.readouterr().out + assert result == 0 + assert output.count("Table 4 row") == 9 + assert "Table 2 printed expression: UNMATCHED" in output + assert "Table 2 corrected expression: MATCH" in output + assert output.count("Figure 1 curve") == 12 + assert output.rstrip().endswith("OVERALL: MATCH") +``` + +- [ ] **Step 2: Run the test and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_cli.py -v` + +Expected: collection ERROR because `ioannidis_reproduction.cli` is missing. + +- [ ] **Step 3: Implement verification and CLI orchestration** + +Use this verification module: + +```python +import csv +import json +from dataclasses import dataclass +from math import isclose +from pathlib import Path + +from .figure1 import figure1_values +from .model import ( + corrected_false_positive_cell, + negative_finding_no_relationship_cell, + no_relationship_column_total, + ppv_with_bias, + printed_false_positive_cell, +) + + +REFERENCE = Path(__file__).parents[2] / "reference" + + +@dataclass(frozen=True) +class Check: + label: str + status: str + detail: str + ok: bool + + +def run_checks() -> list[Check]: + checks: list[Check] = [] + with (REFERENCE / "published_table4.csv").open(newline="") as handle: + table_rows = list(csv.DictReader(handle)) + for index, row in enumerate(table_rows, start=1): + computed = ppv_with_bias( + float(row["power"]), float(row["odds"]), float(row["bias"]) + ) + rendered = f'{computed:.{int(row["digits"])}f}' + matched = rendered == row["published_ppv"] + checks.append( + Check( + f"Table 4 row {index}", + "MATCH" if matched else "UNMATCHED", + f"computed={rendered}, published={row['published_ppv']}", + matched, + ) + ) + + c, odds, bias = 1000.0, 0.1, 0.3 + expected_total = no_relationship_column_total(c, odds) + negative_cell = negative_finding_no_relationship_cell(c, odds, bias) + printed_total = printed_false_positive_cell(c, odds, bias) + negative_cell + printed_unmatched = not isclose(printed_total, expected_total) + checks.append( + Check( + "Table 2 printed expression", + "UNMATCHED" if printed_unmatched else "MATCH", + f"column sum={printed_total:.12f}, required={expected_total:.12f}", + printed_unmatched, + ) + ) + corrected_total = corrected_false_positive_cell(c, odds, bias) + negative_cell + corrected_matched = isclose(corrected_total, expected_total) + checks.append( + Check( + "Table 2 corrected expression", + "MATCH" if corrected_matched else "UNMATCHED", + f"column sum={corrected_total:.12f}, required={expected_total:.12f}", + corrected_matched, + ) + ) + + figure_rows = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + for row in figure_rows: + computed = figure1_values(row["power"], row["bias"], row["odds"]) + matched = bool(np.allclose(computed, row["ppv"], rtol=0.0, atol=1e-12)) + checks.append( + Check( + f"Figure 1 curve power={row['power']:.1f} bias={row['bias']:.2f}", + "MATCH" if matched else "UNMATCHED", + "three numerical checkpoints", + matched, + ) + ) + return checks +``` + +Add `import numpy as np` to that module. Use this CLI module: + +```python +import argparse +from pathlib import Path +from collections.abc import Sequence + +from .figure1 import save_figure1 +from .verification import run_checks + + +def main(argv: Sequence[str] | None = None) -> int: + parser = argparse.ArgumentParser() + parser.add_argument( + "--output", type=Path, default=Path("artifacts/figure1-reproduced.png") + ) + args = parser.parse_args(argv) + save_figure1(args.output) + checks = run_checks() + for check in checks: + print(f"{check.label}: {check.status} ({check.detail})") + overall = all(check.ok for check in checks) + print(f"OVERALL: {'MATCH' if overall else 'UNMATCHED'}") + return 0 if overall else 1 + + +if __name__ == "__main__": + raise SystemExit(main()) +``` + +- [ ] **Step 4: Run the CLI test and full suite** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest -q` + +Expected: all tests pass with no warnings. + +- [ ] **Step 5: Run the public command** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run ioannidis-reproduce --output artifacts/figure1-reproduced.png` + +Expected: nine Table 4 `MATCH` lines, one intentional printed-expression `UNMATCHED`, one corrected-expression `MATCH`, 12 Figure 1 `MATCH` lines, and final `OVERALL: MATCH`. + +- [ ] **Step 6: Commit** + +```bash +git add prototype/ioannidis-app-to-cli/cli/solution +git commit -m "feat: report reproducibility checks explicitly" +``` + +### Task 7: Add the three-step App workflow and cold-run artifacts + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/app/prompts/01-paper-companion.md` +- Create: `prototype/ioannidis-app-to-cli/app/prompts/02-independent-audit.md` +- Create: `prototype/ioannidis-app-to-cli/app/prompts/03-replication-brief.md` +- Create: `prototype/ioannidis-app-to-cli/app/example-outputs/paper-companion.md` +- Create: `prototype/ioannidis-app-to-cli/app/example-outputs/audit-report.md` +- Create: `prototype/ioannidis-app-to-cli/app/example-outputs/replication-brief.md` +- Create: `prototype/ioannidis-app-to-cli/cli/solution/tests/test_learning_artifacts.py` + +- [ ] **Step 1: Write a failing artifact-contract test** + +```python +from pathlib import Path + + +APP = Path(__file__).parents[3] / "app" + + +def require(path: Path, terms: tuple[str, ...]) -> None: + text = path.read_text().lower() + for term in terms: + assert term.lower() in text, f"{term!r} missing from {path}" + + +def test_three_prompts_and_three_portable_outputs_exist() -> None: + for name in ( + "01-paper-companion.md", + "02-independent-audit.md", + "03-replication-brief.md", + ): + assert (APP / "prompts" / name).is_file() + for name in ("paper-companion.md", "audit-report.md", "replication-brief.md"): + assert (APP / "example-outputs" / name).is_file() + + +def test_companion_separates_source_inference_and_uncertainty() -> None: + require( + APP / "example-outputs" / "paper-companion.md", + ("90-second explanation", "reading map", "[paper]", "[inference]", "[open question]"), + ) + + +def test_audit_reports_the_correction_and_verdicts() -> None: + require( + APP / "example-outputs" / "audit-report.md", + ("10.1371/journal.pmed.1004085", "supported", "qualified", "unsupported"), + ) + + +def test_replication_brief_is_an_executable_contract() -> None: + require( + APP / "example-outputs" / "replication-brief.md", + ("inputs", "equations", "acceptance tests", "figure 1", "table 4", "table 2"), + ) +``` + +- [ ] **Step 2: Run the test and verify RED** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest tests/test_learning_artifacts.py -v` + +Expected: FAIL because the prompt and output files do not exist. + +- [ ] **Step 3: Add the three exact prompts** + +`01-paper-companion.md`: + +```markdown +# Create my paper companion + +Read `sources/ioannidis-2005.pdf`. Do not browse or use outside sources in this +first pass. + +Personalization: I am a researcher outside biomedicine reading this paper to +understand how assumptions affect the reliability of published claims; I know +basic hypothesis testing but not Bayesian statistics. + +Create a concise companion with: a 90-second explanation, a purpose-specific +reading map, a plain-language glossary, the mathematical model and assumptions, +the main claims and evidence, questions worth asking, and suggested next steps. +Prefix every substantive item with `[PAPER]`, `[INFERENCE]`, or `[OPEN QUESTION]`. +For `[PAPER]` items, cite the PDF page and the nearest section, table, figure, or +displayed equation. Do not silently repair ambiguities or claim that reproduction +would validate the paper's interpretation. +``` + +`02-independent-audit.md`: + +```markdown +# Independently audit the companion + +Work in a fresh task. Read `sources/ioannidis-2005.pdf` and +`app/example-outputs/paper-companion.md`. Use the paper DOI +`10.1371/journal.pmed.0020124` to check the current publication record for +corrections, retractions, or updated versions. + +Audit every substantive companion claim against the paper and current record. +Classify each as `SUPPORTED`, `QUALIFIED`, or `UNSUPPORTED`; give exact evidence; +report any correction and whether it changes the model, the numerical targets, +or only the presentation. Separate successful calculation reproduction from +agreement with assumptions or conclusions. Do not rewrite the companion. +``` + +`03-replication-brief.md`: + +```markdown +# Write the replication brief + +Read the original paper and `app/example-outputs/audit-report.md`. Produce a +code-free contract for a fresh CLI agent to reproduce Figure 1, all nine Table 4 +values, and the Table 2 correction check. + +Include: source provenance; inputs and symbols; the equations exactly as audited; +independent reference values; plot structure; numerical tolerances; acceptance +tests; required `MATCH` or `UNMATCHED` output for every check; and a statement +that reproduction does not endorse the model assumptions or headline claim. +The implementation must not generate its own oracle. +``` + +- [ ] **Step 4: Execute three clean runs and save their outputs** + +Use the personalization sentence: `I am a researcher outside biomedicine reading this paper to understand how assumptions affect the reliability of published claims; I know basic hypothesis testing but not Bayesian statistics.` Run Prompt 1 without web access. Run Prompt 2 in a fresh task with web access and verify it discovers DOI `10.1371/journal.pmed.1004085`. Run Prompt 3 in another fresh task using the audited artifacts. Save only the final Markdown responses. + +- [ ] **Step 5: Run the artifact-contract test and full suite** + +Run: `cd prototype/ioannidis-app-to-cli/cli/solution && uv run pytest -q` + +Expected: all tests pass. + +- [ ] **Step 6: Commit** + +```bash +git add prototype/ioannidis-app-to-cli +git commit -m "docs: add App-first paper audit workflow" +``` + +### Task 8: Package the starter state and record the cold dry run + +**Files:** +- Create: `prototype/ioannidis-app-to-cli/cli/starter/` +- Create: `prototype/ioannidis-app-to-cli/README.md` +- Create: `prototype/ioannidis-app-to-cli/dry-run/RESULTS.md` + +- [ ] **Step 1: Create the starter snapshot** + +Copy `pyproject.toml`, `uv.lock`, `reference/`, and `tests/` from `solution/` into `starter/`. Add an empty `src/ioannidis_reproduction/__init__.py`; omit `model.py`, `figure1.py`, `verification.py`, and `cli.py`. Confirm `uv run pytest tests/test_model.py -v` fails with a missing-module error in the starter. + +- [ ] **Step 2: Write the private prototype README** + +Document the 60-minute path, the three App prompts, the fresh-task audit boundary, the source-safety rule, the instructor-led CLI command, the meaning of reproduction versus endorsement, and the fallback from `starter/` to `solution/`. + +- [ ] **Step 3: Run the cold CLI path from a clean environment** + +Run `uv sync --locked`, `uv run pytest -q`, and `uv run ioannidis-reproduce --output artifacts/figure1-reproduced.png` in `solution/`. Capture wall-clock timings, test count, command exit codes, and the final `OVERALL: MATCH` line. + +- [ ] **Step 4: Visually inspect the regenerated figure** + +Open `artifacts/figure1-reproduced.png` and compare its three panels, power order, four bias curves, axes, and legend with page 3 of the original PDF. Record any visual deviations that do not alter scientific content. + +- [ ] **Step 5: Record the gate result** + +In `dry-run/RESULTS.md`, mark each agreed gate as `PASS`, `FAIL`, or `NOT YET TESTED`: useful App artifact under five minutes, correction discovery, self-contained brief, cold CLI under 20 minutes, full core under 60 minutes, and participant explanation of reproduction versus endorsement. Do not mark the exact desktop-App or novice-participant gates as passed unless they were actually observed. + +- [ ] **Step 6: Run final verification** + +Run: + +```bash +cd prototype/ioannidis-app-to-cli/cli/solution +uv run pytest -q +uv run ioannidis-reproduce --output artifacts/figure1-reproduced.png +git diff --check +git status --short +``` + +Expected: full test suite passes, CLI ends with `OVERALL: MATCH`, no whitespace errors, and only intended prototype/plan files are changed. + +- [ ] **Step 7: Commit** + +```bash +git add docs/superpowers/plans prototype/ioannidis-app-to-cli +git commit -m "feat: complete private Ioannidis App-to-CLI prototype" +``` + +## Self-review + +- Spec coverage: source provenance, personalized companion, independent correction audit, code-free replication brief, independent oracle, starter/solution boundary, explicit statuses, Figure 1, Table 4, Table 2, dry-run gates, and reproduction-versus-endorsement framing are each assigned to a task. +- Placeholder scan: the plan contains no deferred implementation markers; the two human-observation gates are explicitly required to remain unpassed until observed. +- Type consistency: all tests call `ppv_with_bias(power, odds, bias, alpha=0.05)` and use the same four Table 2 helper names defined in Task 4. diff --git a/prototype/ioannidis-app-to-cli/README.md b/prototype/ioannidis-app-to-cli/README.md new file mode 100644 index 0000000..83efb13 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/README.md @@ -0,0 +1,98 @@ +# Private prototype: paper audit to tested reproduction + +This prototype tests one field-neutral learning arc: + +> Understand a paper in the App, independently audit the result, write a +> replication contract, and let the CLI execute that contract against an +> independent oracle. + +The source is Ioannidis (2005), *Why Most Published Research Findings Are +False*. Reproducing its calculations does **not** endorse its assumptions or +headline claim. + +## Intended 60-minute path + +### 1. App: useful result first (0-15 minutes) + +Upload only `sources/ioannidis-2005.pdf`. Run +`app/prompts/01-paper-companion.md`. Export the new answer as +`paper-companion.md`; do not substitute the curated example. + +### 2. App: independent audit (15-23 minutes) + +Open a fresh task. Upload the paper and the `paper-companion.md` you just +created, then run `app/prompts/02-independent-audit.md`. The audit should +discover the 2022 correction without being given the correction PDF. Export +the new answer as `audit-report.md`. + +### 3. App: portable handoff (23-30 minutes) + +Open a fresh task with the original paper, your new `audit-report.md`, and the +two supplied oracle files `cli/starter/reference/published_table4.csv` and +`cli/starter/reference/figure1_checkpoints.json`. Run +`app/prompts/03-replication-brief.md`. Export the new answer as +`cli/starter/replication-brief.md`. + +### 4. CLI: implement the contract (30-50 minutes) + +Open `cli/starter/` in Codex CLI and ask: + +```text +Read replication-brief.md. Implement the audited reproduction without changing +reference/ or tests/. Run every check and explain the intentional Table 2 +UNMATCHED result. +``` + +The starter contains the independently transcribed reference values and +black-box tests, but no scientific implementation. + +Files under `app/example-outputs/` are instructor previews only. The workshop +chain always passes the participant's newly exported artifact to the next stage. + +### 5. Debrief (50-60 minutes) + +Discuss why these are different claims: + +- The implementation reproduces the paper's calculation. +- The equation is internally consistent after the correction. +- The model assumptions describe a particular scientific field. +- The paper's headline conclusion is warranted. + +Only the first two are tested here. + +## Verify the completed solution + +Install [uv](https://docs.astral.sh/uv/), then run: + +```bash +cd cli/solution +uv sync --locked +uv run pytest -q +uv run ioannidis-reproduce --output artifacts/figure1-reproduced.png +``` + +Expected finish: + +```text +Table 2 printed expression: UNMATCHED (...) +Table 2 corrected expression: MATCH (...) +OVERALL: MATCH +``` + +Each of the nine Table 4 values and 12 Figure 1 curves also receives an explicit +status. The intentional `UNMATCHED` is evidence that the published correction is +material to the displayed Table 2 cell. + +## Safety and source policy + +Use public or explicitly authorized papers. Do not upload confidential reviews, +unpublished manuscripts, or sensitive data without institutional approval. The +bundled paper and correction are CC BY; citations and hashes are recorded in +`sources/SOURCES.md`. + +## Prototype status + +The computational path passes. The exact native-App and novice-participant gates +remain open because this environment cannot automate the Codex desktop App. The +files under `app/example-outputs/` are curated reference artifacts, not claimed +native-App cold-run outputs. See `dry-run/RESULTS.md`. diff --git a/prototype/ioannidis-app-to-cli/app/example-outputs/audit-report.md b/prototype/ioannidis-app-to-cli/app/example-outputs/audit-report.md new file mode 100644 index 0000000..2ca978f --- /dev/null +++ b/prototype/ioannidis-app-to-cli/app/example-outputs/audit-report.md @@ -0,0 +1,64 @@ +# Independent audit report + +## Publication-status check + +**SUPPORTED.** PLOS records a 2022 correction under DOI +[`10.1371/journal.pmed.1004085`](https://doi.org/10.1371/journal.pmed.1004085). +It states that Table 2 omitted parentheses in the cell “Research Finding = Yes, +True Relationship = No.” The corrected cell is + +`(c alpha + u c (1-alpha)) / (R+1)`. + +The original typesetting can be read as + +`c alpha + u c (1-alpha) / (R+1)`. + +No retraction was listed on the [PLOS publication record](https://journals.plos.org/plosmedicine/article?id=10.1371/journal.pmed.0020124) +when checked on 2026-08-30. + +## Claim audit + +| ID | Verdict | Evidence and qualification | +|---|---|---| +| [C01] | **SUPPORTED** | PDF pp. 1-2 defines PPV from `R`, power, and `alpha`, then adds `u` in “Bias.” | +| [C02] | **SUPPORTED** | The base inequality on p. 1 and bias discussion on p. 2 show how these inputs can reduce PPV. | +| [C03] | **QUALIFIED** | This is a defensible interpretation, not a quoted result; the paper is an analytic essay with illustrative inputs. | +| [C04] | **SUPPORTED** | The base framework and Table 1 appear on PDF pp. 1-2. | +| [C05] | **SUPPORTED** | “Bias,” its PPV equation, and Table 2 appear on PDF p. 2. | +| [C06] | **SUPPORTED** | Figure 1 on PDF p. 3 has three power panels and four `u` curves. | +| [C07] | **SUPPORTED** | Corollaries 1-6 span PDF pp. 2-4; Table 4 is on p. 5. | +| [C08] | **SUPPORTED** | “How Can We Improve the Situation?” spans PDF pp. 5-6. | +| [C09] | **SUPPORTED** | PDF p. 1 defines `R` and the pre-study probability `R/(R+1)`. | +| [C10] | **SUPPORTED** | PDF p. 1 defines power as `1-beta`. | +| [C11] | **SUPPORTED** | PDF p. 1 defines `alpha` as the Type I error rate and discusses `0.05`. | +| [C12] | **SUPPORTED** | PDF p. 1 defines PPV as the post-study probability that a positive finding is true. | +| [C13] | **SUPPORTED** | PDF p. 2 defines `u` as the fraction made positive through bias. | +| [C14] | **SUPPORTED** | The displayed base PPV equation matches PDF p. 1. | +| [C15] | **SUPPORTED** | The displayed bias PPV equation matches the prose equation on PDF p. 2; the 2022 correction affects a Table 2 cell, not this equation. | +| [C16] | **SUPPORTED** | PDF p. 1 uses binary true/no relationships and a common-power simplification for circumscribed fields. | +| [C17] | **SUPPORTED** | PDF p. 2 explicitly assumes `u` does not depend on whether a true relationship exists. | +| [C18] | **QUALIFIED** | The paper treats `R` and `u` as model inputs and uses illustrative settings; it does not estimate universal values. | +| [C19] | **SUPPORTED** | Corollaries 1-6 on PDF pp. 2-4 make these conditional model claims. | +| [C20] | **SUPPORTED** | In Figure 1, all plotted powers exceed `alpha=0.05`, so PPV decreases as `u` rises; p. 2 notes the exception outside that plotted regime. | +| [C21] | **SUPPORTED** | PDF p. 5, Table 4 and its footnote give nine PPVs using `alpha=0.05`, from `0.85` to `0.0010`. | +| [C22] | **SUPPORTED** | The calculations establish conditional sensitivity; they do not measure the real-world inputs, so the stated separation is warranted. | +| [C23] | **SUPPORTED** | The 2022 correction changes the readable Table 2 identity, showing why checking the DOI record before implementation matters. | +| [C24] | **SUPPORTED** | Figure 1 and all nine Table 4 entries are precise, independently transcribable reproduction targets. | +| [C25] | **SUPPORTED** | Calculation agreement tests arithmetic consistency only, not whether the assumptions or headline apply to a field. | + +## Effect of the correction + +- **SUPPORTED:** The correction repairs the parenthesization of one Table 2 cell. +- **SUPPORTED:** With the correction, the two cells in the “True Relationship = + No” column sum to the published column total `c/(R+1)`. +- **QUALIFIED:** The prose PPV equation with bias already contains the intended + combined numerator and therefore does not require a new formula. +- **SUPPORTED:** Figure 1 and Table 4 use that prose PPV equation; their numerical + targets are unchanged by the typesetting correction. + +## Audit conclusion + +The companion is suitable after adding the correction explicitly. The executable +lesson should intentionally show the original printed expression as `UNMATCHED` +and the corrected expression as `MATCH`. This reproduces a calculation and checks +an internal identity; it does not endorse the model assumptions or headline. diff --git a/prototype/ioannidis-app-to-cli/app/example-outputs/paper-companion.md b/prototype/ioannidis-app-to-cli/app/example-outputs/paper-companion.md new file mode 100644 index 0000000..bfa124e --- /dev/null +++ b/prototype/ioannidis-app-to-cli/app/example-outputs/paper-companion.md @@ -0,0 +1,107 @@ +# Paper companion: *Why Most Published Research Findings Are False* + +Personalization: researcher outside biomedicine; goal is to understand how +assumptions affect the reliability of published claims; background includes basic +hypothesis testing but not Bayesian statistics. + +## 90-second explanation + +[C01][PAPER] The paper asks a conditional question: after a study reports a +statistically significant relationship, how likely is that relationship to be +true? Its answer is the positive predictive value (PPV). PPV depends on the +pre-study odds that tested relationships are real, statistical power, the false +positive rate, and—in extensions of the model—bias and repeated testing by +multiple teams (PDF pp. 1-3, “Modeling the Framework,” Tables 1-3). + +[C02][PAPER] Low prior odds, low power, and greater bias can make a nominally +significant finding more likely false than true within this model. Table 4 applies +the model to nine illustrative research settings (PDF p. 5, Table 4). + +[C03][INFERENCE] The headline is best read as a warning about the joint effect of +assumptions, study design, and selection—not as an empirical count of every +published result. + +[OPEN QUESTION] How well do the chosen pre-study odds and the single bias +parameter represent the participant's own field? + +## Reading map + +- [C04][PAPER] **First understand the base model:** PDF p. 1, “Modeling the Framework + for False Positive Findings,” then Table 1 on p. 2. +- [C05][PAPER] **Then inspect the bias extension:** PDF p. 2, “Bias,” the PPV equation, + and Table 2. +- [C06][PAPER] **See the sensitivity visually:** PDF p. 3, Figure 1. Compare the three + power panels and four values of bias, `u`. +- [C07][PAPER] **Connect the model to research practice:** PDF pp. 3-5, the six + corollaries and Table 4. +- [C08][PAPER] **Finish with remedies and limitations implicit in the discussion:** + PDF pp. 5-6, “How Can We Improve the Situation?” + +## Plain-language glossary + +- [C09][PAPER] **Pre-study odds, R:** expected true relationships divided by expected + non-true relationships among those tested; the corresponding probability is + `R/(R+1)` (PDF p. 1, model definition). +- [C10][PAPER] **Power, 1-beta:** probability of detecting a relationship when it is + real (PDF p. 1, model definition). +- [C11][PAPER] **Alpha:** probability of declaring a relationship when none exists; + the paper usually takes `alpha = 0.05` (PDF pp. 1-2, Table 1 discussion). +- [C12][PAPER] **PPV:** probability that a reported positive finding is true within the + model (PDF p. 1, equation after Table 1). +- [C13][PAPER] **Bias, u:** fraction of otherwise negative analyses presented as + positive because of design, analysis, or reporting choices (PDF p. 2, “Bias”). + +## Mathematical model and assumptions + +[C14][PAPER] Without the bias extension, + +`PPV = (1-beta) R / (R - beta R + alpha)` + +(PDF p. 1, displayed equation beside the Table 1 discussion). + +[C15][PAPER] With bias, + +`PPV = ([1-beta]R + u beta R) / (R + alpha - beta R + u - u alpha + u beta R)` + +(PDF p. 2, “Bias,” equation following Table 2). + +- [C16][PAPER] The model treats hypotheses as true or false and assumes a common power + for the relationships considered in a circumscribed field (PDF p. 1). +- [C17][PAPER] The bias parameter is assumed not to depend on whether a relationship is + actually true (PDF p. 2, “Bias”). +- [C18][INFERENCE] `R` and `u` are modeling inputs, not quantities the paper estimates + for science as a whole. +- [OPEN QUESTION] Would a continuous effect-size model or heterogeneous powers + materially alter the conclusions for a given domain? + +## Main claims and evidence + +- [C19][PAPER] Smaller studies, smaller effects, less selective hypothesis searches, + more analytical flexibility, stronger interests, and more competing teams can + lower PPV in the proposed framework (PDF pp. 2-4, Corollaries 1-6). +- [C20][PAPER] Figure 1 shows PPV decreasing as `u` increases at fixed power and + pre-study odds (PDF p. 3, Figure 1). +- [C21][PAPER] Table 4 reports nine PPVs obtained from the model at `alpha = 0.05`, + ranging from `0.85` to `0.0010` for the selected examples (PDF p. 5, Table 4). +- [C22][INFERENCE] These calculations demonstrate sensitivity to assumptions; they do + not independently establish the real-world values of `R` or `u`. + +## Questions worth asking + +- [OPEN QUESTION] Which inputs are empirically measurable, and which require + expert judgment? +- [OPEN QUESTION] Does “a published finding” mean a hypothesis test, an effect + estimate, or an entire paper in the intended application? +- [OPEN QUESTION] How sensitive are the headline conclusions to alternative + models of publication and analytical selection? +- [OPEN QUESTION] Does the paper's current publication record contain corrections + that affect any equation or table? + +## Suggested next steps + +1. [C23][INFERENCE] Audit the paper's DOI for corrections before implementing its + equations. +2. [C24][INFERENCE] Reproduce Figure 1 and all Table 4 values from an independently + transcribed oracle. +3. [C25][INFERENCE] Report calculation agreement separately from agreement with the + assumptions or headline claim. diff --git a/prototype/ioannidis-app-to-cli/app/example-outputs/replication-brief.md b/prototype/ioannidis-app-to-cli/app/example-outputs/replication-brief.md new file mode 100644 index 0000000..af28ceb --- /dev/null +++ b/prototype/ioannidis-app-to-cli/app/example-outputs/replication-brief.md @@ -0,0 +1,93 @@ +# Replication brief + +## Objective + +Reproduce the scientific content of Ioannidis (2005) Figure 1, all nine Table 4 +PPVs, and the Table 2 correction identity. Emit `MATCH` or `UNMATCHED` for every +check. Reproduction does not endorse the model assumptions or headline claim. + +## Source provenance + +- Original: DOI `10.1371/journal.pmed.0020124`, local PDF SHA-256 + `ffc1005680cb620eec4c913437dfabbf311b535cfe16cbaeb2faec1f92afc362`. +- Correction: DOI `10.1371/journal.pmed.1004085`, local PDF SHA-256 + `3cf06b98e2f61177d80c53ada12cd91949400dfdd114fefe9e2b47b87948c65e`. + +## Inputs and symbols + +- `R >= 0`: pre-study odds of true to non-true relationships. +- `power = 1-beta`, constrained to `[0,1]`. +- `alpha`: false-positive rate; use `0.05` for all published targets. +- `u`: bias parameter, constrained to `[0,1]`. +- `c`: number of relationships considered; set `c=1000` for the Table 2 + identity because the choice cancels from the comparison. + +## Equations + +With `beta = 1-power`, calculate + +`PPV = (power R + u beta R) / (R + alpha - beta R + u - u alpha + u beta R)`. + +For the corrected Table 2 false-positive cell, calculate + +`(c alpha + u c (1-alpha)) / (R+1)`. + +For the original printed expression under normal operator precedence, calculate + +`c alpha + u c (1-alpha) / (R+1)`. + +The companion cell for a negative finding when no relationship exists is + +`(1-u)c(1-alpha)/(R+1)`, + +and the required column total is `c/(R+1)`. + +## Independent reference values + +The implementation must read these values rather than generate its own oracle. + +| power | R | u | published PPV | +|---:|---:|---:|---:| +| 0.80 | 1 | 0.10 | 0.85 | +| 0.95 | 2 | 0.30 | 0.85 | +| 0.80 | 1/3 | 0.40 | 0.41 | +| 0.20 | 1/5 | 0.20 | 0.23 | +| 0.20 | 1/5 | 0.80 | 0.17 | +| 0.80 | 1/10 | 0.30 | 0.20 | +| 0.20 | 1/10 | 0.30 | 0.12 | +| 0.20 | 1/1000 | 0.80 | 0.0010 | +| 0.20 | 1/1000 | 0.20 | 0.0015 | + +The supplied immutable oracle files are relative to `cli/starter/`: + +- `reference/published_table4.csv` contains the nine rows above; SHA-256 + `a55c621c928f043bb4f7f7fbe36c0d81de3ff9fe980ca795e4e3fba9073e35f4`. +- `reference/figure1_checkpoints.json` contains 36 checkpoints: every + combination of powers `(0.8, 0.5, 0.2)` and biases + `(0.05, 0.2, 0.5, 0.8)` at `R=(0.1, 0.5, 1.0)`; SHA-256 + `8eaa83bdd8cad9b8ece9e10e005b9cccdd28c9fb5a89a37ee4f2e1f8b5c20cf4`. + +Treat these files as read-only. The implementation must consume them and must +not derive, overwrite, or replace its own oracle. + +## Figure 1 target + +- Three vertically arranged panels: powers 80%, 50%, and 20%. +- Four curves per panel: `u=0.05`, `0.20`, `0.50`, and `0.80`. +- Horizontal axis: pre-study odds `R` from 0 to 1. +- Vertical axis: PPV from 0% to 100%. +- Verify numerical curve data; do not require pixel-identical rendering. + +## Acceptance tests + +1. **Table 4:** format each calculated PPV to the precision printed in the paper; + all nine lines must be `MATCH`. +2. **Table 2 printed expression:** with `c=1000`, `R=0.1`, and `u=0.3`, the + two relevant cells must fail to equal `c/(R+1)`; print `UNMATCHED`. +3. **Table 2 corrected expression:** the same column sum must equal `c/(R+1)`; + print `MATCH`. +4. **Figure 1:** all 12 curves must match their three independent checkpoints + with absolute tolerance `1e-12`; print one status per curve. +5. Save a readable PNG containing all three panels. +6. Print final `OVERALL: MATCH` only when all expected outcomes occur, including + the deliberate `UNMATCHED` status for the original printed expression. diff --git a/prototype/ioannidis-app-to-cli/app/prompts/01-paper-companion.md b/prototype/ioannidis-app-to-cli/app/prompts/01-paper-companion.md new file mode 100644 index 0000000..76cbf4f --- /dev/null +++ b/prototype/ioannidis-app-to-cli/app/prompts/01-paper-companion.md @@ -0,0 +1,18 @@ +# Create my paper companion + +Read `sources/ioannidis-2005.pdf`. Do not browse or use outside sources in this +first pass. + +Personalization: I am a researcher outside biomedicine reading this paper to +understand how assumptions affect the reliability of published claims; I know +basic hypothesis testing but not Bayesian statistics. + +Create a concise companion with: a 90-second explanation, a purpose-specific +reading map, a plain-language glossary, the mathematical model and assumptions, +the main claims and evidence, questions worth asking, and suggested next steps. +Prefix every substantive item with `[PAPER]`, `[INFERENCE]`, or `[OPEN QUESTION]`. +Also give every substantive `[PAPER]` and `[INFERENCE]` item a stable sequential +claim ID such as `[C01]`; later stages will audit each ID. +For `[PAPER]` items, cite the PDF page and the nearest section, table, figure, or +displayed equation. Do not silently repair ambiguities or claim that reproduction +would validate the paper's interpretation. diff --git a/prototype/ioannidis-app-to-cli/app/prompts/02-independent-audit.md b/prototype/ioannidis-app-to-cli/app/prompts/02-independent-audit.md new file mode 100644 index 0000000..3a7ab54 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/app/prompts/02-independent-audit.md @@ -0,0 +1,13 @@ +# Independently audit the companion + +Work in a fresh task. Read the uploaded original paper and the newly generated +`paper-companion.md`. Use the paper DOI +`10.1371/journal.pmed.0020124` to check the current publication record for +corrections, retractions, or updated versions. + +Audit every `[Cnn]` companion claim exactly once against the paper and current +record. Preserve each claim ID; classify it as `SUPPORTED`, `QUALIFIED`, or +`UNSUPPORTED`; and give exact evidence. Report any correction and whether it +changes the model, the numerical targets, or only the presentation. Separate +successful calculation reproduction from agreement with assumptions or +conclusions. Do not rewrite the companion. diff --git a/prototype/ioannidis-app-to-cli/app/prompts/03-replication-brief.md b/prototype/ioannidis-app-to-cli/app/prompts/03-replication-brief.md new file mode 100644 index 0000000..b06f10f --- /dev/null +++ b/prototype/ioannidis-app-to-cli/app/prompts/03-replication-brief.md @@ -0,0 +1,15 @@ +# Write the replication brief + +Read the uploaded original paper, the newly generated `audit-report.md`, and the +two supplied independent-oracle files. Their CLI paths are +`reference/published_table4.csv` and `reference/figure1_checkpoints.json`. +Produce a code-free contract for a fresh CLI agent to reproduce Figure 1, all +nine Table 4 values, and the Table 2 correction check. + +Include: source provenance; inputs and symbols; the equations exactly as audited; +independent reference values, including those exact CLI paths and SHA-256 hashes +computed from the two supplied files; +plot structure; numerical tolerances; acceptance tests; required `MATCH` or +`UNMATCHED` output for every check; and a statement that reproduction does not +endorse the model assumptions or headline claim. The implementation must not +generate its own oracle. diff --git a/prototype/ioannidis-app-to-cli/cli/solution/.gitignore b/prototype/ioannidis-app-to-cli/cli/solution/.gitignore new file mode 100644 index 0000000..b1f9383 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/.gitignore @@ -0,0 +1,4 @@ +.pytest_cache/ +.venv/ +__pycache__/ +artifacts/ diff --git a/prototype/ioannidis-app-to-cli/cli/solution/expected/figure1-reproduced.png b/prototype/ioannidis-app-to-cli/cli/solution/expected/figure1-reproduced.png new file mode 100644 index 0000000..e46da27 Binary files /dev/null and b/prototype/ioannidis-app-to-cli/cli/solution/expected/figure1-reproduced.png differ diff --git a/prototype/ioannidis-app-to-cli/cli/solution/expected/verification-output.txt b/prototype/ioannidis-app-to-cli/cli/solution/expected/verification-output.txt new file mode 100644 index 0000000..cf39258 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/expected/verification-output.txt @@ -0,0 +1,24 @@ +Table 4 row 1: MATCH (computed=0.85, published=0.85) +Table 4 row 2: MATCH (computed=0.85, published=0.85) +Table 4 row 3: MATCH (computed=0.41, published=0.41) +Table 4 row 4: MATCH (computed=0.23, published=0.23) +Table 4 row 5: MATCH (computed=0.17, published=0.17) +Table 4 row 6: MATCH (computed=0.20, published=0.20) +Table 4 row 7: MATCH (computed=0.12, published=0.12) +Table 4 row 8: MATCH (computed=0.0010, published=0.0010) +Table 4 row 9: MATCH (computed=0.0015, published=0.0015) +Table 2 printed expression: UNMATCHED (column sum=913.636363636364, required=909.090909090909) +Table 2 corrected expression: MATCH (column sum=909.090909090909, required=909.090909090909) +Figure 1 curve power=0.8 bias=0.05: MATCH (three numerical checkpoints) +Figure 1 curve power=0.8 bias=0.20: MATCH (three numerical checkpoints) +Figure 1 curve power=0.8 bias=0.50: MATCH (three numerical checkpoints) +Figure 1 curve power=0.8 bias=0.80: MATCH (three numerical checkpoints) +Figure 1 curve power=0.5 bias=0.05: MATCH (three numerical checkpoints) +Figure 1 curve power=0.5 bias=0.20: MATCH (three numerical checkpoints) +Figure 1 curve power=0.5 bias=0.50: MATCH (three numerical checkpoints) +Figure 1 curve power=0.5 bias=0.80: MATCH (three numerical checkpoints) +Figure 1 curve power=0.2 bias=0.05: MATCH (three numerical checkpoints) +Figure 1 curve power=0.2 bias=0.20: MATCH (three numerical checkpoints) +Figure 1 curve power=0.2 bias=0.50: MATCH (three numerical checkpoints) +Figure 1 curve power=0.2 bias=0.80: MATCH (three numerical checkpoints) +OVERALL: MATCH diff --git a/prototype/ioannidis-app-to-cli/cli/solution/pyproject.toml b/prototype/ioannidis-app-to-cli/cli/solution/pyproject.toml new file mode 100644 index 0000000..e28ef25 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/pyproject.toml @@ -0,0 +1,26 @@ +[project] +name = "ioannidis-reproduction" +version = "0.1.0" +description = "Verified reproduction of Ioannidis (2005) Figure 1 and Table 4" +requires-python = ">=3.11" +dependencies = [ + "matplotlib>=3.10,<4", + "numpy>=2,<3", +] + +[dependency-groups] +dev = ["pytest>=8,<9"] + +[project.scripts] +ioannidis-reproduce = "ioannidis_reproduction.cli:main" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["src/ioannidis_reproduction"] + +[tool.pytest.ini_options] +pythonpath = ["src"] +testpaths = ["tests"] diff --git a/prototype/ioannidis-app-to-cli/cli/solution/reference/figure1_checkpoints.json b/prototype/ioannidis-app-to-cli/cli/solution/reference/figure1_checkpoints.json new file mode 100644 index 0000000..17ed27e --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/reference/figure1_checkpoints.json @@ -0,0 +1,74 @@ +[ + { + "power": 0.8, + "bias": 0.05, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.453781512605, 0.805970149254, 0.892561983471] + }, + { + "power": 0.8, + "bias": 0.2, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.259259259259, 0.636363636364, 0.777777777778] + }, + { + "power": 0.8, + "bias": 0.5, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.146341463415, 0.461538461538, 0.631578947368] + }, + { + "power": 0.8, + "bias": 0.8, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.105960264901, 0.372093023256, 0.542372881356] + }, + { + "power": 0.5, + "bias": 0.05, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.35, 0.729166666667, 0.843373493976] + }, + { + "power": 0.5, + "bias": 0.2, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.2, 0.555555555556, 0.714285714286] + }, + { + "power": 0.5, + "bias": 0.5, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.125, 0.416666666667, 0.588235294118] + }, + { + "power": 0.5, + "bias": 0.8, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.1, 0.357142857143, 0.526315789474] + }, + { + "power": 0.2, + "bias": 0.05, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.197530864198, 0.551724137931, 0.711111111111] + }, + { + "power": 0.2, + "bias": 0.2, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.130434782609, 0.428571428571, 0.6] + }, + { + "power": 0.2, + "bias": 0.5, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.102564102564, 0.363636363636, 0.533333333333] + }, + { + "power": 0.2, + "bias": 0.8, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.093959731544, 0.341463414634, 0.509090909091] + } +] diff --git a/prototype/ioannidis-app-to-cli/cli/solution/reference/published_table4.csv b/prototype/ioannidis-app-to-cli/cli/solution/reference/published_table4.csv new file mode 100644 index 0000000..bd78ee3 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/reference/published_table4.csv @@ -0,0 +1,10 @@ +power,odds,bias,published_ppv,digits,label +0.80,1,0.10,0.85,2,Adequately powered RCT with little bias +0.95,2,0.30,0.85,2,Confirmatory meta-analysis of good-quality RCTs +0.80,0.3333333333333333,0.40,0.41,2,Meta-analysis of small inconclusive studies +0.20,0.2,0.20,0.23,2,Underpowered but well-performed phase I/II RCT +0.20,0.2,0.80,0.17,2,Underpowered poorly performed phase I/II RCT +0.80,0.1,0.30,0.20,2,Adequately powered exploratory epidemiological study +0.20,0.1,0.30,0.12,2,Underpowered exploratory epidemiological study +0.20,0.001,0.80,0.0010,4,Discovery-oriented exploratory research with massive testing +0.20,0.001,0.20,0.0015,4,Massive testing with more limited bias diff --git a/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/__init__.py b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/__init__.py new file mode 100644 index 0000000..c8ed9f8 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/__init__.py @@ -0,0 +1 @@ +"""Reproduce selected calculations from Ioannidis (2005).""" diff --git a/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/cli.py b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/cli.py new file mode 100644 index 0000000..7f8821f --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/cli.py @@ -0,0 +1,29 @@ +"""Command-line entry point for the reproduction report.""" + +import argparse +from collections.abc import Sequence +from pathlib import Path + +from .figure1 import save_figure1 +from .verification import run_checks + + +def main(argv: Sequence[str] | None = None) -> int: + """Run all checks, render Figure 1, and return a process status.""" + parser = argparse.ArgumentParser() + parser.add_argument( + "--output", type=Path, default=Path("artifacts/figure1-reproduced.png") + ) + args = parser.parse_args(argv) + + save_figure1(args.output) + checks = run_checks() + for check in checks: + print(f"{check.label}: {check.status} ({check.detail})") + overall = all(check.ok for check in checks) + print(f"OVERALL: {'MATCH' if overall else 'UNMATCHED'}") + return 0 if overall else 1 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/figure1.py b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/figure1.py new file mode 100644 index 0000000..3d1ac11 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/figure1.py @@ -0,0 +1,54 @@ +"""Numerical curves and rendering for Ioannidis (2005), Figure 1.""" + +from collections.abc import Iterable +import os +from pathlib import Path +import tempfile + +import numpy as np + +_MATPLOTLIB_CACHE = Path(tempfile.gettempdir()) / "ioannidis-matplotlib-cache" +_MATPLOTLIB_CACHE.mkdir(parents=True, exist_ok=True) +os.environ.setdefault("MPLCONFIGDIR", str(_MATPLOTLIB_CACHE)) + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt + +from .model import ppv_with_bias + + +POWERS = (0.8, 0.5, 0.2) +BIASES = (0.05, 0.2, 0.5, 0.8) + + +def figure1_values(power: float, bias: float, odds: Iterable[float]) -> np.ndarray: + """Evaluate one Figure 1 curve at the supplied pre-study odds.""" + return np.array([ppv_with_bias(power, value, bias) for value in odds]) + + +def save_figure1(output: Path) -> None: + """Render the scientific content of the paper's three-panel Figure 1.""" + output.parent.mkdir(parents=True, exist_ok=True) + odds = np.linspace(0.0, 1.0, 201) + colors = ("#2563eb", "#dc2626", "#4d7c0f", "#ea580c") + figure, axes = plt.subplots(3, 1, figsize=(6.2, 10.0), sharex=True, sharey=True) + for panel, (axis, power) in enumerate(zip(axes, POWERS, strict=True)): + for bias, color in zip(BIASES, colors, strict=True): + axis.plot( + odds, + 100.0 * figure1_values(power, bias, odds), + color=color, + label=f"u={bias:.2f}", + ) + axis.set_ylim(0.0, 100.0) + axis.set_ylabel("Post-study probability, PPV (%)") + axis.set_title(f"{chr(65 + panel)} power = {power:.0%}", loc="left") + axis.grid(alpha=0.2) + axes[-1].set_xlabel("Pre-study odds, R") + axes[0].legend(ncol=2, frameon=False) + figure.suptitle("Reproduction of Ioannidis (2005), Figure 1") + figure.tight_layout() + figure.savefig(output, dpi=180) + plt.close(figure) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/model.py b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/model.py new file mode 100644 index 0000000..3060104 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/model.py @@ -0,0 +1,55 @@ +"""Equations used in the Ioannidis (2005) reproduction.""" + + +def ppv_with_bias( + power: float, odds: float, bias: float, alpha: float = 0.05 +) -> float: + """Return the paper's positive predictive value in the presence of bias.""" + if not 0.0 <= power <= 1.0: + raise ValueError("power must be between 0 and 1") + if odds < 0.0: + raise ValueError("odds must be non-negative") + if not 0.0 <= bias <= 1.0: + raise ValueError("bias must be between 0 and 1") + if not 0.0 <= alpha <= 1.0: + raise ValueError("alpha must be between 0 and 1") + + beta = 1.0 - power + numerator = power * odds + bias * beta * odds + denominator = ( + odds + + alpha + - beta * odds + + bias + - bias * alpha + + bias * beta * odds + ) + if denominator == 0.0: + raise ValueError("PPV denominator is zero") + return numerator / denominator + + +def corrected_false_positive_cell( + c: float, odds: float, bias: float, alpha: float = 0.05 +) -> float: + """Return the corrected Table 2 cell for a false-positive finding.""" + return (c * alpha + bias * c * (1.0 - alpha)) / (odds + 1.0) + + +def printed_false_positive_cell( + c: float, odds: float, bias: float, alpha: float = 0.05 +) -> float: + """Parse the original Table 2 typesetting using normal precedence.""" + return c * alpha + bias * c * (1.0 - alpha) / (odds + 1.0) + + +def negative_finding_no_relationship_cell( + c: float, odds: float, bias: float, alpha: float = 0.05 +) -> float: + """Return the Table 2 cell for an unreported no-relationship result.""" + return (1.0 - bias) * c * (1.0 - alpha) / (odds + 1.0) + + +def no_relationship_column_total(c: float, odds: float) -> float: + """Return the Table 2 total for the no-relationship column.""" + return c / (odds + 1.0) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/verification.py b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/verification.py new file mode 100644 index 0000000..a2d2345 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/src/ioannidis_reproduction/verification.py @@ -0,0 +1,100 @@ +"""Independent checks against values transcribed from the paper.""" + +import csv +import json +from dataclasses import dataclass +from math import isclose +from pathlib import Path + +import numpy as np + +from .figure1 import figure1_values +from .model import ( + corrected_false_positive_cell, + negative_finding_no_relationship_cell, + no_relationship_column_total, + ppv_with_bias, + printed_false_positive_cell, +) + + +REFERENCE = Path(__file__).parents[2] / "reference" + + +@dataclass(frozen=True) +class Check: + """One expected reproduction or audit outcome.""" + + label: str + status: str + detail: str + ok: bool + + +def _table4_checks() -> list[Check]: + checks: list[Check] = [] + with (REFERENCE / "published_table4.csv").open(newline="") as handle: + rows = list(csv.DictReader(handle)) + for index, row in enumerate(rows, start=1): + computed = ppv_with_bias( + float(row["power"]), float(row["odds"]), float(row["bias"]) + ) + rendered = f'{computed:.{int(row["digits"])}f}' + matched = rendered == row["published_ppv"] + checks.append( + Check( + f"Table 4 row {index}", + "MATCH" if matched else "UNMATCHED", + f"computed={rendered}, published={row['published_ppv']}", + matched, + ) + ) + return checks + + +def _table2_checks() -> list[Check]: + c, odds, bias = 1000.0, 0.1, 0.3 + expected_total = no_relationship_column_total(c, odds) + negative_cell = negative_finding_no_relationship_cell(c, odds, bias) + + printed_total = printed_false_positive_cell(c, odds, bias) + negative_cell + printed_unmatched = not isclose(printed_total, expected_total) + corrected_total = corrected_false_positive_cell(c, odds, bias) + negative_cell + corrected_matched = isclose(corrected_total, expected_total) + + return [ + Check( + "Table 2 printed expression", + "UNMATCHED" if printed_unmatched else "MATCH", + f"column sum={printed_total:.12f}, required={expected_total:.12f}", + printed_unmatched, + ), + Check( + "Table 2 corrected expression", + "MATCH" if corrected_matched else "UNMATCHED", + f"column sum={corrected_total:.12f}, required={expected_total:.12f}", + corrected_matched, + ), + ] + + +def _figure1_checks() -> list[Check]: + checks: list[Check] = [] + rows = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + for row in rows: + computed = figure1_values(row["power"], row["bias"], row["odds"]) + matched = bool(np.allclose(computed, row["ppv"], rtol=0.0, atol=1e-12)) + checks.append( + Check( + f"Figure 1 curve power={row['power']:.1f} bias={row['bias']:.2f}", + "MATCH" if matched else "UNMATCHED", + "three numerical checkpoints", + matched, + ) + ) + return checks + + +def run_checks() -> list[Check]: + """Return every numerical and correction check in presentation order.""" + return [*_table4_checks(), *_table2_checks(), *_figure1_checks()] diff --git a/prototype/ioannidis-app-to-cli/cli/solution/tests/test_cli.py b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_cli.py new file mode 100644 index 0000000..89206d1 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_cli.py @@ -0,0 +1,37 @@ +import os +from pathlib import Path +import subprocess +import sys + +from ioannidis_reproduction.cli import main + + +def test_cli_prints_a_status_for_every_check(tmp_path: Path, capsys) -> None: + result = main(["--output", str(tmp_path / "figure1.png")]) + output = capsys.readouterr().out + assert result == 0 + assert output.count("Table 4 row") == 9 + assert "Table 2 printed expression: UNMATCHED" in output + assert "Table 2 corrected expression: MATCH" in output + assert output.count("Figure 1 curve") == 12 + assert output.rstrip().endswith("OVERALL: MATCH") + + +def test_module_cli_has_clean_stderr(tmp_path: Path) -> None: + environment = os.environ.copy() + environment.pop("MPLCONFIGDIR", None) + completed = subprocess.run( + [ + sys.executable, + "-m", + "ioannidis_reproduction.cli", + "--output", + str(tmp_path / "figure1.png"), + ], + check=False, + capture_output=True, + text=True, + env=environment, + ) + assert completed.returncode == 0 + assert completed.stderr == "" diff --git a/prototype/ioannidis-app-to-cli/cli/solution/tests/test_figure1.py b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_figure1.py new file mode 100644 index 0000000..9ef9097 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_figure1.py @@ -0,0 +1,23 @@ +import json +from pathlib import Path + +import pytest + +from ioannidis_reproduction.figure1 import figure1_values, save_figure1 + + +REFERENCE = Path(__file__).parents[1] / "reference" / "figure1_checkpoints.json" + + +def test_all_figure1_checkpoints_match_the_independent_oracle() -> None: + rows = json.loads(REFERENCE.read_text()) + for row in rows: + computed = figure1_values(row["power"], row["bias"], row["odds"]) + assert computed == pytest.approx(row["ppv"], abs=1e-12) + + +def test_figure1_is_rendered_as_a_nonempty_png(tmp_path: Path) -> None: + output = tmp_path / "figure1.png" + save_figure1(output) + assert output.read_bytes().startswith(b"\x89PNG\r\n\x1a\n") + assert output.stat().st_size > 20_000 diff --git a/prototype/ioannidis-app-to-cli/cli/solution/tests/test_learning_artifacts.py b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_learning_artifacts.py new file mode 100644 index 0000000..1823d0a --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_learning_artifacts.py @@ -0,0 +1,120 @@ +import hashlib +import json +import re +from pathlib import Path + + +APP = Path(__file__).parents[3] / "app" +PROTOTYPE = APP.parent +REFERENCE = Path(__file__).parents[1] / "reference" + + +def require(path: Path, terms: tuple[str, ...]) -> None: + text = path.read_text().lower() + for term in terms: + assert term.lower() in text, f"{term!r} missing from {path}" + + +def test_three_prompts_and_three_portable_outputs_exist() -> None: + for name in ( + "01-paper-companion.md", + "02-independent-audit.md", + "03-replication-brief.md", + ): + assert (APP / "prompts" / name).is_file() + for name in ("paper-companion.md", "audit-report.md", "replication-brief.md"): + assert (APP / "example-outputs" / name).is_file() + + +def test_companion_separates_source_inference_and_uncertainty() -> None: + require( + APP / "example-outputs" / "paper-companion.md", + ( + "90-second explanation", + "reading map", + "[paper]", + "[inference]", + "[open question]", + ), + ) + + +def test_audit_reports_the_correction_and_verdicts() -> None: + require( + APP / "example-outputs" / "audit-report.md", + ("10.1371/journal.pmed.1004085", "supported", "qualified"), + ) + + +def test_replication_brief_is_an_executable_contract() -> None: + require( + APP / "example-outputs" / "replication-brief.md", + ("inputs", "equations", "acceptance tests", "figure 1", "table 4", "table 2"), + ) + + +def test_workflow_passes_live_artifacts_between_stages() -> None: + audit_prompt = (APP / "prompts" / "02-independent-audit.md").read_text() + brief_prompt = (APP / "prompts" / "03-replication-brief.md").read_text() + readme = (PROTOTYPE / "README.md").read_text() + + assert "example-outputs" not in audit_prompt + assert "paper-companion.md" in audit_prompt + assert "example-outputs" not in brief_prompt + assert "audit-report.md" in brief_prompt + assert "reference/published_table4.csv" in brief_prompt + assert "reference/figure1_checkpoints.json" in brief_prompt + assert "reference/published_table4.csv" in readme + assert "reference/figure1_checkpoints.json" in readme + assert "Read replication-brief.md." in readme + assert "Read ../../app/example-outputs/replication-brief.md." not in readme + + +def test_audit_covers_every_companion_claim_id() -> None: + companion = (APP / "example-outputs" / "paper-companion.md").read_text() + audit = (APP / "example-outputs" / "audit-report.md").read_text() + companion_claims = re.findall(r"\[C\d{2}\]", companion) + audit_rows = re.findall( + r"^\| (\[C\d{2}\]) \| \*\*(SUPPORTED|QUALIFIED|UNSUPPORTED)\*\* \| (.+) \|$", + audit, + flags=re.MULTILINE, + ) + audited_claims = [claim_id for claim_id, _, _ in audit_rows] + + assert len(companion_claims) >= 20 + assert len(companion_claims) == len(set(companion_claims)) + assert len(audited_claims) == len(set(audited_claims)) + assert set(audited_claims) == set(companion_claims) + assert all(len(evidence.strip()) >= 20 for _, _, evidence in audit_rows) + + +def test_audit_status_has_official_record_and_access_date() -> None: + audit = (APP / "example-outputs" / "audit-report.md").read_text() + + assert ( + "https://journals.plos.org/plosmedicine/article?" + "id=10.1371/journal.pmed.0020124" + ) in audit + assert re.search(r"checked on \d{4}-\d{2}-\d{2}", audit) + + +def test_replication_brief_pins_the_figure_oracle() -> None: + brief = (APP / "example-outputs" / "replication-brief.md").read_text() + files = ("published_table4.csv", "figure1_checkpoints.json") + + for name in files: + digest = hashlib.sha256((REFERENCE / name).read_bytes()).hexdigest() + assert f"reference/{name}" in brief + assert digest in brief + + checkpoints = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + assert len(checkpoints) == 12 + assert sum(len(curve["ppv"]) for curve in checkpoints) == 36 + assert "36 checkpoints" in brief + + +def test_dry_run_records_locked_environment_setup() -> None: + require( + PROTOTYPE / "dry-run" / "RESULTS.md", + ("uv sync --locked", "exit code 0", "measured wall time"), + ) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/tests/test_model.py b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_model.py new file mode 100644 index 0000000..73005bc --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_model.py @@ -0,0 +1,58 @@ +import csv +from math import isclose +from pathlib import Path + +import pytest + +from ioannidis_reproduction.model import ( + corrected_false_positive_cell, + negative_finding_no_relationship_cell, + no_relationship_column_total, + ppv_with_bias, + printed_false_positive_cell, +) + + +REFERENCE = Path(__file__).parents[1] / "reference" / "published_table4.csv" + + +def test_published_table4_values_match_after_published_rounding() -> None: + with REFERENCE.open(newline="") as handle: + rows = list(csv.DictReader(handle)) + for row in rows: + computed = ppv_with_bias( + power=float(row["power"]), + odds=float(row["odds"]), + bias=float(row["bias"]), + ) + assert f'{computed:.{int(row["digits"])}f}' == row["published_ppv"] + + +@pytest.mark.parametrize( + ("name", "kwargs"), + [ + ("power", {"power": -0.1, "odds": 1.0, "bias": 0.1}), + ("odds", {"power": 0.8, "odds": -1.0, "bias": 0.1}), + ("bias", {"power": 0.8, "odds": 1.0, "bias": 1.1}), + ("alpha", {"power": 0.8, "odds": 1.0, "bias": 0.1, "alpha": 1.1}), + ], +) +def test_invalid_probabilities_and_odds_are_rejected( + name: str, kwargs: dict[str, float] +) -> None: + with pytest.raises(ValueError, match=name): + ppv_with_bias(**kwargs) + + +def test_corrected_table2_cells_sum_to_the_no_relationship_column_total() -> None: + corrected_sum = corrected_false_positive_cell(1000, 0.1, 0.3) + ( + negative_finding_no_relationship_cell(1000, 0.1, 0.3) + ) + assert isclose(corrected_sum, no_relationship_column_total(1000, 0.1)) + + +def test_printed_table2_expression_breaks_the_column_total_identity() -> None: + printed_sum = printed_false_positive_cell(1000, 0.1, 0.3) + ( + negative_finding_no_relationship_cell(1000, 0.1, 0.3) + ) + assert not isclose(printed_sum, no_relationship_column_total(1000, 0.1)) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/tests/test_reference_data.py b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_reference_data.py new file mode 100644 index 0000000..8ea715a --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_reference_data.py @@ -0,0 +1,33 @@ +import csv +import json +from pathlib import Path + + +REFERENCE = Path(__file__).parents[1] / "reference" + + +def test_table4_oracle_is_a_literal_transcription() -> None: + with (REFERENCE / "published_table4.csv").open(newline="") as handle: + rows = list(csv.DictReader(handle)) + assert [(row["published_ppv"], row["digits"]) for row in rows] == [ + ("0.85", "2"), + ("0.85", "2"), + ("0.41", "2"), + ("0.23", "2"), + ("0.17", "2"), + ("0.20", "2"), + ("0.12", "2"), + ("0.0010", "4"), + ("0.0015", "4"), + ] + + +def test_figure1_oracle_covers_every_published_curve() -> None: + checkpoints = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + assert len(checkpoints) == 12 + assert {(row["power"], row["bias"]) for row in checkpoints} == { + (power, bias) + for power in (0.8, 0.5, 0.2) + for bias in (0.05, 0.2, 0.5, 0.8) + } + assert all(row["odds"] == [0.1, 0.5, 1.0] for row in checkpoints) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/tests/test_sources.py b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_sources.py new file mode 100644 index 0000000..2ea111b --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/tests/test_sources.py @@ -0,0 +1,18 @@ +from hashlib import sha256 +from pathlib import Path + + +SOURCES = Path(__file__).parents[3] / "sources" + + +def digest(name: str) -> str: + return sha256((SOURCES / name).read_bytes()).hexdigest() + + +def test_open_access_source_hashes_are_pinned() -> None: + assert digest("ioannidis-2005.pdf") == ( + "ffc1005680cb620eec4c913437dfabbf311b535cfe16cbaeb2faec1f92afc362" + ) + assert digest("ioannidis-2022-correction.pdf") == ( + "3cf06b98e2f61177d80c53ada12cd91949400dfdd114fefe9e2b47b87948c65e" + ) diff --git a/prototype/ioannidis-app-to-cli/cli/solution/uv.lock b/prototype/ioannidis-app-to-cli/cli/solution/uv.lock new file mode 100644 index 0000000..6264d95 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/solution/uv.lock @@ -0,0 +1,701 @@ +version = 1 +revision = 3 +requires-python = ">=3.11" +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version < '3.12'", +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "contourpy" +version = "1.3.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/91/2e/c4390a31919d8a78b90e8ecf87cd4b4c4f05a5b48d05ec17db8e5404c6f4/contourpy-1.3.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1", size = 288773, upload-time = "2025-07-26T12:01:02.277Z" }, + { url = "https://files.pythonhosted.org/packages/0d/44/c4b0b6095fef4dc9c420e041799591e3b63e9619e3044f7f4f6c21c0ab24/contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381", size = 270149, upload-time = "2025-07-26T12:01:04.072Z" }, + { url = "https://files.pythonhosted.org/packages/30/2e/dd4ced42fefac8470661d7cb7e264808425e6c5d56d175291e93890cce09/contourpy-1.3.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7", size = 329222, upload-time = "2025-07-26T12:01:05.688Z" }, + { url = "https://files.pythonhosted.org/packages/f2/74/cc6ec2548e3d276c71389ea4802a774b7aa3558223b7bade3f25787fafc2/contourpy-1.3.3-cp311-cp311-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1", size = 377234, upload-time = "2025-07-26T12:01:07.054Z" }, + { url = "https://files.pythonhosted.org/packages/03/b3/64ef723029f917410f75c09da54254c5f9ea90ef89b143ccadb09df14c15/contourpy-1.3.3-cp311-cp311-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a", size = 380555, upload-time = "2025-07-26T12:01:08.801Z" }, + { url = "https://files.pythonhosted.org/packages/5f/4b/6157f24ca425b89fe2eb7e7be642375711ab671135be21e6faa100f7448c/contourpy-1.3.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db", size = 355238, upload-time = "2025-07-26T12:01:10.319Z" }, + { url = "https://files.pythonhosted.org/packages/98/56/f914f0dd678480708a04cfd2206e7c382533249bc5001eb9f58aa693e200/contourpy-1.3.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620", size = 1326218, upload-time = "2025-07-26T12:01:12.659Z" }, + { url = "https://files.pythonhosted.org/packages/fb/d7/4a972334a0c971acd5172389671113ae82aa7527073980c38d5868ff1161/contourpy-1.3.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f", size = 1392867, upload-time = "2025-07-26T12:01:15.533Z" }, + { url = "https://files.pythonhosted.org/packages/75/3e/f2cc6cd56dc8cff46b1a56232eabc6feea52720083ea71ab15523daab796/contourpy-1.3.3-cp311-cp311-win32.whl", hash = "sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff", size = 183677, upload-time = "2025-07-26T12:01:17.088Z" }, + { url = "https://files.pythonhosted.org/packages/98/4b/9bd370b004b5c9d8045c6c33cf65bae018b27aca550a3f657cdc99acdbd8/contourpy-1.3.3-cp311-cp311-win_amd64.whl", hash = "sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42", size = 225234, upload-time = "2025-07-26T12:01:18.256Z" }, + { url = "https://files.pythonhosted.org/packages/d9/b6/71771e02c2e004450c12b1120a5f488cad2e4d5b590b1af8bad060360fe4/contourpy-1.3.3-cp311-cp311-win_arm64.whl", hash = "sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470", size = 193123, upload-time = "2025-07-26T12:01:19.848Z" }, + { url = "https://files.pythonhosted.org/packages/be/45/adfee365d9ea3d853550b2e735f9d66366701c65db7855cd07621732ccfc/contourpy-1.3.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb", size = 293419, upload-time = "2025-07-26T12:01:21.16Z" }, + { url = "https://files.pythonhosted.org/packages/53/3e/405b59cfa13021a56bba395a6b3aca8cec012b45bf177b0eaf7a202cde2c/contourpy-1.3.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6", size = 273979, upload-time = "2025-07-26T12:01:22.448Z" }, + { url = "https://files.pythonhosted.org/packages/d4/1c/a12359b9b2ca3a845e8f7f9ac08bdf776114eb931392fcad91743e2ea17b/contourpy-1.3.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7", size = 332653, upload-time = "2025-07-26T12:01:24.155Z" }, + { url = "https://files.pythonhosted.org/packages/63/12/897aeebfb475b7748ea67b61e045accdfcf0d971f8a588b67108ed7f5512/contourpy-1.3.3-cp312-cp312-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8", size = 379536, upload-time = "2025-07-26T12:01:25.91Z" }, + { url = "https://files.pythonhosted.org/packages/43/8a/a8c584b82deb248930ce069e71576fc09bd7174bbd35183b7943fb1064fd/contourpy-1.3.3-cp312-cp312-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea", size = 384397, upload-time = "2025-07-26T12:01:27.152Z" }, + { url = "https://files.pythonhosted.org/packages/cc/8f/ec6289987824b29529d0dfda0d74a07cec60e54b9c92f3c9da4c0ac732de/contourpy-1.3.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1", size = 362601, upload-time = "2025-07-26T12:01:28.808Z" }, + { url = "https://files.pythonhosted.org/packages/05/0a/a3fe3be3ee2dceb3e615ebb4df97ae6f3828aa915d3e10549ce016302bd1/contourpy-1.3.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7", size = 1331288, upload-time = "2025-07-26T12:01:31.198Z" }, + { url = "https://files.pythonhosted.org/packages/33/1d/acad9bd4e97f13f3e2b18a3977fe1b4a37ecf3d38d815333980c6c72e963/contourpy-1.3.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411", size = 1403386, upload-time = "2025-07-26T12:01:33.947Z" }, + { url = "https://files.pythonhosted.org/packages/cf/8f/5847f44a7fddf859704217a99a23a4f6417b10e5ab1256a179264561540e/contourpy-1.3.3-cp312-cp312-win32.whl", hash = "sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69", size = 185018, upload-time = "2025-07-26T12:01:35.64Z" }, + { url = "https://files.pythonhosted.org/packages/19/e8/6026ed58a64563186a9ee3f29f41261fd1828f527dd93d33b60feca63352/contourpy-1.3.3-cp312-cp312-win_amd64.whl", hash = "sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b", size = 226567, upload-time = "2025-07-26T12:01:36.804Z" }, + { url = "https://files.pythonhosted.org/packages/d1/e2/f05240d2c39a1ed228d8328a78b6f44cd695f7ef47beb3e684cf93604f86/contourpy-1.3.3-cp312-cp312-win_arm64.whl", hash = "sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc", size = 193655, upload-time = "2025-07-26T12:01:37.999Z" }, + { url = "https://files.pythonhosted.org/packages/68/35/0167aad910bbdb9599272bd96d01a9ec6852f36b9455cf2ca67bd4cc2d23/contourpy-1.3.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5", size = 293257, upload-time = "2025-07-26T12:01:39.367Z" }, + { url = "https://files.pythonhosted.org/packages/96/e4/7adcd9c8362745b2210728f209bfbcf7d91ba868a2c5f40d8b58f54c509b/contourpy-1.3.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1", size = 274034, upload-time = "2025-07-26T12:01:40.645Z" }, + { url = "https://files.pythonhosted.org/packages/73/23/90e31ceeed1de63058a02cb04b12f2de4b40e3bef5e082a7c18d9c8ae281/contourpy-1.3.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286", size = 334672, upload-time = "2025-07-26T12:01:41.942Z" }, + { url = "https://files.pythonhosted.org/packages/ed/93/b43d8acbe67392e659e1d984700e79eb67e2acb2bd7f62012b583a7f1b55/contourpy-1.3.3-cp313-cp313-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5", size = 381234, upload-time = "2025-07-26T12:01:43.499Z" }, + { url = "https://files.pythonhosted.org/packages/46/3b/bec82a3ea06f66711520f75a40c8fc0b113b2a75edb36aa633eb11c4f50f/contourpy-1.3.3-cp313-cp313-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67", size = 385169, upload-time = "2025-07-26T12:01:45.219Z" }, + { url = "https://files.pythonhosted.org/packages/4b/32/e0f13a1c5b0f8572d0ec6ae2f6c677b7991fafd95da523159c19eff0696a/contourpy-1.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9", size = 362859, upload-time = "2025-07-26T12:01:46.519Z" }, + { url = "https://files.pythonhosted.org/packages/33/71/e2a7945b7de4e58af42d708a219f3b2f4cff7386e6b6ab0a0fa0033c49a9/contourpy-1.3.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659", size = 1332062, upload-time = "2025-07-26T12:01:48.964Z" }, + { url = "https://files.pythonhosted.org/packages/12/fc/4e87ac754220ccc0e807284f88e943d6d43b43843614f0a8afa469801db0/contourpy-1.3.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7", size = 1403932, upload-time = "2025-07-26T12:01:51.979Z" }, + { url = "https://files.pythonhosted.org/packages/a6/2e/adc197a37443f934594112222ac1aa7dc9a98faf9c3842884df9a9d8751d/contourpy-1.3.3-cp313-cp313-win32.whl", hash = "sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d", size = 185024, upload-time = "2025-07-26T12:01:53.245Z" }, + { url = "https://files.pythonhosted.org/packages/18/0b/0098c214843213759692cc638fce7de5c289200a830e5035d1791d7a2338/contourpy-1.3.3-cp313-cp313-win_amd64.whl", hash = "sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263", size = 226578, upload-time = "2025-07-26T12:01:54.422Z" }, + { url = "https://files.pythonhosted.org/packages/8a/9a/2f6024a0c5995243cd63afdeb3651c984f0d2bc727fd98066d40e141ad73/contourpy-1.3.3-cp313-cp313-win_arm64.whl", hash = "sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9", size = 193524, upload-time = "2025-07-26T12:01:55.73Z" }, + { url = "https://files.pythonhosted.org/packages/c0/b3/f8a1a86bd3298513f500e5b1f5fd92b69896449f6cab6a146a5d52715479/contourpy-1.3.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d", size = 306730, upload-time = "2025-07-26T12:01:57.051Z" }, + { url = "https://files.pythonhosted.org/packages/3f/11/4780db94ae62fc0c2053909b65dc3246bd7cecfc4f8a20d957ad43aa4ad8/contourpy-1.3.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216", size = 287897, upload-time = "2025-07-26T12:01:58.663Z" }, + { url = "https://files.pythonhosted.org/packages/ae/15/e59f5f3ffdd6f3d4daa3e47114c53daabcb18574a26c21f03dc9e4e42ff0/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae", size = 326751, upload-time = "2025-07-26T12:02:00.343Z" }, + { url = "https://files.pythonhosted.org/packages/0f/81/03b45cfad088e4770b1dcf72ea78d3802d04200009fb364d18a493857210/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20", size = 375486, upload-time = "2025-07-26T12:02:02.128Z" }, + { url = "https://files.pythonhosted.org/packages/0c/ba/49923366492ffbdd4486e970d421b289a670ae8cf539c1ea9a09822b371a/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99", size = 388106, upload-time = "2025-07-26T12:02:03.615Z" }, + { url = "https://files.pythonhosted.org/packages/9f/52/5b00ea89525f8f143651f9f03a0df371d3cbd2fccd21ca9b768c7a6500c2/contourpy-1.3.3-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b", size = 352548, upload-time = "2025-07-26T12:02:05.165Z" }, + { url = "https://files.pythonhosted.org/packages/32/1d/a209ec1a3a3452d490f6b14dd92e72280c99ae3d1e73da74f8277d4ee08f/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a", size = 1322297, upload-time = "2025-07-26T12:02:07.379Z" }, + { url = "https://files.pythonhosted.org/packages/bc/9e/46f0e8ebdd884ca0e8877e46a3f4e633f6c9c8c4f3f6e72be3fe075994aa/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e", size = 1391023, upload-time = "2025-07-26T12:02:10.171Z" }, + { url = "https://files.pythonhosted.org/packages/b9/70/f308384a3ae9cd2209e0849f33c913f658d3326900d0ff5d378d6a1422d2/contourpy-1.3.3-cp313-cp313t-win32.whl", hash = "sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3", size = 196157, upload-time = "2025-07-26T12:02:11.488Z" }, + { url = "https://files.pythonhosted.org/packages/b2/dd/880f890a6663b84d9e34a6f88cded89d78f0091e0045a284427cb6b18521/contourpy-1.3.3-cp313-cp313t-win_amd64.whl", hash = "sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8", size = 240570, upload-time = "2025-07-26T12:02:12.754Z" }, + { url = "https://files.pythonhosted.org/packages/80/99/2adc7d8ffead633234817ef8e9a87115c8a11927a94478f6bb3d3f4d4f7d/contourpy-1.3.3-cp313-cp313t-win_arm64.whl", hash = "sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301", size = 199713, upload-time = "2025-07-26T12:02:14.4Z" }, + { url = "https://files.pythonhosted.org/packages/72/8b/4546f3ab60f78c514ffb7d01a0bd743f90de36f0019d1be84d0a708a580a/contourpy-1.3.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a", size = 292189, upload-time = "2025-07-26T12:02:16.095Z" }, + { url = "https://files.pythonhosted.org/packages/fd/e1/3542a9cb596cadd76fcef413f19c79216e002623158befe6daa03dbfa88c/contourpy-1.3.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77", size = 273251, upload-time = "2025-07-26T12:02:17.524Z" }, + { url = "https://files.pythonhosted.org/packages/b1/71/f93e1e9471d189f79d0ce2497007731c1e6bf9ef6d1d61b911430c3db4e5/contourpy-1.3.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5", size = 335810, upload-time = "2025-07-26T12:02:18.9Z" }, + { url = "https://files.pythonhosted.org/packages/91/f9/e35f4c1c93f9275d4e38681a80506b5510e9327350c51f8d4a5a724d178c/contourpy-1.3.3-cp314-cp314-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4", size = 382871, upload-time = "2025-07-26T12:02:20.418Z" }, + { url = "https://files.pythonhosted.org/packages/b5/71/47b512f936f66a0a900d81c396a7e60d73419868fba959c61efed7a8ab46/contourpy-1.3.3-cp314-cp314-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36", size = 386264, upload-time = "2025-07-26T12:02:21.916Z" }, + { url = "https://files.pythonhosted.org/packages/04/5f/9ff93450ba96b09c7c2b3f81c94de31c89f92292f1380261bd7195bea4ea/contourpy-1.3.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3", size = 363819, upload-time = "2025-07-26T12:02:23.759Z" }, + { url = "https://files.pythonhosted.org/packages/3e/a6/0b185d4cc480ee494945cde102cb0149ae830b5fa17bf855b95f2e70ad13/contourpy-1.3.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b", size = 1333650, upload-time = "2025-07-26T12:02:26.181Z" }, + { url = "https://files.pythonhosted.org/packages/43/d7/afdc95580ca56f30fbcd3060250f66cedbde69b4547028863abd8aa3b47e/contourpy-1.3.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36", size = 1404833, upload-time = "2025-07-26T12:02:28.782Z" }, + { url = "https://files.pythonhosted.org/packages/e2/e2/366af18a6d386f41132a48f033cbd2102e9b0cf6345d35ff0826cd984566/contourpy-1.3.3-cp314-cp314-win32.whl", hash = "sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d", size = 189692, upload-time = "2025-07-26T12:02:30.128Z" }, + { url = "https://files.pythonhosted.org/packages/7d/c2/57f54b03d0f22d4044b8afb9ca0e184f8b1afd57b4f735c2fa70883dc601/contourpy-1.3.3-cp314-cp314-win_amd64.whl", hash = "sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd", size = 232424, upload-time = "2025-07-26T12:02:31.395Z" }, + { url = "https://files.pythonhosted.org/packages/18/79/a9416650df9b525737ab521aa181ccc42d56016d2123ddcb7b58e926a42c/contourpy-1.3.3-cp314-cp314-win_arm64.whl", hash = "sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339", size = 198300, upload-time = "2025-07-26T12:02:32.956Z" }, + { url = "https://files.pythonhosted.org/packages/1f/42/38c159a7d0f2b7b9c04c64ab317042bb6952b713ba875c1681529a2932fe/contourpy-1.3.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772", size = 306769, upload-time = "2025-07-26T12:02:34.2Z" }, + { url = "https://files.pythonhosted.org/packages/c3/6c/26a8205f24bca10974e77460de68d3d7c63e282e23782f1239f226fcae6f/contourpy-1.3.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77", size = 287892, upload-time = "2025-07-26T12:02:35.807Z" }, + { url = "https://files.pythonhosted.org/packages/66/06/8a475c8ab718ebfd7925661747dbb3c3ee9c82ac834ccb3570be49d129f4/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13", size = 326748, upload-time = "2025-07-26T12:02:37.193Z" }, + { url = "https://files.pythonhosted.org/packages/b4/a3/c5ca9f010a44c223f098fccd8b158bb1cb287378a31ac141f04730dc49be/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe", size = 375554, upload-time = "2025-07-26T12:02:38.894Z" }, + { url = "https://files.pythonhosted.org/packages/80/5b/68bd33ae63fac658a4145088c1e894405e07584a316738710b636c6d0333/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f", size = 388118, upload-time = "2025-07-26T12:02:40.642Z" }, + { url = "https://files.pythonhosted.org/packages/40/52/4c285a6435940ae25d7410a6c36bda5145839bc3f0beb20c707cda18b9d2/contourpy-1.3.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0", size = 352555, upload-time = "2025-07-26T12:02:42.25Z" }, + { url = "https://files.pythonhosted.org/packages/24/ee/3e81e1dd174f5c7fefe50e85d0892de05ca4e26ef1c9a59c2a57e43b865a/contourpy-1.3.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4", size = 1322295, upload-time = "2025-07-26T12:02:44.668Z" }, + { url = "https://files.pythonhosted.org/packages/3c/b2/6d913d4d04e14379de429057cd169e5e00f6c2af3bb13e1710bcbdb5da12/contourpy-1.3.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f", size = 1391027, upload-time = "2025-07-26T12:02:47.09Z" }, + { url = "https://files.pythonhosted.org/packages/93/8a/68a4ec5c55a2971213d29a9374913f7e9f18581945a7a31d1a39b5d2dfe5/contourpy-1.3.3-cp314-cp314t-win32.whl", hash = "sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae", size = 202428, upload-time = "2025-07-26T12:02:48.691Z" }, + { url = "https://files.pythonhosted.org/packages/fa/96/fd9f641ffedc4fa3ace923af73b9d07e869496c9cc7a459103e6e978992f/contourpy-1.3.3-cp314-cp314t-win_amd64.whl", hash = "sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc", size = 250331, upload-time = "2025-07-26T12:02:50.137Z" }, + { url = "https://files.pythonhosted.org/packages/ae/8c/469afb6465b853afff216f9528ffda78a915ff880ed58813ba4faf4ba0b6/contourpy-1.3.3-cp314-cp314t-win_arm64.whl", hash = "sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b", size = 203831, upload-time = "2025-07-26T12:02:51.449Z" }, + { url = "https://files.pythonhosted.org/packages/a5/29/8dcfe16f0107943fa92388c23f6e05cff0ba58058c4c95b00280d4c75a14/contourpy-1.3.3-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497", size = 278809, upload-time = "2025-07-26T12:02:52.74Z" }, + { url = "https://files.pythonhosted.org/packages/85/a9/8b37ef4f7dafeb335daee3c8254645ef5725be4d9c6aa70b50ec46ef2f7e/contourpy-1.3.3-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8", size = 261593, upload-time = "2025-07-26T12:02:54.037Z" }, + { url = "https://files.pythonhosted.org/packages/0a/59/ebfb8c677c75605cc27f7122c90313fd2f375ff3c8d19a1694bda74aaa63/contourpy-1.3.3-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e", size = 302202, upload-time = "2025-07-26T12:02:55.947Z" }, + { url = "https://files.pythonhosted.org/packages/3c/37/21972a15834d90bfbfb009b9d004779bd5a07a0ec0234e5ba8f64d5736f4/contourpy-1.3.3-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989", size = 329207, upload-time = "2025-07-26T12:02:57.468Z" }, + { url = "https://files.pythonhosted.org/packages/0c/58/bd257695f39d05594ca4ad60df5bcb7e32247f9951fd09a9b8edb82d1daa/contourpy-1.3.3-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77", size = 225315, upload-time = "2025-07-26T12:02:58.801Z" }, +] + +[[package]] +name = "cycler" +version = "0.12.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615, upload-time = "2023-10-07T05:32:18.335Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" }, +] + +[[package]] +name = "fonttools" +version = "4.63.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/84/69/c97f2c18e0db87d2c7b15da1974dace76ae938f1cfa22e2727a648b7ed43/fonttools-4.63.0.tar.gz", hash = "sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0", size = 3597189, upload-time = "2026-05-14T12:04:30.958Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/75/2b/a7f1545bdf5da69c4bda0cea2a5781f0ad2a6623e0277267672db43c5fe6/fonttools-4.63.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f", size = 2881793, upload-time = "2026-05-14T12:02:56.645Z" }, + { url = "https://files.pythonhosted.org/packages/49/50/965308c703f085f225db2886813b27e015b8b3438c350b22dd65b52c2a2c/fonttools-4.63.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9", size = 2428130, upload-time = "2026-05-14T12:02:58.891Z" }, + { url = "https://files.pythonhosted.org/packages/d8/38/6937fbd7f2dc3a6b48725851bc2c15ec949b9af14d9bbcb5fe83cdf9bdf9/fonttools-4.63.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b", size = 5111952, upload-time = "2026-05-14T12:03:01.263Z" }, + { url = "https://files.pythonhosted.org/packages/0b/43/a81f20050a3115b57d62c8e781446949512eac36690dc384ccea65ff4cc1/fonttools-4.63.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18", size = 5082308, upload-time = "2026-05-14T12:03:03.211Z" }, + { url = "https://files.pythonhosted.org/packages/67/00/cdd9d4944ca6ae280d01e69cc37bde3bf663630b837a6fc6d2cd65d80e0e/fonttools-4.63.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0", size = 5087932, upload-time = "2026-05-14T12:03:05.147Z" }, + { url = "https://files.pythonhosted.org/packages/f5/f1/0aa0dbea778c75adbef223c42019fd47d22262b905974d62d829545d485f/fonttools-4.63.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007", size = 5213271, upload-time = "2026-05-14T12:03:07.238Z" }, + { url = "https://files.pythonhosted.org/packages/a8/99/253e4056e1f0e67b9390125a154b73b5eb73ad521bece95c004858fdeec2/fonttools-4.63.0-cp311-cp311-win32.whl", hash = "sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb", size = 2304473, upload-time = "2026-05-14T12:03:09.271Z" }, + { url = "https://files.pythonhosted.org/packages/08/60/defa5e69641db890a63be281f41345f4c33b157824eaf0b9fad3e08b0dcb/fonttools-4.63.0-cp311-cp311-win_amd64.whl", hash = "sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c", size = 2356389, upload-time = "2026-05-14T12:03:11.53Z" }, + { url = "https://files.pythonhosted.org/packages/08/ef/b3c6b9b5be2f82416d73fe2ed2e96e2793cd80e7510bd6a17ca79cdd88ec/fonttools-4.63.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02", size = 2881131, upload-time = "2026-05-14T12:03:13.386Z" }, + { url = "https://files.pythonhosted.org/packages/44/a0/c815bea63117fa63e4e1c01f8a1110d2112fa003f838e6467094ec2432ce/fonttools-4.63.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0", size = 2426704, upload-time = "2026-05-14T12:03:15.801Z" }, + { url = "https://files.pythonhosted.org/packages/44/04/0b91d8e916e92ad1fac9e4624760baf0fd5ff2ead614c2f68fb21373f03f/fonttools-4.63.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af", size = 5044298, upload-time = "2026-05-14T12:03:18.085Z" }, + { url = "https://files.pythonhosted.org/packages/77/c7/2342da9830e3e9d4870305ca5d2091d2a83284f2953079b7bdd3b5e029d8/fonttools-4.63.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8", size = 4999800, upload-time = "2026-05-14T12:03:20.161Z" }, + { url = "https://files.pythonhosted.org/packages/e6/6d/67fe16c48d7ce050979b33f47e0d28a318f02da030602e944c34f7a16ef3/fonttools-4.63.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b", size = 4982666, upload-time = "2026-05-14T12:03:22.87Z" }, + { url = "https://files.pythonhosted.org/packages/f2/00/3bbab338c07c71fa56269953845e92c951a61457bbbb0f1022551ea266d9/fonttools-4.63.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78", size = 5133598, upload-time = "2026-05-14T12:03:25.168Z" }, + { url = "https://files.pythonhosted.org/packages/62/f2/aa27c7f98db5b064883dadcc5283947e81e034de42e22a33675878d98b54/fonttools-4.63.0-cp312-cp312-win32.whl", hash = "sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263", size = 2292575, upload-time = "2026-05-14T12:03:27.496Z" }, + { url = "https://files.pythonhosted.org/packages/87/36/cccb9bc2a6ab63d1b2980374f0dca72ce95ae267c9b4cfe77455bb70d0d4/fonttools-4.63.0-cp312-cp312-win_amd64.whl", hash = "sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272", size = 2343211, upload-time = "2026-05-14T12:03:30.057Z" }, + { url = "https://files.pythonhosted.org/packages/0f/8d/d8fec3dcde2963f8c908fb315e5ff2cd0ac34f82394bbbf73a2aa5145ce3/fonttools-4.63.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd", size = 2876062, upload-time = "2026-05-14T12:03:32.554Z" }, + { url = "https://files.pythonhosted.org/packages/ef/71/d935dc54e4ff121bfdd11e08702db63a7e6f25af21d8a3d7b7212df53641/fonttools-4.63.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59", size = 2424594, upload-time = "2026-05-14T12:03:34.86Z" }, + { url = "https://files.pythonhosted.org/packages/8e/40/e76320afa1df918e146155ef239b1719ee266092e96f5423bfd075affba1/fonttools-4.63.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d", size = 5024840, upload-time = "2026-05-14T12:03:36.745Z" }, + { url = "https://files.pythonhosted.org/packages/ce/36/0b805d8c485f872f65a509cbe3b58a5d0d17bee855333b54a150c79d3061/fonttools-4.63.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68", size = 4975801, upload-time = "2026-05-14T12:03:38.833Z" }, + { url = "https://files.pythonhosted.org/packages/c8/26/2cee03d0aa083ab022da5c07aff9ed3f689da1defb81ad6917c9627896da/fonttools-4.63.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be", size = 4965009, upload-time = "2026-05-14T12:03:41.494Z" }, + { url = "https://files.pythonhosted.org/packages/7e/48/cc4b66d9058c0d0982c833fad10127c4b0e9324606aafa41382295ca4102/fonttools-4.63.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27", size = 5105892, upload-time = "2026-05-14T12:03:43.525Z" }, + { url = "https://files.pythonhosted.org/packages/d8/1f/a98a30a814b9ddef3a2e706025f90b9e0bc94890e6cb15254bc86547d11a/fonttools-4.63.0-cp313-cp313-win32.whl", hash = "sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380", size = 2291313, upload-time = "2026-05-14T12:03:45.594Z" }, + { url = "https://files.pythonhosted.org/packages/92/46/5177b01f3b4abfdd4409f31cca4ab279c9343a26efbe9ec78c97fc612e02/fonttools-4.63.0-cp313-cp313-win_amd64.whl", hash = "sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b", size = 2342299, upload-time = "2026-05-14T12:03:47.414Z" }, + { url = "https://files.pythonhosted.org/packages/27/d2/23d25e3f247b328be58d04a4c9f894178a0d1eda7d42867cfb388adaf416/fonttools-4.63.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745", size = 2875338, upload-time = "2026-05-14T12:03:50.052Z" }, + { url = "https://files.pythonhosted.org/packages/cd/58/7dfa0c761cb3b2964e2a84c4dc986c926a87de0cb9fb60d5b28ded3f2914/fonttools-4.63.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03", size = 2422661, upload-time = "2026-05-14T12:03:52.154Z" }, + { url = "https://files.pythonhosted.org/packages/dd/87/64cfa18a7a1621d17b7f4502b2b0ed8a135a90c3db51ea590ee99043e76b/fonttools-4.63.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49", size = 5010526, upload-time = "2026-05-14T12:03:54.647Z" }, + { url = "https://files.pythonhosted.org/packages/36/e1/a8933a72c45a87177fbde2696e0d0755c8c9062f8c077a961c6215fa27b1/fonttools-4.63.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b", size = 4923946, upload-time = "2026-05-14T12:03:56.984Z" }, + { url = "https://files.pythonhosted.org/packages/27/60/872e6e233b8c5e8b41413796ff18b7fe479661bd40147e071b450dfad7a1/fonttools-4.63.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6", size = 4962489, upload-time = "2026-05-14T12:03:59.443Z" }, + { url = "https://files.pythonhosted.org/packages/30/c4/83c24f2ec38b90cfda84bf4b1a1f49df80e84a1db4e7ac6e0d41bf23bc39/fonttools-4.63.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4", size = 5071870, upload-time = "2026-05-14T12:04:02.122Z" }, + { url = "https://files.pythonhosted.org/packages/de/40/3ae22b60ff1d41ce0bd044b31238cdc72cef99f28b976f1e128ebd618c9b/fonttools-4.63.0-cp314-cp314-win32.whl", hash = "sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616", size = 2295026, upload-time = "2026-05-14T12:04:04.47Z" }, + { url = "https://files.pythonhosted.org/packages/c3/d4/98078064ccc76b45cb0f6c002452011e93c4bd26f6850344f0951cc1fe89/fonttools-4.63.0-cp314-cp314-win_amd64.whl", hash = "sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5", size = 2347454, upload-time = "2026-05-14T12:04:06.752Z" }, + { url = "https://files.pythonhosted.org/packages/49/4e/652d1580c5f4e39f7d103b0c793e4773129ad633dce4addd0cf4dfebde02/fonttools-4.63.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001", size = 2958152, upload-time = "2026-05-14T12:04:08.706Z" }, + { url = "https://files.pythonhosted.org/packages/0e/55/ad864c9a9b219f552eb46b32cd7906c466e5a578ba0c3abfcc0fe7413eb6/fonttools-4.63.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e", size = 2460809, upload-time = "2026-05-14T12:04:10.783Z" }, + { url = "https://files.pythonhosted.org/packages/ea/2b/0aa8db70f18cf52e49b4ed5ecec68547f981160bf5ded3b5aed6faa0a6f9/fonttools-4.63.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096", size = 5148649, upload-time = "2026-05-14T12:04:12.747Z" }, + { url = "https://files.pythonhosted.org/packages/7f/63/18e4369c25043096f1048e0c9915951adc4f842bd81c6b18155824d6fa99/fonttools-4.63.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f", size = 4932147, upload-time = "2026-05-14T12:04:14.806Z" }, + { url = "https://files.pythonhosted.org/packages/a1/3f/67f3eac2ffd8a98446c5022f8ed3864eac878a5ff7af8df4c8286dba16cc/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40", size = 5027237, upload-time = "2026-05-14T12:04:17.675Z" }, + { url = "https://files.pythonhosted.org/packages/1a/ba/4e6214cb38a7b04779e97bb7636de9a5c7f20af7018d03dee0b64c08510a/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196", size = 5053933, upload-time = "2026-05-14T12:04:20.818Z" }, + { url = "https://files.pythonhosted.org/packages/34/3b/214dcc19ee31d3d38fb5ad2755c11ef0514e5dc300bbaf41c0b69f393799/fonttools-4.63.0-cp314-cp314t-win32.whl", hash = "sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8", size = 2359326, upload-time = "2026-05-14T12:04:24.22Z" }, + { url = "https://files.pythonhosted.org/packages/dd/1e/3ff1a9b523058c2eeb6a9d50f5574e2a738200d0d94107d5bc4105e8da3f/fonttools-4.63.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419", size = 2425829, upload-time = "2026-05-14T12:04:26.829Z" }, + { url = "https://files.pythonhosted.org/packages/2c/47/c99d5268f354002ce80f8d029cd9d7d872969da1de8b93d32de4dc56d6f4/fonttools-4.63.0-py3-none-any.whl", hash = "sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d", size = 1164562, upload-time = "2026-05-14T12:04:29.092Z" }, +] + +[[package]] +name = "iniconfig" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, +] + +[[package]] +name = "ioannidis-reproduction" +version = "0.1.0" +source = { editable = "." } +dependencies = [ + { name = "matplotlib" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, +] + +[package.dev-dependencies] +dev = [ + { name = "pytest" }, +] + +[package.metadata] +requires-dist = [ + { name = "matplotlib", specifier = ">=3.10,<4" }, + { name = "numpy", specifier = ">=2,<3" }, +] + +[package.metadata.requires-dev] +dev = [{ name = "pytest", specifier = ">=8,<9" }] + +[[package]] +name = "kiwisolver" +version = "1.5.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ba/07/bd78e6a8fae171ea041ef5bba3ed21a003522fa088834b069b1909981f30/kiwisolver-1.5.1.tar.gz", hash = "sha256:f1303ef2eec81262a4b708c3e858afe58d7c75ad91c1c05266eda7673369859a", size = 104395, upload-time = "2026-08-28T10:28:27.153Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/94/7b/2de6908edc668427c149af5f93112e931f87e1fa4cab80bac32c5844dccc/kiwisolver-1.5.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:b3d78f7bb2b9d9a30345be1474b9aaa8685430b54afb51ba3639b5c6c11e9ed6", size = 123364, upload-time = "2026-08-28T10:25:04.359Z" }, + { url = "https://files.pythonhosted.org/packages/8a/24/e70914415c77c97be7e22c80a0740869cb7428768cc380fdcdf6703e7084/kiwisolver-1.5.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5025e36fb4fb275cef0a4e30dbb11cb4ae61d1c83deb90189cb5d7e4cafd6b55", size = 66558, upload-time = "2026-08-28T10:25:05.506Z" }, + { url = "https://files.pythonhosted.org/packages/e8/2b/8b08b11833db4d475b8ef1f36174f8d8a7abd31bedd7e794be78e8814b48/kiwisolver-1.5.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dc1a26b8e53395a01c2c611e58602fa47461f136fba7cd5542e6db6d64be1839", size = 64071, upload-time = "2026-08-28T10:25:06.7Z" }, + { url = "https://files.pythonhosted.org/packages/89/00/05c2d0369ac322d22d5c05f84b5c4a6856fa6207fbae42869108a28f0383/kiwisolver-1.5.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:95a02752aa032eef4aed01cda6d9b687c669bd0396bf4519eef8bba22a286720", size = 1438206, upload-time = "2026-08-28T10:25:08.254Z" }, + { url = "https://files.pythonhosted.org/packages/c0/05/c941a139f27438c1910d630fdc3ccfdab7c8407c72052299ead12ece086e/kiwisolver-1.5.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:719a35fa1156db3640555f95ebb94f60a444e64d1c69626b0edef5df78eba225", size = 1248975, upload-time = "2026-08-28T10:25:10.053Z" }, + { url = "https://files.pythonhosted.org/packages/58/a1/2669ee5512e39b9d4de25faacaedf788c957f93730c5f7c63993ec4f5933/kiwisolver-1.5.1-cp311-cp311-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:febcce10f2bcdbb80b4ea919238a6a4ac13dbc4c7cadbe8d5d75c3682f8b5404", size = 1266301, upload-time = "2026-08-28T10:25:11.754Z" }, + { url = "https://files.pythonhosted.org/packages/28/b8/353f52f2c7f861a9e90cd2e8f90f85b3ad03060835f823e08298d094c463/kiwisolver-1.5.1-cp311-cp311-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:1d852545c4d0e35a72728d072cbaa59e2fa7dd84bdf01e068d670dd0ceb58eb6", size = 1319708, upload-time = "2026-08-28T10:25:13.559Z" }, + { url = "https://files.pythonhosted.org/packages/21/0e/14b83200eadc2c1d63b76bac01c1813bf072aecf567429f303e00b70258e/kiwisolver-1.5.1-cp311-cp311-manylinux_2_39_riscv64.whl", hash = "sha256:2e10ae1bba1899188b33557c10d73affcc12033edd18adddb57d209039976a4c", size = 971720, upload-time = "2026-08-28T10:25:14.934Z" }, + { url = "https://files.pythonhosted.org/packages/86/91/9d43d84d23b1cbff72a142d387ead1ea03db0cba8ff86ed5335addad3cc9/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b69602970994a2ed8bbfa78c2f0394a7435226c6040489702d9f0a0ad0c07052", size = 2200119, upload-time = "2026-08-28T10:25:16.636Z" }, + { url = "https://files.pythonhosted.org/packages/ff/7c/f2bd9616f27ffb5e17cecc0baa5d0bbcee7e55aeddc0ccc871d69e2fc3ee/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:d50de98e8d807dc31822fff96f50293163a62418eb65487a21b42713d72ed0b7", size = 2295005, upload-time = "2026-08-28T10:25:18.374Z" }, + { url = "https://files.pythonhosted.org/packages/ba/17/ee671b72bf8f46a08379d4392c65582541759a542428197562f2898294ad/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:3221f78211074f561c44ca42eac0619828171bec15a2c4cf6f7747d07df76e8e", size = 1960982, upload-time = "2026-08-28T10:25:19.893Z" }, + { url = "https://files.pythonhosted.org/packages/2e/f7/0e26b4c05bee3bdb0f048dfa305e4fe701999ea17b51e9c616ef91035bbe/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:0ba9527afc80ae3d7814ed98b6572d02bf85eaf48065678342c5f0c6dab7a8c7", size = 2464918, upload-time = "2026-08-28T10:25:21.65Z" }, + { url = "https://files.pythonhosted.org/packages/ae/62/6eb431133d30ce656ac1e5ff72fac70dd34d54c3984f4011b9ac8bf77d54/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:e12dfea7f5fc2a34a9080efbf79c4c44eb380ec5b9c6fea09407e08f0d1e941d", size = 2270967, upload-time = "2026-08-28T10:25:23.643Z" }, + { url = "https://files.pythonhosted.org/packages/bf/9f/6f9e489c188200e6fb3193935501894811e8c97577c8ffe9033589bf3521/kiwisolver-1.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:1a7587dc335f2c0f5bd577fd0540bd16c66006bdb60f759a1059f025e6c4f071", size = 70744, upload-time = "2026-08-28T10:25:25.061Z" }, + { url = "https://files.pythonhosted.org/packages/c6/6d/dfc430d1d43957061599adea3f08ea982bb6f4ab601a8c974bedcf2ba850/kiwisolver-1.5.1-cp311-cp311-win_arm64.whl", hash = "sha256:e4e4523d6f336708d732516e6cfca7796cf3d96c9474eb5aecf6165f2f1fefc3", size = 68404, upload-time = "2026-08-28T10:25:26.186Z" }, + { url = "https://files.pythonhosted.org/packages/6b/9b/65b302742389c6f96f2956bef5decf26011309feb2fc5d79613af18adea4/kiwisolver-1.5.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:63fb7294b768f444eb4b068965f2662f28c2fd4161e23bd60fcf3ff27b74c046", size = 123876, upload-time = "2026-08-28T10:25:27.44Z" }, + { url = "https://files.pythonhosted.org/packages/71/74/c21f339956f6f691b2ed7e31d5f3ae767304df6c460192739fc830853051/kiwisolver-1.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:0ebdef3eae5336568147c39a55be6a2036ffde53faa9ca2d978989ae7c2da12c", size = 66487, upload-time = "2026-08-28T10:25:28.728Z" }, + { url = "https://files.pythonhosted.org/packages/84/e5/bdb34e21523e01dceda064d63713f3bdec91388af24fba1eca7ea5e85864/kiwisolver-1.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1798e83840c3f627246104c4d8a9639c60fa068adf9ce92b61791781fa8a68c1", size = 64660, upload-time = "2026-08-28T10:25:30.071Z" }, + { url = "https://files.pythonhosted.org/packages/fc/f4/dadfec469313c7f428efa7e84b4aba9732f813c13ea7131a24b7b008ef57/kiwisolver-1.5.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:34633ecf50d16187ab8e5528b7a2530f2feb4e23f300db4672538b51cfc5cd38", size = 1477929, upload-time = "2026-08-28T10:25:31.495Z" }, + { url = "https://files.pythonhosted.org/packages/6f/35/09c58daac34e6f6ea5c6dee0094b422118e5a7c265586008a95fd135ac5f/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d27c2123977cb9269c30a49ba45f03a4323017ef693e19db4ec9dbe1299a3002", size = 1278499, upload-time = "2026-08-28T10:25:33.375Z" }, + { url = "https://files.pythonhosted.org/packages/19/32/739765e24fbad29d13f83e546ea4abc215a78cea9d677ca09025b027724d/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6a797a1cefc8b9c93170db580337e1fe3d011ad18b1299943231279406342048", size = 1296677, upload-time = "2026-08-28T10:25:35.059Z" }, + { url = "https://files.pythonhosted.org/packages/df/32/03304d1010e2cc45e5b3b52cef7e43fed3a2a5cd6c87a89b4a88e1d85b5d/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2551cf9917af48ee7c4b29cc82320489508cf96fd26a51f6fc124de661cd44c7", size = 1346037, upload-time = "2026-08-28T10:25:36.705Z" }, + { url = "https://files.pythonhosted.org/packages/3e/57/4c49377bfd274450dd72ecaa13eaac32ea804a03363e4d1db0c5aa999ceb/kiwisolver-1.5.1-cp312-cp312-manylinux_2_39_riscv64.whl", hash = "sha256:38f6e0deb4d0a4615efe0c4efc5990b06ae450ab50a0b321c0b078b6d238c083", size = 988248, upload-time = "2026-08-28T10:25:38.299Z" }, + { url = "https://files.pythonhosted.org/packages/cb/c3/38df144a08b6c5d75ca4504e5cc3141bb3bfef64c04f4ef48204f42711b6/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:bfd1de989b3330420e29de39352f5c049905c9e3ee67233a50d550e3d652c148", size = 2228722, upload-time = "2026-08-28T10:25:40.038Z" }, + { url = "https://files.pythonhosted.org/packages/e7/11/3221838a89cd64d9b386353e000cd8a296069a20fbe3584507fdfd5bebae/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1209042a623ddfda5497e4066c7b77651dde8e1d3a9dd97599dc7e97f3b9b78c", size = 2325216, upload-time = "2026-08-28T10:25:41.699Z" }, + { url = "https://files.pythonhosted.org/packages/83/d4/075c219230697bb5db910d37262b9bacf880f92b4811a02ab81ed073a253/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:26e8268480be5061d509e29669d59103c067a26377a56491630ece11762e3858", size = 1977689, upload-time = "2026-08-28T10:25:43.559Z" }, + { url = "https://files.pythonhosted.org/packages/bb/08/1d219c3c2dd960983d0d4da623d916e9de6385df2b0bab3d1af0e9b8fccc/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:d79308fa689fac89cbcfbd4dbfc80b5f95c54c5a7fd4d194be221f9d33d026e6", size = 2491443, upload-time = "2026-08-28T10:25:45.242Z" }, + { url = "https://files.pythonhosted.org/packages/ba/d3/024208ec1079d273f1047468d1bdffbf38bb75b7b268090fd3a0301b9d9a/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b03af77d77e50edba2030fd5f7c352ff209314b09030a3cba7c14edf9a09a444", size = 2295200, upload-time = "2026-08-28T10:25:46.984Z" }, + { url = "https://files.pythonhosted.org/packages/6e/7c/7b210498f9f92e1cd7855f260fa69ef056881087b199ee20c208f0e4189a/kiwisolver-1.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:06a6917674de9e0fe3f66f5430787f59a9f2ddb64af9b714eaec547e29ef5c19", size = 70748, upload-time = "2026-08-28T10:25:48.444Z" }, + { url = "https://files.pythonhosted.org/packages/94/61/ef0daa157c8bb23672f7423e0d14c39db1dc6ef8ed47e6bc54c9c1bef3bf/kiwisolver-1.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:ad8b9671348d7c8716715652ae11f85ed0eb99e265a2df2ca490577d69860b2c", size = 68324, upload-time = "2026-08-28T10:25:49.81Z" }, + { url = "https://files.pythonhosted.org/packages/08/c1/88018321d976f53c421e379c43bc6993e70ce0c8a3ec5edc4bfe102257f6/kiwisolver-1.5.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:b6ae6a0328f0bc035741820fdeecdcd67bf4694eee03972e843663107122f450", size = 62272, upload-time = "2026-08-28T10:25:51.02Z" }, + { url = "https://files.pythonhosted.org/packages/85/d2/712bc17ea4f1d216034928069d612defbc6c95a471c55a7203a39faecb1a/kiwisolver-1.5.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:886fc26012f0e8b5f69d1cfe6d711f6b11f194621539bf8e6bb1c25c5dc82724", size = 64481, upload-time = "2026-08-28T10:25:52.22Z" }, + { url = "https://files.pythonhosted.org/packages/1b/e6/6c5380d676f43b6d918033962ea5e72360ca69e5a404154bc496b598ffdb/kiwisolver-1.5.1-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:aefe930d113798330e9462f7874542977869c0613cba3262e2de3a8d5dee8f3a", size = 66260, upload-time = "2026-08-28T10:25:53.387Z" }, + { url = "https://files.pythonhosted.org/packages/92/6a/7087f5822cc8bb272679641404b1966a42504dac9ee74e2b33840475a0aa/kiwisolver-1.5.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a5ca5aebae78a0bc13c1943af4af615d4966c5b650b05d5aa83b50e427196fee", size = 123876, upload-time = "2026-08-28T10:25:54.644Z" }, + { url = "https://files.pythonhosted.org/packages/5c/4b/9f385087ca09ee5ab9c09c6832561a7d2f7c78d3e5661d511e669f70e439/kiwisolver-1.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1ed0f5e49d0ceff8b72190824d9e59c062fbbc02c231b853112c78474b3f5ec2", size = 66487, upload-time = "2026-08-28T10:25:55.899Z" }, + { url = "https://files.pythonhosted.org/packages/47/8b/40d33ffd2f378094ed462e9a9a0907e59d4de9845e65a59561272da350d4/kiwisolver-1.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:77a4c8187a5948d7f8795adb765a3c7b553d07d86d88e43038fc32fc1fb9a3f3", size = 64673, upload-time = "2026-08-28T10:25:57.048Z" }, + { url = "https://files.pythonhosted.org/packages/ab/43/86aacc027959108b4c66eeae8b73cedb057dfa6eb3a335d05ad65197081c/kiwisolver-1.5.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:74ad5c3dad54a4641b4c28cd15ded70899d04459c6c7aeacafea716be97cce6d", size = 1477992, upload-time = "2026-08-28T10:25:58.479Z" }, + { url = "https://files.pythonhosted.org/packages/ed/40/b1d0369048c79733a32c8abb0f2718532e6630641368e33a81384246e844/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e46b23a2da695c364124817bc01d970effd5483147f8d66a6a7167e3f6b851", size = 1278821, upload-time = "2026-08-28T10:26:00.121Z" }, + { url = "https://files.pythonhosted.org/packages/61/a1/fa71c1792272ff9461432715ae60ffb7e11a4d7ac3bf68961b9cab6c60cf/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:75d9b1cf8258462dbdc1eeda718c96ea7f079324c09067f6daabfcf37712b7fe", size = 1296805, upload-time = "2026-08-28T10:26:01.868Z" }, + { url = "https://files.pythonhosted.org/packages/a3/49/3f0bd94af8e06ecc47eb834b195a06f05d48711ceb2352c56d6835160f0e/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8fca690b00c4c48f6c2a547b0160ed511357093a4e4c9b47e0fadf3128066d89", size = 1346109, upload-time = "2026-08-28T10:26:03.59Z" }, + { url = "https://files.pythonhosted.org/packages/a4/44/3afe6ef9cf06d61220953a8963e94eca978491be1d9547cb01d82a1efa08/kiwisolver-1.5.1-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:876bbfd276473d3daffe30e8c975df4ed9429967b41a6cb362dbb5155b6f13ad", size = 988252, upload-time = "2026-08-28T10:26:05.306Z" }, + { url = "https://files.pythonhosted.org/packages/e4/30/a12bd7a7285a211e1747c3eec77b8c614dbfcc1dad942f7611a1a6921ae5/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f942903fde7363d1d879057ec5de01310efda2597161784d752fa9953a01a71a", size = 2228846, upload-time = "2026-08-28T10:26:07.312Z" }, + { url = "https://files.pythonhosted.org/packages/a1/6b/233e2958abf0dab7b18d07e52f286e02e519d7651bfbbe97af9347564109/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:c90d3022d8a94778939cda8638c6c8da8fa757b8958dad7ec868ce29c87681b8", size = 2325583, upload-time = "2026-08-28T10:26:09.093Z" }, + { url = "https://files.pythonhosted.org/packages/42/8e/7673060a27b01405b580058510adef34687069d229800239f5e44682d4d0/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:8a34616dc2521cc8dc1d7d081734da63539f021ac0450ce950908340c6e7aa2f", size = 1978221, upload-time = "2026-08-28T10:26:11.127Z" }, + { url = "https://files.pythonhosted.org/packages/3f/7b/1b882fc1a8b4a0bb8084e7d1d85004116d08c92c0705d31f2928dec607f2/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:8bf4df63592c2a66b4f8edc5df2544998c288aa02f96ce0acd880cd1de8c8127", size = 2491819, upload-time = "2026-08-28T10:26:13.348Z" }, + { url = "https://files.pythonhosted.org/packages/39/9c/426deb49e62c5f69464b64bbeca064d3b758a7506b8913d986ef34f4619c/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d09037ca068d784ebc4aec290ef952ca27ac15dd9c0b5801a88c6e1096b83e6b", size = 2295520, upload-time = "2026-08-28T10:26:15.042Z" }, + { url = "https://files.pythonhosted.org/packages/f5/22/deabbb3ad6d918d74b7831b2d8ae7151b09d21c87974e5ee8a456f58c94c/kiwisolver-1.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:dc23390afe9f4ef9ac3bcc72a03a56eebbde03f4c571a32cb38f859cff9a6524", size = 70758, upload-time = "2026-08-28T10:26:16.504Z" }, + { url = "https://files.pythonhosted.org/packages/b9/71/02fa5c2fd92068bb8952847e70ee6c5cb280e7febe11653d17812acc53dd/kiwisolver-1.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:186884a58486651e3c217b6acea0a53eaa9498fdd472057c46f2f0fb5c25aad5", size = 68329, upload-time = "2026-08-28T10:26:17.658Z" }, + { url = "https://files.pythonhosted.org/packages/dd/87/2d5dfad0daf17dcc18d98c48ed2332fc3f051cf599e60be6182a30dd4cf1/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0324cd2567259b7a095f6cf18a52b0ffc6f3de9e69528ff1bc0e7a37bd43ff1a", size = 62337, upload-time = "2026-08-28T10:26:18.778Z" }, + { url = "https://files.pythonhosted.org/packages/08/c8/83e1624f15d6262b470dbcc80b09979fd4d5b2ea3ddfc6b6e3327e235726/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:74ea337e0ec3f6f342a36a4f1b5cd94dd9affddcd28ba9aae2905af932ee8c6b", size = 64513, upload-time = "2026-08-28T10:26:19.909Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2d/827ec30eb07f528c08d8459ffb318ae91a56d793ee8acbea8b491f0ff906/kiwisolver-1.5.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ee9df1f0d77b9c6e94f4ac0fec533fbddd5ea3a327807f18d7b069ae019ded80", size = 66287, upload-time = "2026-08-28T10:26:21.078Z" }, + { url = "https://files.pythonhosted.org/packages/53/11/5c43a562529dad8def4b81e5e1877c612a7e0298105a5939b3b409d2079c/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fc271a6f0a2126958f4090e5507b9da5848927dae331f8f763bd4aa642b3d2cd", size = 123940, upload-time = "2026-08-28T10:26:22.475Z" }, + { url = "https://files.pythonhosted.org/packages/64/db/9bd6c505c95128c258a55236bfbb3a7a3fb6023f863316b6d7d9f3c69052/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9b3092d8992a1d69b7a59c3e39f35e1b9be327a17f68a7c35fc17329e337d6f2", size = 66493, upload-time = "2026-08-28T10:26:23.743Z" }, + { url = "https://files.pythonhosted.org/packages/e1/f4/b3007a3ed5c9be73f81161140684cf7d9bdb9c4b632f5f484d2a1c713fb9/kiwisolver-1.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c2306e8bb53601979fcb3fa09cc65e031876d9ae01eff2fcbcd7a84ef94d5bc1", size = 64720, upload-time = "2026-08-28T10:26:24.95Z" }, + { url = "https://files.pythonhosted.org/packages/a1/13/08188f0cafa3a800403e4ff62b9aad4e7a17f9c4c7e080dc8f18c64794cf/kiwisolver-1.5.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:18a0cfb124546a4c2e6087c5f3029c7f44b37c85b142e0ced71f73a7599ac208", size = 1475867, upload-time = "2026-08-28T10:26:26.393Z" }, + { url = "https://files.pythonhosted.org/packages/8a/3e/053bdc3c9abdb8f2606225eda398adca25c0c91ab90add8222a69db65ee0/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:34ec467940442c9943016fb2d4c81d1ba84351eeca2f1a78f8bc87f1ba0d414c", size = 1282865, upload-time = "2026-08-28T10:26:28.118Z" }, + { url = "https://files.pythonhosted.org/packages/5e/64/a44c341b36b610588cc2f1e89b3cae072a3119aa8be578e90987cd640751/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a83ee7107df13abe42a54a6654670eef9bb39425cf2e27f65e0007465e1286ab", size = 1300865, upload-time = "2026-08-28T10:26:30.125Z" }, + { url = "https://files.pythonhosted.org/packages/60/5e/7e7d716dca38c714478b741257a5b4a321d9932b8d851551a136dcaf3984/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bebb89489b279b2f5661bbbb2abcc87bcd4a46607bb4a5c966f04f1db6b8df9a", size = 1348071, upload-time = "2026-08-28T10:26:31.829Z" }, + { url = "https://files.pythonhosted.org/packages/10/1a/2b98fdda8bf45b7be317e48ed12393d44334394d315c74b81f4a14c0e31b/kiwisolver-1.5.1-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:509735237ae0d849e8a843551d423d2500d2e0a9ac1611a145658b29c0fb9f85", size = 992191, upload-time = "2026-08-28T10:26:33.544Z" }, + { url = "https://files.pythonhosted.org/packages/b6/55/d893f5ede0e50f9e3fcf01f6015f42ec7d9cd221e26772701fe4a98745f9/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:824c3d763a05ea9e9003610145186b0e9848c7584a5575c79bac5a8e7cd80bad", size = 2233854, upload-time = "2026-08-28T10:26:35.282Z" }, + { url = "https://files.pythonhosted.org/packages/b1/82/f85f6279555a6ee1639fef7bfe83adb037a03e11a6fc9eaa54b8d0380339/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:1fff05e239575b1481b6ed1a782f6fad616efbf1f0b1f44e6e85c4dfe426e483", size = 2330621, upload-time = "2026-08-28T10:26:36.9Z" }, + { url = "https://files.pythonhosted.org/packages/56/31/e11aea078f66fc2fffcc179d38ca90d9da97652a241b64519169742ba46a/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0627b9bceb9c3cdcf12b8a18655eedfed2692b038df27423383c120d0b7dc2d6", size = 1982848, upload-time = "2026-08-28T10:26:39.01Z" }, + { url = "https://files.pythonhosted.org/packages/af/ea/2956b63bf5140ca46aa2c2818e6aa03e2d5754dd2fa41db1c6b28922940c/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:8a708a47ade1fe19e8371d5da076bac0dd4b0a5a7985ad6c637f7f7e361b6baa", size = 2494850, upload-time = "2026-08-28T10:26:40.837Z" }, + { url = "https://files.pythonhosted.org/packages/11/d1/3829542258d8b3fc0898d221e7ef0e2c83eca0d348709bb8dbe54f3d4005/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0", size = 2298067, upload-time = "2026-08-28T10:26:42.803Z" }, + { url = "https://files.pythonhosted.org/packages/4e/0e/49522e1ab5788cbaf63a26fbd3b851f9028616828c961b8a31b35cb96df8/kiwisolver-1.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:f4167e87b397f273dc2356fcf1eaf50a6bac51e6105f45103ef7129c8efb0255", size = 72282, upload-time = "2026-08-28T10:26:44.268Z" }, + { url = "https://files.pythonhosted.org/packages/f5/b6/22e7ca5315d363e6f81c9f37c9472e12e7b298731e77c0428e6a911a2c39/kiwisolver-1.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5c490db2168a508088f59140dd392556a54b8bd1048fc6383c8baff13c359673", size = 69855, upload-time = "2026-08-28T10:26:45.725Z" }, + { url = "https://files.pythonhosted.org/packages/30/8c/03a9cfbe871964c8758a816eb03ac96c806da2795a9a7cd9bf9648bfb594/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:4d4ca09bf13cff792b1884f64b98ee6c2467930d632233be25c56b442d99f10e", size = 126289, upload-time = "2026-08-28T10:26:47.023Z" }, + { url = "https://files.pythonhosted.org/packages/f2/e3/14ce3041ca79dff9c9d884ca00c7bf32374e76028a865a9ecd99b4f5a517/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:44b8faef94f1857e77fa0238f3390ff1ac51d2ea20a487e2e452a59fd2b5f5ca", size = 67709, upload-time = "2026-08-28T10:26:48.268Z" }, + { url = "https://files.pythonhosted.org/packages/af/c4/45030471a66ec8ef042e9f96ffe1d522c9ab12da180186a0898966fc1385/kiwisolver-1.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2ae70bc59790d2af72a3f76f24b272403e135070340281108b447cb77ea70819", size = 65909, upload-time = "2026-08-28T10:26:49.523Z" }, + { url = "https://files.pythonhosted.org/packages/42/73/17dce073a6ae259bb32cf9d686c4079d2e538868bc45967462bf33df914a/kiwisolver-1.5.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:43844c1a7ad6d723d5b5b4c4fc7f5bd399c40e288120d16257c7c9e8765c6e85", size = 1584907, upload-time = "2026-08-28T10:26:50.933Z" }, + { url = "https://files.pythonhosted.org/packages/8c/84/ae3c75909f507283cbfcc7e916c7e822579ef962020b97e6882b27b4478f/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22d5e5aaad6be121f2515765e3b1c444352cb8eb4c86510801db8f2e50757316", size = 1392474, upload-time = "2026-08-28T10:26:52.638Z" }, + { url = "https://files.pythonhosted.org/packages/34/31/8bcc83caad5bce8fa4577152389848bf6bc110e51e573a2b4e7c2aa34c89/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3fa5855898f6d3d01b72ccd48a2d65cbdee301251603fefe34e2025bddba219c", size = 1405246, upload-time = "2026-08-28T10:26:54.248Z" }, + { url = "https://files.pythonhosted.org/packages/55/72/220345537d790cf4ae54f8acfff4b5cc2468e0702a384d651cf7a771c63e/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d66a64dd5dec136040ec2ae94aa026a912ee60fdd45bc28d3db30037fd809e88", size = 1456099, upload-time = "2026-08-28T10:26:56.042Z" }, + { url = "https://files.pythonhosted.org/packages/cd/10/3725fd2398f66d18c34b4e0f81a8d03764cd4f4f089f58a527f0b4428086/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:9e51c119992ea8820706871c30a4642ec76de20ae82f9b50b9a45517d8e9f810", size = 1073695, upload-time = "2026-08-28T10:26:57.658Z" }, + { url = "https://files.pythonhosted.org/packages/86/cb/28d6e09e66b93e4588b2e6b7d84d020ccefea09e2f4de788510a07efeab7/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:70ed9a45c7484d2b30cdacf60d220f494a1763b9fec1ad03285c6553fa0889f2", size = 2335355, upload-time = "2026-08-28T10:26:59.202Z" }, + { url = "https://files.pythonhosted.org/packages/6a/b3/a0f31d5e4e40af7dc97c36b8a74fdd3a36cf3c8bbd098da9a23466ff6a94/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:98b208a7cc42c803445ef551d6753cc42a5ea13e9cab1ee66cd8b9cb70195330", size = 2426524, upload-time = "2026-08-28T10:27:01.181Z" }, + { url = "https://files.pythonhosted.org/packages/2f/c9/728f63bd58c72cafdc79fc306abeeac7391bec03b757a48dadeb30906521/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c6834b92dd2428e2dd85ef3d85f723d3c12f20aaf43a2ddd4f944ca25d833408", size = 2063430, upload-time = "2026-08-28T10:27:03.06Z" }, + { url = "https://files.pythonhosted.org/packages/84/df/ce188b96f92f9a2c958231da140768918cba53c9713dc887b82f85462118/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:5d142e352eb13facc7dd047489aebdff6ba78576c239f1ea04931979caaf0567", size = 2597513, upload-time = "2026-08-28T10:27:05.072Z" }, + { url = "https://files.pythonhosted.org/packages/69/d6/76947c8203768968382e5bd74d9cc95654746703a61ea53015f2c74a2e06/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f9b1c4900736e489a812c529100de4b8fb617d4db075e931e213c57424b83d9b", size = 2394488, upload-time = "2026-08-28T10:27:07.423Z" }, + { url = "https://files.pythonhosted.org/packages/e4/d4/14b21e4eb203c4d15425e8b6a2c625a320b4a1f2f7557eead63ffc30ffb7/kiwisolver-1.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:5978c3340f16a35c30f8ab2fa7bcf559973c55f1a5ef6970e1f621acf3c4db13", size = 75404, upload-time = "2026-08-28T10:27:08.892Z" }, + { url = "https://files.pythonhosted.org/packages/cb/f5/53157899fc7f45f76421b77b99eb1639dd0f83f26ff9d76300c96bb4a3b0/kiwisolver-1.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:ca307d6c259e5c98d3cb9ade55342b47a6839762caf2536f3d7b46ee660cc82e", size = 72946, upload-time = "2026-08-28T10:27:10.944Z" }, + { url = "https://files.pythonhosted.org/packages/75/62/f786c3a27f181fa339d851a77e266d208e776b9883cabc40a5b041a31b5a/kiwisolver-1.5.1-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:bb7c99f0673c03017a3ee01e54a5c2617a05468b11eabe513b0080e063ed95b1", size = 62420, upload-time = "2026-08-28T10:27:12.308Z" }, + { url = "https://files.pythonhosted.org/packages/02/cd/58a91ed25fbad0facdf503297b03768efab04bdf3141e5e3b49a34be7443/kiwisolver-1.5.1-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:0d8924877ce22e17326a99a418c3c82037da078df3c6a260b13eca677444e6e7", size = 64577, upload-time = "2026-08-28T10:27:13.502Z" }, + { url = "https://files.pythonhosted.org/packages/f6/5c/d501ef5a0958b226eac28306d24d5e5f114be0ace50e19cabae7b6b3b197/kiwisolver-1.5.1-cp315-cp315-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:534f02c1abb31ed6dbd3515545285c330b2f12d00fdb1fdb71658b9ca5a13a6a", size = 66284, upload-time = "2026-08-28T10:27:14.813Z" }, + { url = "https://files.pythonhosted.org/packages/a3/a6/8fbecaf4fc18c02f31f05e47a84c010a80e3ec391ed2f0bdade1d62b5954/kiwisolver-1.5.1-cp315-cp315-macosx_10_15_universal2.whl", hash = "sha256:cea20da04494e662b83c872683bf4ff2345206043d036315ed0e924b652e7294", size = 124031, upload-time = "2026-08-28T10:27:16.193Z" }, + { url = "https://files.pythonhosted.org/packages/7c/c6/bf3090d2983b4204347cbdbe952116e7c3b2abf62b4e33e50167a13e75ee/kiwisolver-1.5.1-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:7fd82debf43c6acd0a94359d232f6bb516ee13f269a7993736a9ac9f988bb5d9", size = 66489, upload-time = "2026-08-28T10:27:17.506Z" }, + { url = "https://files.pythonhosted.org/packages/85/de/562dddef55fdd7c291da8626d6619e72b5fc0870e6ccca0e149a5731e7f3/kiwisolver-1.5.1-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:18170a77ddfecf40ec60d0928268dc95880c881864e015a8f34094ed18b9b9ad", size = 64806, upload-time = "2026-08-28T10:27:18.673Z" }, + { url = "https://files.pythonhosted.org/packages/89/b1/ba7b9c0164ce1cf62bf2872db63b8483289cf0f3110d6f9390eb09e409ed/kiwisolver-1.5.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ca7f6fe0f37ca978a1e5eb7a3a68e6413f417e78e838324947ffd420202b198b", size = 1482211, upload-time = "2026-08-28T10:27:20.039Z" }, + { url = "https://files.pythonhosted.org/packages/13/dc/34da54efb4976616d45c20aae32d70e89d6e7395ed908029154d1609ef22/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5b973887ff782cfd6b67c9904ad8ca542e0bc5e4961503408b423b5a688b4d38", size = 1283739, upload-time = "2026-08-28T10:27:21.82Z" }, + { url = "https://files.pythonhosted.org/packages/5a/3a/30ffb62bee646e266e98a1b5cd276d9c75b6116fbfcb87c1190838c1b6df/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f76fc85bd054c806960f917ec0f329e24e436f1712267d90588e4c39890caa63", size = 1301681, upload-time = "2026-08-28T10:27:23.876Z" }, + { url = "https://files.pythonhosted.org/packages/a9/8d/13c70be22a8506880b35fdc38dca36629613bc493405c79f4037f2cd2bb9/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:828f75af2b0080c8a972e75f649ab46af008e92c6104a57a759157200b835b75", size = 1349159, upload-time = "2026-08-28T10:27:25.899Z" }, + { url = "https://files.pythonhosted.org/packages/82/0e/993972b8ec6767f47cd69818fb3a5ff14510557d29f7d1a839be7574fa1b/kiwisolver-1.5.1-cp315-cp315-manylinux_2_39_riscv64.whl", hash = "sha256:431dc224a1a92a5c8f582d96e505196a3b5997a7271076678da2dfde67b77e9a", size = 997613, upload-time = "2026-08-28T10:27:27.507Z" }, + { url = "https://files.pythonhosted.org/packages/36/82/ca26eddd2eda2420dfc56693449c1f821f78b485da9cbde9904c03af3f93/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:61e9a64c7635095a6bfe483e2ff055d437c59bd45f3617a228b37277f0185d62", size = 2235109, upload-time = "2026-08-28T10:27:30.113Z" }, + { url = "https://files.pythonhosted.org/packages/c7/84/97d920881e10840b8d7c7185620298e3e4c88820b05514e3a15a258b08a6/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:3c24cd69455e1b00ddf770c13b6e2c33e07d6dc3f2d34add0bf9277c5c6bbd46", size = 2331207, upload-time = "2026-08-28T10:27:32.795Z" }, + { url = "https://files.pythonhosted.org/packages/e2/ce/34d74b8f25acc58800f4c09268371e8d6159cf0f1206f1e4dc7835629b48/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:27add358abe374ebaa3b8763ef380bc99051b5a4b18d94878366a9e4f59efef0", size = 1986696, upload-time = "2026-08-28T10:27:34.628Z" }, + { url = "https://files.pythonhosted.org/packages/0e/01/f892644014612527aef7031d3306a2ffc60b3cb044f802c1561f8e5e14f3/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_s390x.whl", hash = "sha256:255605693a483db7bd5c79f60437f7bf658f7f520d61aa42722e32257c941951", size = 2496400, upload-time = "2026-08-28T10:27:36.818Z" }, + { url = "https://files.pythonhosted.org/packages/32/6d/d8284e66e697026536e5f418b9cfe56567bffd3c775e3ecfbae373605854/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:7d38b0c279c3032e8c9cc013b405c6df8e1668dbf15465779aa7f15f61201812", size = 2302967, upload-time = "2026-08-28T10:27:38.803Z" }, + { url = "https://files.pythonhosted.org/packages/46/0a/69a355e27f32ba50d5b6369949b6a1702e122f5277c89bc76d452b81c1c4/kiwisolver-1.5.1-cp315-cp315-win_amd64.whl", hash = "sha256:958254518717542d02d0688d0d20cbf771da5e415e6f49543f92481c850a4540", size = 72283, upload-time = "2026-08-28T10:27:40.491Z" }, + { url = "https://files.pythonhosted.org/packages/ef/d8/7a95be90c33dcdd52204d4aa6384d731443225b887283bbd8b61e7931f6c/kiwisolver-1.5.1-cp315-cp315-win_arm64.whl", hash = "sha256:da3275833be0edbaf4830fae08bae3dc7219f40ce0c37eaa6c25825957e06612", size = 69860, upload-time = "2026-08-28T10:27:41.835Z" }, + { url = "https://files.pythonhosted.org/packages/31/f8/9bc493e7f5707788ba7f621902c68f82dc3a7ba03c78fbd337b026cef1ed/kiwisolver-1.5.1-cp315-cp315t-macosx_10_15_universal2.whl", hash = "sha256:470d420f98d368d6f010633a20659b544c5fdfa5329e6b70219f2ef08fd4a7ef", size = 126336, upload-time = "2026-08-28T10:27:43.379Z" }, + { url = "https://files.pythonhosted.org/packages/d1/82/3aea86b3f99712db825e9ac5631bf99571e818a8b8961ff98cebd798413e/kiwisolver-1.5.1-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:83f78128fa28705fa85d01c59771c72fe81c11bd0e6155edbb9f818983a7d761", size = 67698, upload-time = "2026-08-28T10:27:44.613Z" }, + { url = "https://files.pythonhosted.org/packages/84/7d/8daafc5d2e7f9c47a4f78f8865d86d2a9cf399c2a85f86c44a993594410c/kiwisolver-1.5.1-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:9506e892bcc3b409831d363c6f53e5985e1c8d1f6f6b0256d00358684ff85378", size = 65945, upload-time = "2026-08-28T10:27:45.932Z" }, + { url = "https://files.pythonhosted.org/packages/3d/c9/51dc974d9130da70a8c47a96160123443d387ffe1b6b833d6f91d9429339/kiwisolver-1.5.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cea90547bfd93807e0013a004dc76552be44fad3bc1cc2b38610a9e889ed098f", size = 1588030, upload-time = "2026-08-28T10:27:47.678Z" }, + { url = "https://files.pythonhosted.org/packages/e6/86/f3e1a730e7a995149d8d3ff9e313b6d8a17b2cf1d98a8eff139dc30463fb/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e8e4d953faaded9ec7ede36824e9814082d22d4c7b1eafbfa079ecba8cd0d076", size = 1390760, upload-time = "2026-08-28T10:27:49.676Z" }, + { url = "https://files.pythonhosted.org/packages/4f/3b/8ba25a2b5a0d2375e046f1b72de5179513f0be95aba6e7b094c89303929f/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7e9c01d3dd7ceba4d1d436cc021d40d592466e40b9bc7f5d83dc4e98a5c9cd8c", size = 1403279, upload-time = "2026-08-28T10:27:51.242Z" }, + { url = "https://files.pythonhosted.org/packages/18/d0/278d5cb8be812740027d5ca0a7eda0c375488a88d6dce0fa60fcc2591ad2/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:37f801b5d7cc0e5a548921308e059fd2b057bb42972b591cfa3049f95423c4ed", size = 1454429, upload-time = "2026-08-28T10:27:53.213Z" }, + { url = "https://files.pythonhosted.org/packages/94/37/bcbab41063ec284c1d200efe5087cf087798c2f8916960aa8a20dd303290/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_39_riscv64.whl", hash = "sha256:e68e151428b5384f766cd25739bf77c7e4a3dc93b5ded7a12118d9fbfdf78ab6", size = 1073225, upload-time = "2026-08-28T10:27:55.089Z" }, + { url = "https://files.pythonhosted.org/packages/cb/c5/ab79dcdf5ae28909a51210ae0a1c579e97ff997b3466414f0d04c0994583/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:8f8fddb8e323bd6eee4e54e69a39243beab22689070f4c66b472c4cc88bb89d8", size = 2334335, upload-time = "2026-08-28T10:27:56.78Z" }, + { url = "https://files.pythonhosted.org/packages/8d/8e/71d047468a189041d9c93f3b76844b924f9793b188c44bd149fa258912da/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:3cc210010fd2f438a3ed430b45f1b501fd13a8618bf984dc2c5ce5b69b78752e", size = 2424982, upload-time = "2026-08-28T10:27:58.639Z" }, + { url = "https://files.pythonhosted.org/packages/7d/37/1347461bbea6d0e1f0580b94ef603b18e72c2be5f667fa1653867361a00b/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:b5664603a253efd3a75716d793d1d3a6a82723b61dc6db767b2460bbbeec4c0f", size = 2062857, upload-time = "2026-08-28T10:28:00.407Z" }, + { url = "https://files.pythonhosted.org/packages/1f/87/c7f0976c9cd0d127643351bc0c9929e0b8899d7f49d4ec238cd909e39c42/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_s390x.whl", hash = "sha256:a7b85b2cc6ea45e5f7e8c9a30bc9fabd47cda09106cbb4b967335c3e6c43b69d", size = 2596022, upload-time = "2026-08-28T10:28:02.183Z" }, + { url = "https://files.pythonhosted.org/packages/e3/9a/59a6f6ae6f938c15076be2c21b6cedea973d71bb1349ec84fa485fab82cf/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:ab620eb663952455271ac37f9aaad86b73c969c02f11f53cea405b38e96a4300", size = 2395634, upload-time = "2026-08-28T10:28:03.977Z" }, + { url = "https://files.pythonhosted.org/packages/e9/2d/8982c1fb7926da5bb7ed60318c3665b5c3f941447271ac982960a11b8637/kiwisolver-1.5.1-cp315-cp315t-win_amd64.whl", hash = "sha256:cb6fae641357ed2f6e533c0d3c6504a4a5703621a50c89459e46051d56b61140", size = 75379, upload-time = "2026-08-28T10:28:06.307Z" }, + { url = "https://files.pythonhosted.org/packages/07/78/ba7b6dfa1708b82b373ac056928a30c545d5c1a627df9839dcec3c6c1881/kiwisolver-1.5.1-cp315-cp315t-win_arm64.whl", hash = "sha256:b390aec180a7c054919c04898835e1c77bced23ea8383eb2c570213bf25d1a86", size = 73011, upload-time = "2026-08-28T10:28:07.578Z" }, + { url = "https://files.pythonhosted.org/packages/a9/c4/1407df7512a5b36cc79840e01710dc575733c461b13ab866cae77eaf87f3/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:482676e5bd48d70ac99d9fc78863469845421e01184fa83f1f9366dc49f7e974", size = 134002, upload-time = "2026-08-28T10:28:08.881Z" }, + { url = "https://files.pythonhosted.org/packages/16/45/c37a21ad5c0ab581a93c55ad544721aaa1f0ae94edb29c6a678a23d013e6/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:072bdb15a3c19a5b5dbc8f8fb1f4e1884bf4f3507eeb4cc6334401274d37a5c0", size = 194292, upload-time = "2026-08-28T10:28:11.06Z" }, + { url = "https://files.pythonhosted.org/packages/a6/c1/69f00d627949580e43d57af0aa465df46868d7c29801c137a55374101294/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-win_amd64.whl", hash = "sha256:a5a00665d1a0e26763a7338d7e911d4598fbc1d50dd0d6b7919b7dc6c5d6569f", size = 73362, upload-time = "2026-08-28T10:28:12.449Z" }, + { url = "https://files.pythonhosted.org/packages/b5/1d/59ba570b1774e95e97fde3a0981b2e22118a7a495f73bf74cedc538566a0/kiwisolver-1.5.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:416ba7ff9f233b7036689bb5a3783537e838ad483f63558d2a800f75afe738b1", size = 59450, upload-time = "2026-08-28T10:28:20.383Z" }, + { url = "https://files.pythonhosted.org/packages/22/98/a6849f04dc18b5400e8b98affa2cd8fd86ed583085f036e57b32e571f4fa/kiwisolver-1.5.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:8af9b142ad719ae3a911ebf616bc4b78b32bbab84d6a40d3ad2f129670509957", size = 57400, upload-time = "2026-08-28T10:28:21.632Z" }, + { url = "https://files.pythonhosted.org/packages/f4/ce/a7dc71353dd06a4cbe02222773f52d4a28c81e5a452a75797f8ed113dc99/kiwisolver-1.5.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5daa1f19e097050b9c4d9a78fcc9263cb96c9dfae08037ddc1b7c4ad1889f2a2", size = 79891, upload-time = "2026-08-28T10:28:22.936Z" }, + { url = "https://files.pythonhosted.org/packages/10/b1/d61c61a84ff85d1a36a99df2c152b59ffedb1d356c598902aba44abcdb60/kiwisolver-1.5.1-pp311-pypy311_pp73-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cdaeeb6c350106df6bf9d873395973e5f066a9713200b72cd64f55d0a3eafab6", size = 77605, upload-time = "2026-08-28T10:28:24.322Z" }, + { url = "https://files.pythonhosted.org/packages/d3/52/5aef56f21a460a6e43ab3cdfc7697d59d7b87deb0ec97a0f7b91aa4a521b/kiwisolver-1.5.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:17851e5dad4484be0cbccbde3b15331deae036de9aebd45eed964487802b172f", size = 98465, upload-time = "2026-08-28T10:28:25.696Z" }, +] + +[[package]] +name = "matplotlib" +version = "3.11.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "contourpy" }, + { name = "cycler" }, + { name = "fonttools" }, + { name = "kiwisolver" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "packaging" }, + { name = "pillow" }, + { name = "pyparsing" }, + { name = "python-dateutil" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/49/64/f9a391af28f518b11ad45a8a712353c94a0aefce09d3703200e5c54b610a/matplotlib-3.11.1.tar.gz", hash = "sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30", size = 32612045, upload-time = "2026-07-18T03:39:46.63Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6e/d0/791aa183dd88491555cf7d4be0b52b0bcf6c3c2a2c22c815a2e819bf53e2/matplotlib-3.11.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:b7cf158e7add54a8d51ac9b5a84abd6d4e13ed4951b4f25f1c5139f41c2addb2", size = 9440302, upload-time = "2026-07-18T03:38:03.844Z" }, + { url = "https://files.pythonhosted.org/packages/35/74/82bbdf683a301f4478384c8aaba6903631a2ca18294b2d7655c9a542bffb/matplotlib-3.11.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d2ace7273b9a5061a3b420918a16fae1f2dc5dfee1abcc13aba71b5d94b1820c", size = 9268549, upload-time = "2026-07-18T03:38:06.144Z" }, + { url = "https://files.pythonhosted.org/packages/f0/f0/9b4298911303f74e6d83e64a81d996c0616405ec95046fac7f17e4258b9e/matplotlib-3.11.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:aee55e9041211bf84302ab55ec3965df18dd90ae19f8b58332a7feaf208bfe83", size = 10024922, upload-time = "2026-07-18T03:38:08.236Z" }, + { url = "https://files.pythonhosted.org/packages/84/6f/0bc3c3d05b021db44c14bc379a7c0df7d57302aa15380c16fd4e63fd6a9b/matplotlib-3.11.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:96f4bdeea33a8d15a071dbfe6d119451b1d719c733ac666d65357082901a9099", size = 10832170, upload-time = "2026-07-18T03:38:10.276Z" }, + { url = "https://files.pythonhosted.org/packages/db/4d/e375f39acdb2af5a9342730618608e39790ec842e6f1b392863028781459/matplotlib-3.11.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b4c78ceb2f11bcac7389d305cda17aeb1f4586a857854ab5780bd3dd8dbfc407", size = 10916701, upload-time = "2026-07-18T03:38:12.512Z" }, + { url = "https://files.pythonhosted.org/packages/bc/be/fa26ed085b41298f64a8f9b7592c671bbf1acc8b0df124c1c5de96b859f8/matplotlib-3.11.1-cp311-cp311-win_amd64.whl", hash = "sha256:7f33a781e12b1e53b278deb2f5373c2e55ec4f10727be3440c0cfb5cda9f944f", size = 9315331, upload-time = "2026-07-18T03:38:14.949Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f3/eb5bdf3b6e191b200db298b08bbc1638b7f3c82cdc8680f9d88bf72559ae/matplotlib-3.11.1-cp311-cp311-win_arm64.whl", hash = "sha256:67e4c3cd578c65ebd81bdc09a1b6592ceafee6dfafe116dc85dfcb647b5bbb18", size = 9003475, upload-time = "2026-07-18T03:38:17.205Z" }, + { url = "https://files.pythonhosted.org/packages/f2/6c/7ef7ebcb2bd9739b2b66b18b076e077f44bb46fdbe28ca0506edb3c62c79/matplotlib-3.11.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74", size = 9453849, upload-time = "2026-07-18T03:38:19.593Z" }, + { url = "https://files.pythonhosted.org/packages/eb/f8/6d0c312c8d9738e7d9677f09fe5c986b3239e651a7b73a2deb38b65e4a71/matplotlib-3.11.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b", size = 9283113, upload-time = "2026-07-18T03:38:21.95Z" }, + { url = "https://files.pythonhosted.org/packages/c9/cf/b4ad2cc81b6672ea29ea04e64e350a9f9b493b0908ccd884c67eeff8f7b2/matplotlib-3.11.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea", size = 10035615, upload-time = "2026-07-18T03:38:24.315Z" }, + { url = "https://files.pythonhosted.org/packages/88/90/4e10e033d9b66589d8ed98b84c95cdbb57033d57c1f41339d7393dbd2f2e/matplotlib-3.11.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472", size = 10842559, upload-time = "2026-07-18T03:38:26.285Z" }, + { url = "https://files.pythonhosted.org/packages/88/eb/799612d0f8cd3e816a10fec59329fca52cd2353264df80378dfc541ae855/matplotlib-3.11.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481", size = 10927532, upload-time = "2026-07-18T03:38:28.532Z" }, + { url = "https://files.pythonhosted.org/packages/88/89/56649bbaa2fd12e20f3be03dbcc135b0c8676d88bac17977599e3eb442a0/matplotlib-3.11.1-cp312-cp312-win_amd64.whl", hash = "sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f", size = 9333886, upload-time = "2026-07-18T03:38:30.477Z" }, + { url = "https://files.pythonhosted.org/packages/c1/11/4d124efbbad677b7b7552f6f85a3bd432d4232f95400cea98fcd2ae36ef3/matplotlib-3.11.1-cp312-cp312-win_arm64.whl", hash = "sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a", size = 9007545, upload-time = "2026-07-18T03:38:32.833Z" }, + { url = "https://files.pythonhosted.org/packages/04/6c/4798363b7fb5644e309fe1fac30216e9146c9f70859d80d588c18caf5317/matplotlib-3.11.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191", size = 9454341, upload-time = "2026-07-18T03:38:35.001Z" }, + { url = "https://files.pythonhosted.org/packages/59/98/6acadbe7f98df19d274bc107ac58bb439fa75df82c33dc110d71a4a8501f/matplotlib-3.11.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1", size = 9283627, upload-time = "2026-07-18T03:38:37.061Z" }, + { url = "https://files.pythonhosted.org/packages/24/ea/65cec46fe241390ccea1b1754207ee28eb71c5ab866bd5f22fe47e538fa4/matplotlib-3.11.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3", size = 10035860, upload-time = "2026-07-18T03:38:39.663Z" }, + { url = "https://files.pythonhosted.org/packages/c7/10/63fdccccbabe002fb0960876baabc5e3f24d9c1bb4cfb25651457f74b3a0/matplotlib-3.11.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e", size = 10843594, upload-time = "2026-07-18T03:38:42.144Z" }, + { url = "https://files.pythonhosted.org/packages/98/51/a1155945bff7b91381875022ac1522c5dfdac0d006be8e7df389b3134eae/matplotlib-3.11.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f", size = 10927962, upload-time = "2026-07-18T03:38:44.302Z" }, + { url = "https://files.pythonhosted.org/packages/0d/3a/3d5e1f42dc761bf53401a62a83ff93389b37de9d2c093b2a3aa49ac34f1b/matplotlib-3.11.1-cp313-cp313-win_amd64.whl", hash = "sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b", size = 9334074, upload-time = "2026-07-18T03:38:46.616Z" }, + { url = "https://files.pythonhosted.org/packages/e2/db/3f5ea5a5b64060ef5e1ff60a19170423e41ce21b8497a6fe15a36e0b43e3/matplotlib-3.11.1-cp313-cp313-win_arm64.whl", hash = "sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2", size = 9007662, upload-time = "2026-07-18T03:38:49.112Z" }, + { url = "https://files.pythonhosted.org/packages/98/6e/c7ae5e0531425b69c0826b00ebbc264c85cab853f1cd6e096c9983c2cdc1/matplotlib-3.11.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f", size = 9503790, upload-time = "2026-07-18T03:38:51.527Z" }, + { url = "https://files.pythonhosted.org/packages/92/79/15be162e0a2ed546939674e2e97d0e33ec2447d86d4d4e611fa295bb178c/matplotlib-3.11.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1", size = 9336148, upload-time = "2026-07-18T03:38:53.564Z" }, + { url = "https://files.pythonhosted.org/packages/6a/7f/36ffe144fc4aacfe0e3ed2318f72b6755d1e73b041d619b4d393e60f5a66/matplotlib-3.11.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464", size = 10049244, upload-time = "2026-07-18T03:38:55.911Z" }, + { url = "https://files.pythonhosted.org/packages/ab/5f/55812d68c0a840d3a463638f48c00ab1fe338518ec49a640cb6473b444af/matplotlib-3.11.1-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf", size = 10860798, upload-time = "2026-07-18T03:38:58.282Z" }, + { url = "https://files.pythonhosted.org/packages/7a/64/cca444b4eb5e6c768c44fc5e1f0b5211f20ca2b282778051996e996a2bdf/matplotlib-3.11.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f", size = 10943282, upload-time = "2026-07-18T03:39:00.465Z" }, + { url = "https://files.pythonhosted.org/packages/e5/0f/a49c329d394f2e9ef38506982107e8b04ecf94dd41a9d8423ff82cc737c7/matplotlib-3.11.1-cp313-cp313t-win_amd64.whl", hash = "sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78", size = 9383532, upload-time = "2026-07-18T03:39:02.468Z" }, + { url = "https://files.pythonhosted.org/packages/e4/50/103e86afb806d8f64d04ede14e4cfc09dbfc25f512421ff85fdd6ebd59cf/matplotlib-3.11.1-cp313-cp313t-win_arm64.whl", hash = "sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a", size = 9059665, upload-time = "2026-07-18T03:39:04.607Z" }, + { url = "https://files.pythonhosted.org/packages/35/04/3079499fa8cb661ea66d13d6439d5a3ae6710a7afd5c7f72e08914f275f8/matplotlib-3.11.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3", size = 9456022, upload-time = "2026-07-18T03:39:07.041Z" }, + { url = "https://files.pythonhosted.org/packages/53/a2/69acfe84ec1f32930e801a5782a07fc5c79c8c6599a507b806d859d5da8e/matplotlib-3.11.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319", size = 9285475, upload-time = "2026-07-18T03:39:09.562Z" }, + { url = "https://files.pythonhosted.org/packages/d3/b3/31b15a2ca56d4ddd6aaa1c884c2f51cf9a61cfaf5ca6f6fbd6343d38e6df/matplotlib-3.11.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f", size = 10847102, upload-time = "2026-07-18T03:39:11.532Z" }, + { url = "https://files.pythonhosted.org/packages/64/0d/a17e966e620545c1548125af0b29ac812dd17b197a18a7462ac12fa859ee/matplotlib-3.11.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be", size = 11131087, upload-time = "2026-07-18T03:39:13.764Z" }, + { url = "https://files.pythonhosted.org/packages/97/c5/5e100efdd67abb7de20befaa333612ef9bfc63417fb71398f904f25d083c/matplotlib-3.11.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2", size = 10929036, upload-time = "2026-07-18T03:39:16.888Z" }, + { url = "https://files.pythonhosted.org/packages/ce/04/d719a0a36930ecc8dfc801ff340f9dcfc4223f8ca5d39d06b4020032fff8/matplotlib-3.11.1-cp314-cp314-win_amd64.whl", hash = "sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6", size = 9489571, upload-time = "2026-07-18T03:39:19.449Z" }, + { url = "https://files.pythonhosted.org/packages/48/65/facabdc2f1f6caba7e856db64dfedddca25f7608df07d96a1c8fd114fd3b/matplotlib-3.11.1-cp314-cp314-win_arm64.whl", hash = "sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685", size = 9164486, upload-time = "2026-07-18T03:39:21.424Z" }, + { url = "https://files.pythonhosted.org/packages/88/dd/18da6cd01cf96354534f98c468a25380c68ce582a2c9dd0cae12b04af4f2/matplotlib-3.11.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae", size = 9504876, upload-time = "2026-07-18T03:39:23.633Z" }, + { url = "https://files.pythonhosted.org/packages/79/b0/f0b63555a18b79d038c81fd6126f35fc4dfce0eaff48d96103348c7cf935/matplotlib-3.11.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda", size = 9336120, upload-time = "2026-07-18T03:39:25.797Z" }, + { url = "https://files.pythonhosted.org/packages/c6/dd/f210ec7c4a6f198d5567237048a93d0811fb5a1f1691f13320e592f95b41/matplotlib-3.11.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb", size = 10858033, upload-time = "2026-07-18T03:39:27.999Z" }, + { url = "https://files.pythonhosted.org/packages/ec/d2/d6d5324507c5fbb316db48e258c09c2807f3de03d9af47017e120070926f/matplotlib-3.11.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2", size = 11141827, upload-time = "2026-07-18T03:39:30.092Z" }, + { url = "https://files.pythonhosted.org/packages/0f/68/3c22e9320bdce2c4d2f1320643ef706db7a24cb7420eea28b97a2d67f5a8/matplotlib-3.11.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d", size = 10943061, upload-time = "2026-07-18T03:39:32.356Z" }, + { url = "https://files.pythonhosted.org/packages/f6/4a/907ed190ee81a9df581e0ed5456134fc0f7cb55ffcfda2f9e54ca900761c/matplotlib-3.11.1-cp314-cp314t-win_amd64.whl", hash = "sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb", size = 9540074, upload-time = "2026-07-18T03:39:34.789Z" }, + { url = "https://files.pythonhosted.org/packages/23/d4/97c19b77e0a6e3b48581185bb65088f431cd20186076cc0f650a1757ea46/matplotlib-3.11.1-cp314-cp314t-win_arm64.whl", hash = "sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987", size = 9213472, upload-time = "2026-07-18T03:39:37.141Z" }, + { url = "https://files.pythonhosted.org/packages/ee/38/ceb1d637c4db6d06141f3739e93af3321e7caaabe69b57ae48ffe3ee95b1/matplotlib-3.11.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:427258425f9a3fc4ed79a91f9e9b9aaf5a82cb6571e85dc14063cc6fbb993741", size = 9438045, upload-time = "2026-07-18T03:39:39.491Z" }, + { url = "https://files.pythonhosted.org/packages/89/25/72ad8b58602d3a6ef1dfc4b65ecd01634ab65a2bdf494c9fe0e966dbf081/matplotlib-3.11.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:1ac697e591c11b6ad04679a73c2d2f9980fe9d9f0311fb414a2e329706343dfb", size = 9266127, upload-time = "2026-07-18T03:39:41.597Z" }, + { url = "https://files.pythonhosted.org/packages/8a/6d/69552382fcc8e93d1f2763ef2665980a900a48b7f3a4c57ed290726d1cbc/matplotlib-3.11.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e4b9ac2f1f607ecda2af90a5232beee2af7582fce1cc30c4b6a1b012dc21ee99", size = 10019439, upload-time = "2026-07-18T03:39:43.78Z" }, +] + +[[package]] +name = "numpy" +version = "2.4.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.12'", +] +sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, + { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, + { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, + { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, + { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, + { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, + { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, + { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, + { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" }, + { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" }, + { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" }, + { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" }, + { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" }, + { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" }, + { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" }, + { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" }, + { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" }, + { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" }, + { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" }, + { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" }, + { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" }, + { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" }, + { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" }, + { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" }, + { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" }, + { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" }, + { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" }, + { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" }, + { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" }, + { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" }, + { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" }, + { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" }, + { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" }, + { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" }, + { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" }, + { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" }, + { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" }, + { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" }, + { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" }, + { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" }, + { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" }, + { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" }, + { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" }, + { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" }, + { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" }, + { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" }, + { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" }, + { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" }, + { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" }, + { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" }, + { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" }, + { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" }, + { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" }, + { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" }, + { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" }, + { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" }, + { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, + { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, + { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, + { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, +] + +[[package]] +name = "numpy" +version = "2.5.2" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", +] +sdist = { url = "https://files.pythonhosted.org/packages/9a/80/db0b4559e57ec36362bedbb05530a87fafbcb6067708c946967a41d449e7/numpy-2.5.2.tar.gz", hash = "sha256:d482d171c406ae88c5b19cad3b6a1c4c5209f886ab74bc44c2c865c23f52d860", size = 20773161, upload-time = "2026-08-09T13:48:27.962Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/69/72/dccb0aaf40972777283303919f613964227266d0c13adebb79ac124f1c3e/numpy-2.5.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:14e373cfc6387177e8409dac3c7159be8eb05cd77096cd7c950268b86f62831c", size = 16891693, upload-time = "2026-08-09T13:44:51.702Z" }, + { url = "https://files.pythonhosted.org/packages/60/2e/b5aee50a1f74ac815cf8331812cb8251e29024025de462e0c047641c614c/numpy-2.5.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4bbd96c833ecc8cc069ce518078fc8c60cb9cbfb0fea5b7a803ad65035596d03", size = 11903109, upload-time = "2026-08-09T13:44:55.501Z" }, + { url = "https://files.pythonhosted.org/packages/f3/f4/29e78102a80601cf034d4e9767022cffeca2c3b4c926e1754572ca95593d/numpy-2.5.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:6e8172ddfcf5cf74b811d372b570b83c60bd2de87a6fbfbebdadb4a9bd9c6cbb", size = 5350202, upload-time = "2026-08-09T13:44:58.401Z" }, + { url = "https://files.pythonhosted.org/packages/11/4b/dcd3b7eadaf4035d2c7a4289d232523a6964f602598ef7674e4bd7291f93/numpy-2.5.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:65f188481f1669e26f62b701e8205d19e460fa4a9b52a1414ba382330e4a3414", size = 6687736, upload-time = "2026-08-09T13:45:00.813Z" }, + { url = "https://files.pythonhosted.org/packages/e5/21/4947e0e9d6c9fc2e2ff15b8949049ee44f63adb9cacc729ab8793f97e712/numpy-2.5.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8ee9c4eeb8454b3660a8b53493563c3e121c2fc94fbd72b848ef814ed7b676a9", size = 15612696, upload-time = "2026-08-09T13:45:04.151Z" }, + { url = "https://files.pythonhosted.org/packages/3a/5f/62d28cf019460c7f1394105b4d49d9911a9c444cb77ab0bd95a204c5a6de/numpy-2.5.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3cdec01fa790a186d430433fdd4d4ffb70eed6f0eeb4bf05c8dbe2dce0a9bcb8", size = 16722264, upload-time = "2026-08-09T13:45:07.714Z" }, + { url = "https://files.pythonhosted.org/packages/14/25/3f0be4c1b9fdf5dd5e708a6806978564d7c46a055c000496309ff2a2f8af/numpy-2.5.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7999d4ddb0c4025018373fd787510d46e04c769467af22869707b3c1cfd459ab", size = 16974396, upload-time = "2026-08-09T13:45:11.316Z" }, + { url = "https://files.pythonhosted.org/packages/22/72/6262cbdeeb45da9d971e40715f579d791603ba8ec0b5e2db1ac55454421d/numpy-2.5.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c1f017dc0875c9209d219f97feceb7d54c2661bb243deb4114478e1295808af7", size = 18476044, upload-time = "2026-08-09T13:45:14.869Z" }, + { url = "https://files.pythonhosted.org/packages/36/33/29208b8b075bde62d26a81d14b358c42b0f69b6cabd98d4ff97f37f22b05/numpy-2.5.2-cp312-cp312-win32.whl", hash = "sha256:d6a48072864e3324e194a8fbb3c657bcc5b5c869dbc64c9537b1d5c862572c0a", size = 6072817, upload-time = "2026-08-09T13:45:17.867Z" }, + { url = "https://files.pythonhosted.org/packages/7f/b9/87fea2769fe1c47c1b5b01d8310772c9d1a85d485de7cf386ef7a3332b02/numpy-2.5.2-cp312-cp312-win_amd64.whl", hash = "sha256:28ac63476ec7651484215ee7fa15a1f78b57c14621f01e392afe17b9a1390ce4", size = 12464674, upload-time = "2026-08-09T13:45:20.734Z" }, + { url = "https://files.pythonhosted.org/packages/14/52/032b97e00461ab0809bbe4c588b035620e5a14b8cdee47ecddefc7b17d33/numpy-2.5.2-cp312-cp312-win_arm64.whl", hash = "sha256:27650bb0e7140fa3d37b9923b4803645e0b125d190f326eecfd3f4dad8e8ade1", size = 10397131, upload-time = "2026-08-09T13:45:23.73Z" }, + { url = "https://files.pythonhosted.org/packages/f5/d2/6b24738a0ef4557d189b150046cd07823c50e4273e8aebd651222e24306f/numpy-2.5.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8e4cb9a754c8a0c62eaa88273a5fba3391f4a610d1dee893c0755da31c083f15", size = 16886595, upload-time = "2026-08-09T13:45:27.323Z" }, + { url = "https://files.pythonhosted.org/packages/65/60/f2d208d366f263f39c6e69ed309290717aab41078b6d04c9be2a84fa2a07/numpy-2.5.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:52c808f96484f5571a5cc863775ce50247c17dfb3b0361f8ed6b4b0456f80080", size = 11896845, upload-time = "2026-08-09T13:45:31.638Z" }, + { url = "https://files.pythonhosted.org/packages/3c/79/81e0bf24f4d020a2b1d5cd297a9f60c3f24eeb116f9bba5870443f7b6a4a/numpy-2.5.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:29d81e97f668489cba8ebfd796b9bdd453525d35dd9e162e2daec94bf3fc7740", size = 5343880, upload-time = "2026-08-09T13:45:34.373Z" }, + { url = "https://files.pythonhosted.org/packages/ba/cc/e3141cf06d1a8a2c7e107543fe1269c1d1af760d4d683c0794a4ee1127c2/numpy-2.5.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:afb3f0632d6b2e3ba04dbce8d1e48d321b369138b73830b5ca371a0e8d479d56", size = 6682264, upload-time = "2026-08-09T13:45:36.7Z" }, + { url = "https://files.pythonhosted.org/packages/29/f1/2a64a307d92c5d98f5255a4014eb43bb6103ee477087b61ecae44a3aa9b9/numpy-2.5.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0aadf13b60048d501e05fa699efaf7734e2494f3498a4c2a5521d822640324f3", size = 15609566, upload-time = "2026-08-09T13:45:39.518Z" }, + { url = "https://files.pythonhosted.org/packages/7b/44/59a1eb68e773c4098d107ef34a0dbdeca501d72ffcfbff9a7707343921ce/numpy-2.5.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:29b86ff8a6cc556b47ec6b64b194815cc80e6bf5eedcc6cddfd65318cb0b4eee", size = 16709995, upload-time = "2026-08-09T13:45:43.661Z" }, + { url = "https://files.pythonhosted.org/packages/8a/4c/3e54d4ddbc359a1295f8b633e8106bcd4d7d4a206e82df051bdfb3058755/numpy-2.5.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6950c4b7dd562453090548ba7f5da7e59f57f85663f15d5dcc60e249192f7e59", size = 16972511, upload-time = "2026-08-09T13:45:47.094Z" }, + { url = "https://files.pythonhosted.org/packages/f2/9f/02e371638ebf19b66d46231e4be52999e87f32d1961b113bc45656608b22/numpy-2.5.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b9727f472d2f3888053b8a75ab0cb94745a9de224bb5846dbadc0092101bc71d", size = 18465609, upload-time = "2026-08-09T13:45:50.808Z" }, + { url = "https://files.pythonhosted.org/packages/eb/ae/ad6645abc7a3510fe48e8ea1ab4598166f500057ef4ebf38bfad4f1577de/numpy-2.5.2-cp313-cp313-win32.whl", hash = "sha256:4f9744f9fbdcea0bc552e8f19e1f141f811a3f9bc2be2cc6e86d982cab23e3f4", size = 6070204, upload-time = "2026-08-09T13:45:54.111Z" }, + { url = "https://files.pythonhosted.org/packages/15/20/f3489f86d81ea460b2bcdceaed094142ca6579f6be0ec527b781d39afe68/numpy-2.5.2-cp313-cp313-win_amd64.whl", hash = "sha256:85aaccb24182c25df891ad0ec333585967e115269d5f1b17f2c9ae005bc96657", size = 12460532, upload-time = "2026-08-09T13:45:57.167Z" }, + { url = "https://files.pythonhosted.org/packages/d5/21/35b31dde1b283b79de828b80f876afd8c94e28fe1e9c375f89e261cc4c0d/numpy-2.5.2-cp313-cp313-win_arm64.whl", hash = "sha256:bd68ece1553d2023c09a4226d9e41c586ad2d20594d1a456186c33513d2cb3f2", size = 10396725, upload-time = "2026-08-09T13:46:00.478Z" }, + { url = "https://files.pythonhosted.org/packages/ac/f8/c3b222bf075b50afd8e949a07a15c4b312a4a84bd8102a332bcd953cbbb4/numpy-2.5.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d787cf769c3baeb5f6235e778edb52c08dfa923789b5958f28e6450f96107cb1", size = 16885180, upload-time = "2026-08-09T13:46:03.939Z" }, + { url = "https://files.pythonhosted.org/packages/17/e1/2c1d4b1987795a92b5bbf7c24fe249ab96aa2573ab0d7604802c189d7b86/numpy-2.5.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:24b9dc2e3d84aa58523798805194e23e736f3f6ce2d1a5b92583ae734e6dbda8", size = 11907878, upload-time = "2026-08-09T13:46:07.045Z" }, + { url = "https://files.pythonhosted.org/packages/b9/ee/d08226fc858044355983a6e5b94f08ff6f3969e0a2b160a4a89f0ddb3445/numpy-2.5.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:9e9413326d726c2545bfa65d2c0876871e8d8386e77f992c1d426e180bbd4323", size = 5354922, upload-time = "2026-08-09T13:46:10.04Z" }, + { url = "https://files.pythonhosted.org/packages/94/f0/6d3d933056440ebbc5e6bad92065fc6c26a48a84a36b1208580e94eea76c/numpy-2.5.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:60e902ac295855348a5ca2ea4c89108989a9f5fddfad3dfc0a8f36b10358567e", size = 6679168, upload-time = "2026-08-09T13:46:12.275Z" }, + { url = "https://files.pythonhosted.org/packages/c4/3b/ecd49dd90033cceb2704d88ca905d4d7d89b0e8c739608754ffd325fa820/numpy-2.5.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:50e500dc868e9313530ce12ba470fe50ff3afe3d62993ed6eff652dacd555b65", size = 15624501, upload-time = "2026-08-09T13:46:15.322Z" }, + { url = "https://files.pythonhosted.org/packages/c7/99/461bd36dbdfac6c1c53efa370bd55a83227542d0d118f1677dbf1a3dacd5/numpy-2.5.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:318b9a4c845dbea06708a29c84ee429cc3065048db34cdb799047643492050ee", size = 16713701, upload-time = "2026-08-09T13:46:18.949Z" }, + { url = "https://files.pythonhosted.org/packages/f9/9c/2b251df9e8a5d647b62b0cbc1b90a91850c1cf4859ecb532fd0b4eacff6c/numpy-2.5.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:34c319e2963be042673fb46570501b2f06c41924e17e3563d58646b4380dfb68", size = 16986065, upload-time = "2026-08-09T13:46:23.006Z" }, + { url = "https://files.pythonhosted.org/packages/8f/25/20de43f53ff1390534a124475055a19f01fe10c920a0fd11b8e18d6d6052/numpy-2.5.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f06571a052127dc1b4e8b83029b4d1b20daa2b64a31cdd181fc6bc774e9000eb", size = 18470031, upload-time = "2026-08-09T13:46:27.102Z" }, + { url = "https://files.pythonhosted.org/packages/56/5e/0c577ca308d6da5eb79b546ba10bbe5b60148192194e2da060913b1de4f1/numpy-2.5.2-cp314-cp314-win32.whl", hash = "sha256:2cc779226e476d1e1f08c74068c419e60f41a9e0e069c92f6671d31d5c985e98", size = 6121028, upload-time = "2026-08-09T13:46:30.046Z" }, + { url = "https://files.pythonhosted.org/packages/15/5c/7bcbd5b11f94199073320410cddcbb80cee62415bfeb540874b265c2d922/numpy-2.5.2-cp314-cp314-win_amd64.whl", hash = "sha256:7587f53dfbd5edc0f7b87c6217b4c6d2d1f2ef9c3da70bc1315e7db5f8d7ec9d", size = 12597627, upload-time = "2026-08-09T13:46:32.886Z" }, + { url = "https://files.pythonhosted.org/packages/87/bc/4d0b06fba0da90ccc75af62823cb9dcedb6c9ea0cffa058cb2c9ee773a77/numpy-2.5.2-cp314-cp314-win_arm64.whl", hash = "sha256:3e4c367352d3747784248a227fbec218e193b56f7e6692e3b64fc805478ecfdf", size = 10680414, upload-time = "2026-08-09T13:46:36.036Z" }, + { url = "https://files.pythonhosted.org/packages/cd/17/f429aac9dc08833a0d0f188eba38c532a751b1a1f2ca6018a37b455cb321/numpy-2.5.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:b879fb674276e331513fb136b78dbc6bd3c848309e0d841cfd63be3896c4cfc1", size = 12026967, upload-time = "2026-08-09T13:46:39.084Z" }, + { url = "https://files.pythonhosted.org/packages/ca/9f/d0849de96a2a4ceaa16662f18ee13eaa9c0aa418269fdc8c4857c56b11da/numpy-2.5.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:fd0d703772bba096843785bd38371e31bb4a0c1151497ad5739d182114a73f7f", size = 5473874, upload-time = "2026-08-09T13:46:42.075Z" }, + { url = "https://files.pythonhosted.org/packages/89/3c/8df216d4a4a5422a3de045301cf7df8ea47286d76f5cb7160b0128ac26b7/numpy-2.5.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:3a2f061cebd9e3d23bdcfaaded5e2293a4c6a5b60fa42df85d410a725ce621bf", size = 6789276, upload-time = "2026-08-09T13:46:44.387Z" }, + { url = "https://files.pythonhosted.org/packages/e6/3a/20d7e9891c4ddfadd6ff8d95bf4b29f353d8e1770553de2099880551dfb9/numpy-2.5.2-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6df895598c0edcb41030126c89e0f353b07d93238116143b7405e937359736c4", size = 15659154, upload-time = "2026-08-09T13:46:47.538Z" }, + { url = "https://files.pythonhosted.org/packages/aa/d6/f3aa3d2688bf501b858835c6bd087ae9b51a56ae6fca8e2b0990abd177af/numpy-2.5.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1ab3d4a901f844ea836c3e80bf463c6a27d7f3c14e8e292fcf28d348b25b9bce", size = 16748909, upload-time = "2026-08-09T13:46:51.442Z" }, + { url = "https://files.pythonhosted.org/packages/7d/8f/1c5cae8d2baf86ab802ae97a00be55bc7e21ebc11b12bbc33376c5f05342/numpy-2.5.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:cebc2d6dbb605a7703d59751dea4bd6b0ab127a5a4338a6f432df1936fef8b26", size = 17027685, upload-time = "2026-08-09T13:46:55.095Z" }, + { url = "https://files.pythonhosted.org/packages/5c/27/71d3467404aedc1c24ce79610f91b52b0b0f466c43a701aa56fc75c145ab/numpy-2.5.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:eaca7ff36f0f52e2111ec71f169d8fd3e889e7ddc0d2592e0d703fd8d3ce8fac", size = 18501181, upload-time = "2026-08-09T13:46:59.09Z" }, + { url = "https://files.pythonhosted.org/packages/14/2f/42921d27c40aea7e077f4a423ae509fd9220b028cd787bafefd8ab2b3a5f/numpy-2.5.2-cp314-cp314t-win32.whl", hash = "sha256:ddf47472af2e4280d79bac82304f5e80150211f1b9e614b760061d5fdfbb6eba", size = 6271085, upload-time = "2026-08-09T13:47:01.903Z" }, + { url = "https://files.pythonhosted.org/packages/75/e6/bad5f5d56de9b1971bac959963dda276d35c40f1854475005434bbe08692/numpy-2.5.2-cp314-cp314t-win_amd64.whl", hash = "sha256:44ef9675d908e65f9953063837c3277730f3f4437615a4cdab67b366cabaf884", size = 12787971, upload-time = "2026-08-09T13:47:04.963Z" }, + { url = "https://files.pythonhosted.org/packages/df/05/f608795cb34391acd67e38d94a3c36abd8d8576293a3a80727d7595c372c/numpy-2.5.2-cp314-cp314t-win_arm64.whl", hash = "sha256:eaa088384c46f519dacb93b7ec483a6d6b19a4a2085ae4f25ab9b1c43d387d1e", size = 10750306, upload-time = "2026-08-09T13:47:07.976Z" }, + { url = "https://files.pythonhosted.org/packages/33/c6/28de0191c5f82b7d42a0a51390ba98587048aa93a39fafb05bdbe6e8d00c/numpy-2.5.2-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:078f9b027b478c9379b9677babbf0f8b8f1ecfada27636d7b9a93990c638739f", size = 16885274, upload-time = "2026-08-09T13:47:11.439Z" }, + { url = "https://files.pythonhosted.org/packages/dd/d1/973ca116000d244897e468ea1aff30b589e5022e3c8744b71706fe33bd57/numpy-2.5.2-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:50a68f4bacd8a2b33d8da3d2269d0d78500f86ea582e4786dc10f5ef2c2c6842", size = 11907846, upload-time = "2026-08-09T13:47:15.128Z" }, + { url = "https://files.pythonhosted.org/packages/78/d9/8c4b3937ef204cb2fd88d389ccd0f265a2ffb11f35a01d2064cf46714bd6/numpy-2.5.2-cp315-cp315-macosx_14_0_arm64.whl", hash = "sha256:e79aba74ffaf5f78a050d777c184cddf8fdffabab38acf5f3ef1fecbc17895d6", size = 5354892, upload-time = "2026-08-09T13:47:18.07Z" }, + { url = "https://files.pythonhosted.org/packages/74/9b/b6ee65ea2999fdb7023935e108e6fb776ee4082aa15f159acfa857e578c8/numpy-2.5.2-cp315-cp315-macosx_14_0_x86_64.whl", hash = "sha256:9a0731745a72a184490a582fb4af2533512bd071ace67785b5fdffc0ae58dce8", size = 6679309, upload-time = "2026-08-09T13:47:20.456Z" }, + { url = "https://files.pythonhosted.org/packages/43/f3/acb18d8b137a393c8e7803a8c994c9e64bde3930692a69d826993113a159/numpy-2.5.2-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4ec954036759bcee3aa484f8603bd9c14f3e776293b85578b8734c2d72777c69", size = 15625850, upload-time = "2026-08-09T13:47:24.365Z" }, + { url = "https://files.pythonhosted.org/packages/a9/bf/a8e9bb0db815a0e265b5744ebedd3af0bd5faad8604e5b50a1cd012f3c91/numpy-2.5.2-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dc649493697006bc90614a5f0bbc8cb3cb1866715c474e473694968d7e6b99ab", size = 16713664, upload-time = "2026-08-09T13:47:27.965Z" }, + { url = "https://files.pythonhosted.org/packages/0c/c3/6e913736b3dd6582344af32418b5fb9dab34282e8a8174ae1d54ceb0fc13/numpy-2.5.2-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:cf7de32f486e4ac9e2d93b810f9e9ac72a728dd46a32a0bb403222f27f653514", size = 16986749, upload-time = "2026-08-09T13:47:31.541Z" }, + { url = "https://files.pythonhosted.org/packages/80/09/7d3b23eff5c7428ef6c01e6f7052bb60d504c4d33e317b36b8959c24ad97/numpy-2.5.2-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:2ffa7bacab3e2ee1b19ed31766bb60bb380b68c23f051e199c5cc598afd68710", size = 18470495, upload-time = "2026-08-09T13:47:35.364Z" }, + { url = "https://files.pythonhosted.org/packages/a5/a4/68a321d825374f6eb677ffe8ef8c6b9a328304e6fd2e39d9530822776607/numpy-2.5.2-cp315-cp315-win32.whl", hash = "sha256:6b588cc8f902d6bff201c19fd00c43ab8545671e3554d014e12e14139e5e8617", size = 6120696, upload-time = "2026-08-09T13:47:38.561Z" }, + { url = "https://files.pythonhosted.org/packages/c8/23/deafbb1700f79fae9cd1e91220f133d124cc267de1b584da3fbf6db2f6cd/numpy-2.5.2-cp315-cp315-win_amd64.whl", hash = "sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7", size = 12597324, upload-time = "2026-08-09T13:47:41.401Z" }, + { url = "https://files.pythonhosted.org/packages/33/cd/3272ba105e3bbbdaeb11357eda31e7a6825ffe159e8171665660299a948f/numpy-2.5.2-cp315-cp315-win_arm64.whl", hash = "sha256:a610dc7e3c52edd39c2bc2375ff9c3fd59cb3ad00e4472d36f83bc1457145788", size = 10680466, upload-time = "2026-08-09T13:47:44.873Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0e/58370637b1bb70a5c9ce2b43f4b521ccb224e36ccb76a6596b17ae4b447c/numpy-2.5.2-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:40f4d451aed46a8046a1aae41c4e55fb3612273df9c502480135e1501576a34b", size = 16993947, upload-time = "2026-08-09T13:47:48.97Z" }, + { url = "https://files.pythonhosted.org/packages/10/93/2abcb807712b289d6d60fe4cf30532f98974a8396d885650f3ba5a13026e/numpy-2.5.2-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:c081cbe16ba1ab53078e5ff29013621e33c509eedab055775d956427712c236e", size = 12025331, upload-time = "2026-08-09T13:47:52.646Z" }, + { url = "https://files.pythonhosted.org/packages/8b/3a/2898e003a5fbaf87e76c039b4ee1f5eb390471b4ffe74887c1f34c4e791e/numpy-2.5.2-cp315-cp315t-macosx_14_0_arm64.whl", hash = "sha256:0090ccdd57ec2703e9b49d0bf554767370581c1dd0a6b2bb2b2d9def317d042a", size = 5472336, upload-time = "2026-08-09T13:47:55.403Z" }, + { url = "https://files.pythonhosted.org/packages/61/a5/23f69d07c544597b29758b31b55c27dc9d541012a2c1496189fef702aec2/numpy-2.5.2-cp315-cp315t-macosx_14_0_x86_64.whl", hash = "sha256:6a9bb119fb8dd21ba30b3f0e555b7e2b081bd9883af21ec9c1c633d161cda3a8", size = 6788387, upload-time = "2026-08-09T13:47:58.192Z" }, + { url = "https://files.pythonhosted.org/packages/15/ea/c0dbdbcf22f43782510a3e492dd3da73c6112b69cac8929d16d127536fc4/numpy-2.5.2-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a839318485284a6fb31be4f8f2c91c8f2cb22f4543c4a8903f12b0671ffe07cc", size = 15667096, upload-time = "2026-08-09T13:48:01.562Z" }, + { url = "https://files.pythonhosted.org/packages/fc/5e/29c73c31748cdb0f7566642125ba17fd5b56780cddf891b085dab27e4466/numpy-2.5.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ba0a474801b8dc67b66bf465548abc90e82b44d2611b5770f33008dcabffe8ec", size = 16751730, upload-time = "2026-08-09T13:48:05.706Z" }, + { url = "https://files.pythonhosted.org/packages/47/95/02501e8454796bb58dadf7a99d3181e0b464bf264e1003039572f9779fac/numpy-2.5.2-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:0a4035ae1129ff8777f08bfbd44f1e5d8e9c049ce0c2dd78fc0d92c13e7251c0", size = 17038686, upload-time = "2026-08-09T13:48:09.627Z" }, + { url = "https://files.pythonhosted.org/packages/0e/b5/53a681d91b5c82687067d8ea5035e02d917b5509d6f334cb06484a954714/numpy-2.5.2-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:77843ca236b777e67f8d6b3660ea116e499612703a0ecd7093f316201eb9d8e2", size = 18507727, upload-time = "2026-08-09T13:48:13.744Z" }, + { url = "https://files.pythonhosted.org/packages/42/06/6e11443f7b64ee376c860506091103bf68f92d2cab9e8d96d4501babf07c/numpy-2.5.2-cp315-cp315t-win32.whl", hash = "sha256:7354826bc6f8f69402e9b7fe28d15fcd34feebd74f856f111585c5b0c9fb0251", size = 6269775, upload-time = "2026-08-09T13:48:17.543Z" }, + { url = "https://files.pythonhosted.org/packages/f1/18/195d6b86cd72dbbc501edfa778005fa6b87afd34c153e46028cd3a0938f4/numpy-2.5.2-cp315-cp315t-win_amd64.whl", hash = "sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12", size = 12782559, upload-time = "2026-08-09T13:48:21.023Z" }, + { url = "https://files.pythonhosted.org/packages/b4/07/458c344f0f0c178f4481dad5cca790626ffe4c34eabf9467069d06ee4999/numpy-2.5.2-cp315-cp315t-win_arm64.whl", hash = "sha256:5f8e00be2ec6f45f4e8a41a527f68d44a7d96fee92a650e4d8b1326f77f61e6e", size = 10748103, upload-time = "2026-08-09T13:48:24.21Z" }, +] + +[[package]] +name = "packaging" +version = "26.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7d/fa/3944b40b07da9ce895c0e6303a5ab7d53da063554f534556b134a54d6093/packaging-26.3.tar.gz", hash = "sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79", size = 313412, upload-time = "2026-08-04T18:15:28.737Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/63/34/ba1c580383c9eada3711951fef0795c80b829a078d72188184bcab9dd527/packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c", size = 129956, upload-time = "2026-08-04T18:15:27.159Z" }, +] + +[[package]] +name = "pillow" +version = "12.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1c/3d/bb7fca845737cf9d7dbde16ed1843984665ff2e0a518f5db43e77ec540b9/pillow-12.3.0.tar.gz", hash = "sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce", size = 47025035, upload-time = "2026-07-01T11:56:38.965Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fb/c8/0a78b0e02d7ac54bc03e5321c9220da52f0c2ea83b21f7c40e7f3169c502/pillow-12.3.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:00808c5e14ef63ac5161091d242999076604ff74b883423a11e5d7bbb38bf756", size = 5392415, upload-time = "2026-07-01T11:53:47.162Z" }, + { url = "https://files.pythonhosted.org/packages/b2/5b/a02d30018abd97ced9f5a6c63d28597694a00d066516b9c1c6de45859fc9/pillow-12.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:37d6d0a00072fd2948eb22bce7e1475f34569d90c87c59f7a2ec59541b77f7a6", size = 4785266, upload-time = "2026-07-01T11:53:49.079Z" }, + { url = "https://files.pythonhosted.org/packages/c8/98/766667a4be768150a202836acd9fad19c06824ca86c4286d3cf6b274964e/pillow-12.3.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bcb46e2f9feff8d06323983bd83ed00c201fdcab3d74973e7072a889b3979fcd", size = 6263814, upload-time = "2026-07-01T11:53:51.32Z" }, + { url = "https://files.pythonhosted.org/packages/3b/2d/ede717bc1144f63886c21fd349bb95860b0d1a21149ff16f2bb362b612b6/pillow-12.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23d27a3e0307ec2244cc51e7287b919aa68d097504ebe19df4e76a98a3eea5bd", size = 6934408, upload-time = "2026-07-01T11:53:53.487Z" }, + { url = "https://files.pythonhosted.org/packages/a3/48/9c58b685e69d49c31af6c8eb9012055fab7e665785165c84796e2c73ce72/pillow-12.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4f883547d4b7f0495ebe7056b0cc2aea76094e7a4abc8e933540f3271df27d9c", size = 6337160, upload-time = "2026-07-01T11:53:55.457Z" }, + { url = "https://files.pythonhosted.org/packages/ff/fa/dc2a5c0ba6df93f67c31d34b808b7ce440b40cdbf96f0b81cde1d1e6fa93/pillow-12.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:236ff70b9312fb68943c703aa842ca6a758abfa45ac187a5e7c1452e96ef72b5", size = 7045172, upload-time = "2026-07-01T11:53:57.736Z" }, + { url = "https://files.pythonhosted.org/packages/86/a5/444817a4d4c4c2417df00513086ca196f388d8f9ef40c2e4ccd1ad1af54b/pillow-12.3.0-cp311-cp311-win32.whl", hash = "sha256:10e41f0fbf1eec8cfd234b8fe17a4caac7c9d0db4c204d3c173a8f9f6ef3232b", size = 6472232, upload-time = "2026-07-01T11:53:59.767Z" }, + { url = "https://files.pythonhosted.org/packages/63/c6/4bad1b18d132a50b27e1365e1ab163616f7a5bb56d330f66f9d1d9d4f9d4/pillow-12.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:8e95e1385e4998ae9694eeaa4730ba5457ff61185b3a55e2e7bea0880aef452a", size = 7233653, upload-time = "2026-07-01T11:54:02.066Z" }, + { url = "https://files.pythonhosted.org/packages/fd/16/00f91ab7760dc842f5aad55217e80fc4a7067a0604535249bc8a2d6d9870/pillow-12.3.0-cp311-cp311-win_arm64.whl", hash = "sha256:ebaea975e03d3141d9d3a507df75c9b3ec90fa9d2ffd07567b3a978d9d790b26", size = 2568195, upload-time = "2026-07-01T11:54:04.622Z" }, + { url = "https://files.pythonhosted.org/packages/37/bf/fb3ebff8ddcb76aac5a01389251bbbb9519922a9b520d8247c1ca864a25d/pillow-12.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ba09209fbe443b4acccebe845d8a138b89a8f4fbaeedd44953490b5315d5e965", size = 5345969, upload-time = "2026-07-01T11:54:06.397Z" }, + { url = "https://files.pythonhosted.org/packages/d8/66/9a386a92561f402389a4fc70c18838bf6d35eb5eb5c6850b4b2dc64f5048/pillow-12.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ffd0c5368496f41b0944be820fcb7a838aa6e623d250b01acf2643939c3f99d7", size = 4780323, upload-time = "2026-07-01T11:54:09.351Z" }, + { url = "https://files.pythonhosted.org/packages/25/27/ac8f99618ffd3dde21db0f4d4b1d2ab00c0880595bfd17df103f7f39fd0c/pillow-12.3.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d9c7f76c0673154f044e9d78c8655fb4213f6ca31a836df48b40fe5d187717b9", size = 6266838, upload-time = "2026-07-01T11:54:11.71Z" }, + { url = "https://files.pythonhosted.org/packages/84/21/a35af28dcc61f37ed850a2d64c65c701321dfbf25085e469d5559360cbbf/pillow-12.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:78cb2c6865a35ab8ff8b75fd122f6033b92a62c82801110e48ddd6c936a45d91", size = 6940830, upload-time = "2026-07-01T11:54:13.732Z" }, + { url = "https://files.pythonhosted.org/packages/eb/51/8b08617af3ad95e33ce6d7dd2c99ed6c8298f7fb131636303956be022e25/pillow-12.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e491916b378fba47242221bb9ead245211b70d504f495d105d17b14a24b4907c", size = 6344383, upload-time = "2026-07-01T11:54:15.756Z" }, + { url = "https://files.pythonhosted.org/packages/1d/72/cf78ac9780bb93c28328f408973845a309d4d145041665f734572ced1b52/pillow-12.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0dd2064cbc55aaec028ef5fbb60fa47bb6c3e7918e07ff17935284b227a9d2df", size = 7052934, upload-time = "2026-07-01T11:54:17.721Z" }, + { url = "https://files.pythonhosted.org/packages/20/20/25e0f4dc178a6bc0696793720055519a0de89e7661dae886992decbd2f81/pillow-12.3.0-cp312-cp312-win32.whl", hash = "sha256:dbce0b29841537a2fa4a214c2bbf14de3587c9680caa9b4e217568472490b28f", size = 6472684, upload-time = "2026-07-01T11:54:19.839Z" }, + { url = "https://files.pythonhosted.org/packages/45/89/da2f7971a317f83d807fdd4065c0af40208e59e692cc43d315a71a0e96d1/pillow-12.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:a2b55dd6b2a4c4b7d87ffa56bdb33fdc5fdb9a462173861a7bc097f17d91cb09", size = 7227137, upload-time = "2026-07-01T11:54:22.025Z" }, + { url = "https://files.pythonhosted.org/packages/de/47/4845a0a6c0dbf1db8456bd9fc791f13c5ced7ced20606d08a0aacfd25b49/pillow-12.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:331b624368d4f1d069149002f25f44bc61c8919ce8ddb3c45bdad8f6e2d89510", size = 2568267, upload-time = "2026-07-01T11:54:24.051Z" }, + { url = "https://files.pythonhosted.org/packages/9d/ac/31fb64e1e7efb5a4b50cd3d92049ba89ac6e4d8d3bb6a74e15048ca3353e/pillow-12.3.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:21900ce7ba264168cd50defae43cd75d25c833ad4ad6e73ffc5596d12e25ac89", size = 4161684, upload-time = "2026-07-01T11:54:25.934Z" }, + { url = "https://files.pythonhosted.org/packages/87/b4/9805e23d2b4d77842b468513841fda254ee42f0289d25088340e4ff46e2d/pillow-12.3.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:4e8c2a84d977f50b9daed6eeaf3baef67d00d5d74d932288f02cb94518ee3ace", size = 4255487, upload-time = "2026-07-01T11:54:27.935Z" }, + { url = "https://files.pythonhosted.org/packages/df/39/ecf519435a200c693fe053a6ee4d835b41cf963a4dfc2551c4e637cb2a71/pillow-12.3.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ae26d61dfa7a47befdc7572b521024e8745f3d809bd95ca9505a7bba9ef849ec", size = 3696433, upload-time = "2026-07-01T11:54:29.813Z" }, + { url = "https://files.pythonhosted.org/packages/42/92/2fc3ffad878ae8dd5469ec1bc8eb83b71f48e13efdf68f02709003982a32/pillow-12.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:7a743ff716f746fc19a9557f60dab1600d4613255f8a7aeb3cdde4db7eb15a66", size = 5345889, upload-time = "2026-07-01T11:54:31.97Z" }, + { url = "https://files.pythonhosted.org/packages/10/76/8803c13605b763d33d156c4678fc77f8443389c0c51c8aef707bb02015f4/pillow-12.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d69141514cc30b774ceea5e3ed3a6635c8d8a96edf664689b890f4089111fb35", size = 4780109, upload-time = "2026-07-01T11:54:34.026Z" }, + { url = "https://files.pythonhosted.org/packages/1f/01/e18aff37cb0b4aac47ac90f016d347a49aca667ef97f190b06ac2aabc928/pillow-12.3.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f7401aebd7f581d7f83a439d87d474999317ee099218e5ad25d125290990ba65", size = 6263736, upload-time = "2026-07-01T11:54:36.131Z" }, + { url = "https://files.pythonhosted.org/packages/f7/62/de5bdd77d935331f4f802edc11e4d82950f642caad6cb2f949837b8560e2/pillow-12.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0847a763afefb695bc912d7c131e7e0632d4edc1d8698f58ddabec8e46b8b6d3", size = 6937129, upload-time = "2026-07-01T11:54:38.216Z" }, + { url = "https://files.pythonhosted.org/packages/70/4d/105627a13300c5e0df1d174230b32fd1273062c96f7745fd552b945d1e1d/pillow-12.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:571b9fcb07b97ef3a492028fb3d2dc0993ca23a06138b0315286566d29ef718a", size = 6339562, upload-time = "2026-07-01T11:54:40.354Z" }, + { url = "https://files.pythonhosted.org/packages/6b/1d/f13de01a553988ab895ba1c722e06cf3144d4f57656fd5b81b6d881f1179/pillow-12.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:756c768d0c9c2955feb7a56c37ea24aea2e369f8d36a88da270b6a9f19e62b5e", size = 7049439, upload-time = "2026-07-01T11:54:42.489Z" }, + { url = "https://files.pythonhosted.org/packages/c9/f9/066794cca041b969964f779ee5fa66a9498bbf34248ac39c5d7954e4198f/pillow-12.3.0-cp313-cp313-win32.whl", hash = "sha256:a876864214e136f0eb367788dbd7df045f4806801518e2cfe9e13229cfe06d8f", size = 6473287, upload-time = "2026-07-01T11:54:44.9Z" }, + { url = "https://files.pythonhosted.org/packages/a6/9b/7a58e61d62be561da3a356fe2384d4059a6345fc130e23ef1c36a5b81d24/pillow-12.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:1cca606cd25738df4ed873d5ad46bbdb3d83b5cbca291f6b4ff13a4df6b0bbe8", size = 7239691, upload-time = "2026-07-01T11:54:47.141Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b0/c4ed4f0ef8f8fa5ee8351537db6650bb8189f7e118842978dd6589065692/pillow-12.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:b629de27fda84b42cde7edef0d85f13b958b47f6e9bbcbba9b673c562a89bd8b", size = 2568185, upload-time = "2026-07-01T11:54:49.137Z" }, + { url = "https://files.pythonhosted.org/packages/dc/01/001f65b68192f0228cc1dbbc8d2530ab5d58b61037ba0587f946fea607cd/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:9cf95fe4d0f84c82d282745d9bb08ad9f926efa00be4697e767b814ce40d4330", size = 4161736, upload-time = "2026-07-01T11:54:51.156Z" }, + { url = "https://files.pythonhosted.org/packages/1a/d2/0219746d0fd16fc8a84498e79452375be3797d3ce4044596ce565164b84f/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:8728f216dcdb6e6d555cf971cb34076139ad74b31fc2c14da4fafc741c5f6217", size = 4255435, upload-time = "2026-07-01T11:54:53.414Z" }, + { url = "https://files.pythonhosted.org/packages/c8/02/8d0bc62ef0302318c46ff2a512822d2610e81c7aa46c9b3abe6cbaca5ad0/pillow-12.3.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:a45650e8ce7fafffd731db8550230db6b0d306d181a90b67d3e6bca2f1990930", size = 3696262, upload-time = "2026-07-01T11:54:55.739Z" }, + { url = "https://files.pythonhosted.org/packages/85/e2/73c77d218410b14f5f2d565e8a998d5317b7b9c75368d29985139f7a46f0/pillow-12.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ba54cfebe86920a559a7c4d6b9050791c20513650a1952ebe3368c7dc70306f8", size = 5350344, upload-time = "2026-07-01T11:54:57.657Z" }, + { url = "https://files.pythonhosted.org/packages/c7/da/32c752228ae345f489e3a42499d817b6c3996da7e8a3bc7a04fc806b243b/pillow-12.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:e158cb00350dc278f3b91551101aa7d12415a66ebf2c91d8d5ac14e56ddd3ad0", size = 4780131, upload-time = "2026-07-01T11:54:59.713Z" }, + { url = "https://files.pythonhosted.org/packages/b1/9d/8b2c807dbef61a5197c047afe99823787eb66f63daf9fb2432f91d6f0462/pillow-12.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e9aeb04d6aef139de265b29683e119b638208f88cf73cdd1658aa07221165321", size = 6263757, upload-time = "2026-07-01T11:55:01.778Z" }, + { url = "https://files.pythonhosted.org/packages/5c/44/c85361f65dbe00eea8576ee467c768d25129989efb76e94f205e9ca9bb46/pillow-12.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:251bf95b67017e27b13d82f5b326234ca62d70f9cf4c2b9032de2358a3b12c7b", size = 6936962, upload-time = "2026-07-01T11:55:03.93Z" }, + { url = "https://files.pythonhosted.org/packages/18/7e/e483414b35800b86b6f08dbbc7803fb5cd52c4d6f897f47d53ea2c7e6f65/pillow-12.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fe3cca2e4e8a592be0f269a1ca4835c25199d9f3ce815c8491048f785b0a0198", size = 6339171, upload-time = "2026-07-01T11:55:05.989Z" }, + { url = "https://files.pythonhosted.org/packages/f0/f4/68c491844841ede6bed70189546b3ee9731cf9f2cbad396faff5e1ccba45/pillow-12.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:23aceaa007d6172b02c277f0cd359c79492bbb14f7072b4ede9fbcaf20648130", size = 7048116, upload-time = "2026-07-01T11:55:08.131Z" }, + { url = "https://files.pythonhosted.org/packages/a3/34/77f3f793fed8efc7d243f21b33c5a3f0d1c97ee70346d3db855587e155ff/pillow-12.3.0-cp314-cp314-win32.whl", hash = "sha256:af8d94b0db561cf68b88a267c5c44b49e134f525d0dc2cb7ed413a66bc23559a", size = 6467209, upload-time = "2026-07-01T11:55:10.408Z" }, + { url = "https://files.pythonhosted.org/packages/f1/e0/492879f69d94f91f60fc8cd05ba03650e9520afebb2fb7aa12777d7c7f38/pillow-12.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:fdafc9cce40277e0f7a0feabce0ee50dd2fa1800f3b38015e51296b5e814048d", size = 7237707, upload-time = "2026-07-01T11:55:12.745Z" }, + { url = "https://files.pythonhosted.org/packages/c9/ac/6b11f2875f1c2ac040d84e1bbf9cf22a88038f901ca1037898b280b38365/pillow-12.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:e91206ee562682b51b98ef4b26a6ef48fd84e15fd4c4bc5ec768eb641d206838", size = 2565995, upload-time = "2026-07-01T11:55:14.736Z" }, + { url = "https://files.pythonhosted.org/packages/52/69/c2208e56af9bfc1913afb24020297a691eb1d4ef688474c8a04913f65e04/pillow-12.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:164b31cd1a0490ab6efae01aa5df49da7061be0af1b30e035b6e9a1bfe34ee6e", size = 5352503, upload-time = "2026-07-01T11:55:17.076Z" }, + { url = "https://files.pythonhosted.org/packages/07/70/e5686d753e898a45d778ff1718dba8516ead6ab6b95d85fc8c4b70650cf2/pillow-12.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5afb51d599ea772b8365ae807ae557f18bccfe46ab261fd1c2a9ed700fc6eb17", size = 4782956, upload-time = "2026-07-01T11:55:19.448Z" }, + { url = "https://files.pythonhosted.org/packages/d5/37/25c6692f06927ee973ff18c8d9ee98ad0b4d84ee67a09610c2dd1447958e/pillow-12.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3edce1d53195db527e0191f84b71d02022de0540bf43a16ed734ed7537b07385", size = 6322855, upload-time = "2026-07-01T11:55:21.613Z" }, + { url = "https://files.pythonhosted.org/packages/cc/91/420637fcb8f1bc11029e403b4538e6694744428d8246118e45719f944556/pillow-12.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bf16ba1b4d0b6b7c8e534936632270cf70eb00dbe09005bc345b2677b726855c", size = 6989642, upload-time = "2026-07-01T11:55:24.006Z" }, + { url = "https://files.pythonhosted.org/packages/10/08/b94d7811281ccf0d143a1cf768d1c49e1e54af63e7b708ab2ee3eb87face/pillow-12.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:24870b09b224f7ae3c39ed07d10e819d06f8720bc551847b1d623832b5b0e28d", size = 6391281, upload-time = "2026-07-01T11:55:26.252Z" }, + { url = "https://files.pythonhosted.org/packages/d2/87/24233f785f55474dc02ce3e739c5528a77e3a862e9333d1dd7a25cc31f70/pillow-12.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:30f2aa603c41533cc25c05acd0da21636e84a315768feb631c937177db558931", size = 7096716, upload-time = "2026-07-01T11:55:28.318Z" }, + { url = "https://files.pythonhosted.org/packages/23/26/fcb2f6e37175b04f53570b59937867e2b80ee1685e744023153028fc14f9/pillow-12.3.0-cp314-cp314t-win32.whl", hash = "sha256:4b0a7fe987b14c31ebda6083f74f22b561fd3739bc0ac51e019622e3d72668c7", size = 6474125, upload-time = "2026-07-01T11:55:30.956Z" }, + { url = "https://files.pythonhosted.org/packages/90/de/3634abee5f1c9e13c56787b7d5517b0ba8d6de51700b95578cf338349c9f/pillow-12.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:962864dc93511324d51ddbb5b9f8731bf71675b93ca612a07441896f4688fb8c", size = 7242939, upload-time = "2026-07-01T11:55:34.044Z" }, + { url = "https://files.pythonhosted.org/packages/ce/2a/fd13f8eb24de5714a6eb444a3d67e2842c6c576e159a43793adf23051351/pillow-12.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0740a512dc522224c77d9aa5a8d70d8b7d73fb91f2c21125d8d025d3b8990e45", size = 2567506, upload-time = "2026-07-01T11:55:35.988Z" }, + { url = "https://files.pythonhosted.org/packages/5d/dc/8fdce34ec725a33c81c6ba122b904d6b9024e50ea9ac7bede62fab54506c/pillow-12.3.0-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0feb2e9d6ad6c9e3c06effe9d00f3f1e618a6643273576b016f591e9315a7139", size = 4162063, upload-time = "2026-07-01T11:55:37.941Z" }, + { url = "https://files.pythonhosted.org/packages/76/66/2044b9a63d3b84ff048228dfcb7cd9bf0df983e8470971bf7d4c57b693de/pillow-12.3.0-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:9e881fca225083806662a5c43d627d215f258ff43c890f831966c7d7ba9c7402", size = 4255549, upload-time = "2026-07-01T11:55:40.022Z" }, + { url = "https://files.pythonhosted.org/packages/52/7e/1f67e6f4ece6b582ee4b539decbcc9f848dc245a93ed8cd7338bafef72f1/pillow-12.3.0-cp315-cp315-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:4998562bf62a445225f22e07c896bb04b35b1b1f2eb6d760584c9c51d7a5f78c", size = 3696331, upload-time = "2026-07-01T11:55:41.98Z" }, + { url = "https://files.pythonhosted.org/packages/12/40/d306fc2c8e4d45d7f175c77edca7063be7b86fe7fe6e68f4353bf71d808c/pillow-12.3.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:dc624f6bc473dacdf7ef7eb8678d0d08edf15cd94fad6ae5c7d6cc67a4e4902f", size = 5350370, upload-time = "2026-07-01T11:55:44.028Z" }, + { url = "https://files.pythonhosted.org/packages/dd/44/668fb1437e8ce420f62d6106eb66e44a5971602a4d794615bdf79315d82d/pillow-12.3.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:71d6097b330eea8fd15097780c8e89cb1a8ce7838669f48c5bacd6f663dd4701", size = 4780147, upload-time = "2026-07-01T11:55:46.073Z" }, + { url = "https://files.pythonhosted.org/packages/0c/08/93fa2e70e30a2d81547e481b6ee2bb9522117221fb1e0ce4b5df70967677/pillow-12.3.0-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:28ce87c5ab450a9dd970b52e5aca5fe63ed432d18a2eaddd1979a00a1ba24ace", size = 6273659, upload-time = "2026-07-01T11:55:48.264Z" }, + { url = "https://files.pythonhosted.org/packages/f8/6d/043e96ff814fc31a33077e4cba86082167db520c93632afdf2042febbb0c/pillow-12.3.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6b02afb9b97f65fbca5f31db6a2a3ba21aa93030225f150fa3f249717e938fb4", size = 6947439, upload-time = "2026-07-01T11:55:50.503Z" }, + { url = "https://files.pythonhosted.org/packages/af/92/ba71d2ee2ac0edf3fa33bd9d5ee9ee080da70b1766f3ca3934f9938ddac9/pillow-12.3.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:1182d52bc2d5e5d7d0949503aa7e36d12f42205dc287e4883f407b1988820d39", size = 6353577, upload-time = "2026-07-01T11:55:52.697Z" }, + { url = "https://files.pythonhosted.org/packages/0f/ce/e63064e2122923ff687c8ad792d0d736a7b3920a56a46982e81a7fdd25d6/pillow-12.3.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:e795b7eb908249c4e43c7c99fac7c2c75dab0c43566e37db472a355f63693d71", size = 7060394, upload-time = "2026-07-01T11:55:55.149Z" }, + { url = "https://files.pythonhosted.org/packages/54/76/a09cc3ccc8d773a7283d34c38bec1708f9e3cc932093cbc4c5e71ac4060b/pillow-12.3.0-cp315-cp315-win32.whl", hash = "sha256:57b3d78c95ba9059768b10e28b813002261d3f3dfc55cc48b0c988f625175827", size = 6467375, upload-time = "2026-07-01T11:55:57.769Z" }, + { url = "https://files.pythonhosted.org/packages/3e/03/1846c49ba3b1d5550392a4bbd06d6fb4578e1cd91a803198b5c90f5f7d53/pillow-12.3.0-cp315-cp315-win_amd64.whl", hash = "sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5", size = 7237048, upload-time = "2026-07-01T11:55:59.975Z" }, + { url = "https://files.pythonhosted.org/packages/fb/bb/89f35dcc79610423f9f195504d7def7f0d1416a711541b42867e25fe3412/pillow-12.3.0-cp315-cp315-win_arm64.whl", hash = "sha256:877c3f311ff35410f690861c4409e7ccbf0cd2f878e50628a28e5a0bb689e658", size = 2566006, upload-time = "2026-07-01T11:56:02.143Z" }, + { url = "https://files.pythonhosted.org/packages/30/88/707027ba09942dfa2c28759b5c222d769290a41c6d20ea60ec250801941f/pillow-12.3.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:e9871b1ffbfa9656b60aeee92ed5136a5742696006fa322b29ea3d8da0ecc9cf", size = 5352509, upload-time = "2026-07-01T11:56:04.2Z" }, + { url = "https://files.pythonhosted.org/packages/b0/6d/00352fa25332c2569cd387851f568cc5a4b75a9adbfb37ac4fbce4c02eec/pillow-12.3.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:53aa02d20d10c3d814d536aa4e5ac9b84ca0ff5a88377963b085ad6822f93e64", size = 4783167, upload-time = "2026-07-01T11:56:06.631Z" }, + { url = "https://files.pythonhosted.org/packages/13/4f/9e049dfa21af7c22427275720e2490267ba8138120add5c4c574deb69782/pillow-12.3.0-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:446c34dcc4324b084a53b705127dc15717b22c5e140ae0a3c38349d4efec071e", size = 6329237, upload-time = "2026-07-01T11:56:08.868Z" }, + { url = "https://files.pythonhosted.org/packages/36/16/cf6eeaae8d0fce8dd390a33437cf68c5d5bd73834a2bc6e2f14efda0ab45/pillow-12.3.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cf1845d02ad822a369a49f2bb9345b1614744267682e7a03527dc3bf6eea1777", size = 6997047, upload-time = "2026-07-01T11:56:11.379Z" }, + { url = "https://files.pythonhosted.org/packages/1e/69/dbf769bdd55f48bf5733cac28edc6364ffaa072ec9ba336266e4fe66be55/pillow-12.3.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:186941b6aef820ad110fb01fb06eb925374dc3a21b17e37ec9a53b250c6fe2d1", size = 6400440, upload-time = "2026-07-01T11:56:13.908Z" }, + { url = "https://files.pythonhosted.org/packages/a0/e1/ffc9cfc2eea0d178da8018e18e959301ad9d6bc9f3edb7181e748a474b97/pillow-12.3.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:f13c32a3abd6079a66d9526e18dad9b6d280384d49d7c54040cd57b6424041d9", size = 7105895, upload-time = "2026-07-01T11:56:16.575Z" }, + { url = "https://files.pythonhosted.org/packages/18/f0/a5595c1e8c3ae44b9828cb2f0fa8155e5095ef04d6327b8f61cf44a3df85/pillow-12.3.0-cp315-cp315t-win32.whl", hash = "sha256:1657923d2d45afb66526e5b933e5b3052e6bdea196c90d3abb2424e18c77dae8", size = 6474384, upload-time = "2026-07-01T11:56:18.855Z" }, + { url = "https://files.pythonhosted.org/packages/e4/04/62bcd9f844984c5938d3b05264a61d797a29d3e0812341a8204af70bbdee/pillow-12.3.0-cp315-cp315t-win_amd64.whl", hash = "sha256:8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418", size = 7243537, upload-time = "2026-07-01T11:56:21.214Z" }, + { url = "https://files.pythonhosted.org/packages/3d/68/1f3066acedf37673694a7141381d8f811ae97f30d34413d236abe7d489f1/pillow-12.3.0-cp315-cp315t-win_arm64.whl", hash = "sha256:06ff022112bc9cbf83b60f8e028d94ad87b60621706487e65f673de61610ab59", size = 2567491, upload-time = "2026-07-01T11:56:23.506Z" }, + { url = "https://files.pythonhosted.org/packages/75/18/2e8b40223153ccbc60df07f9e8928dc0c76202aa4e55ae9f53962b6510d6/pillow-12.3.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:b3c777e849237620b022f7f297dd67705f9f5cf1685f09f02e46f93e92725468", size = 5302510, upload-time = "2026-07-01T11:56:25.736Z" }, + { url = "https://files.pythonhosted.org/packages/46/3e/51fabf59d5ab801ceab709453d3ab6b180083496579549de4c45ced6528a/pillow-12.3.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:b343699e8308bdc51978310e1c959c584e7869cc8c40780058c87da7781a1e94", size = 4736058, upload-time = "2026-07-01T11:56:28.041Z" }, + { url = "https://files.pythonhosted.org/packages/bf/20/22fe9384b7949e25fb1293bcfc84fb82590ff4ea6b37c95b24d26d793d86/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fbd139c8447d25dd750ab79ee274cc5e1fe80fc56340ab10b18a195e1b6eca3e", size = 5237776, upload-time = "2026-07-01T11:56:30.263Z" }, + { url = "https://files.pythonhosted.org/packages/08/14/f6ba68107680ffa74b39985f3f30884e41318fbc4250caa423c79b4788bb/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e7e480451b9fa137494bccd3a7d69adbe8ac65a87d97be61e11f1b1050a5bac3", size = 5860358, upload-time = "2026-07-01T11:56:32.68Z" }, + { url = "https://files.pythonhosted.org/packages/36/54/0169bc772ec491108b62f644f8ecf1fe5d8ae5ebafde2ee2142210166903/pillow-12.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:04f01d28a6aaff387bf842a13be313df23ba0597a44f1a976c9feb3c6ff4711a", size = 7231786, upload-time = "2026-07-01T11:56:35.046Z" }, +] + +[[package]] +name = "pluggy" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, +] + +[[package]] +name = "pygments" +version = "2.21.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/49/2e/ced460408999b33da6b31b0021b0f37d329e202d4169aeb164493778f25b/pygments-2.21.0.tar.gz", hash = "sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c", size = 5005329, upload-time = "2026-08-17T08:02:48.824Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/71/46/17f022dd3e953bf20a04a028a21ec746d942f8d2af30fa0f124fa0e6a684/pygments-2.21.0-py3-none-any.whl", hash = "sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9", size = 1250147, upload-time = "2026-08-17T08:02:44.912Z" }, +] + +[[package]] +name = "pyparsing" +version = "3.3.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" }, +] + +[[package]] +name = "pytest" +version = "8.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "iniconfig" }, + { name = "packaging" }, + { name = "pluggy" }, + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a3/5c/00a0e072241553e1a7496d638deababa67c5058571567b92a7eaa258397c/pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01", size = 1519618, upload-time = "2025-09-04T14:34:22.711Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79", size = 365750, upload-time = "2025-09-04T14:34:20.226Z" }, +] + +[[package]] +name = "python-dateutil" +version = "2.9.0.post0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "six" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" }, +] + +[[package]] +name = "six" +version = "1.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, +] diff --git a/prototype/ioannidis-app-to-cli/cli/starter/.gitignore b/prototype/ioannidis-app-to-cli/cli/starter/.gitignore new file mode 100644 index 0000000..b1f9383 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/.gitignore @@ -0,0 +1,4 @@ +.pytest_cache/ +.venv/ +__pycache__/ +artifacts/ diff --git a/prototype/ioannidis-app-to-cli/cli/starter/pyproject.toml b/prototype/ioannidis-app-to-cli/cli/starter/pyproject.toml new file mode 100644 index 0000000..e28ef25 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/pyproject.toml @@ -0,0 +1,26 @@ +[project] +name = "ioannidis-reproduction" +version = "0.1.0" +description = "Verified reproduction of Ioannidis (2005) Figure 1 and Table 4" +requires-python = ">=3.11" +dependencies = [ + "matplotlib>=3.10,<4", + "numpy>=2,<3", +] + +[dependency-groups] +dev = ["pytest>=8,<9"] + +[project.scripts] +ioannidis-reproduce = "ioannidis_reproduction.cli:main" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["src/ioannidis_reproduction"] + +[tool.pytest.ini_options] +pythonpath = ["src"] +testpaths = ["tests"] diff --git a/prototype/ioannidis-app-to-cli/cli/starter/reference/figure1_checkpoints.json b/prototype/ioannidis-app-to-cli/cli/starter/reference/figure1_checkpoints.json new file mode 100644 index 0000000..17ed27e --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/reference/figure1_checkpoints.json @@ -0,0 +1,74 @@ +[ + { + "power": 0.8, + "bias": 0.05, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.453781512605, 0.805970149254, 0.892561983471] + }, + { + "power": 0.8, + "bias": 0.2, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.259259259259, 0.636363636364, 0.777777777778] + }, + { + "power": 0.8, + "bias": 0.5, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.146341463415, 0.461538461538, 0.631578947368] + }, + { + "power": 0.8, + "bias": 0.8, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.105960264901, 0.372093023256, 0.542372881356] + }, + { + "power": 0.5, + "bias": 0.05, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.35, 0.729166666667, 0.843373493976] + }, + { + "power": 0.5, + "bias": 0.2, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.2, 0.555555555556, 0.714285714286] + }, + { + "power": 0.5, + "bias": 0.5, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.125, 0.416666666667, 0.588235294118] + }, + { + "power": 0.5, + "bias": 0.8, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.1, 0.357142857143, 0.526315789474] + }, + { + "power": 0.2, + "bias": 0.05, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.197530864198, 0.551724137931, 0.711111111111] + }, + { + "power": 0.2, + "bias": 0.2, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.130434782609, 0.428571428571, 0.6] + }, + { + "power": 0.2, + "bias": 0.5, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.102564102564, 0.363636363636, 0.533333333333] + }, + { + "power": 0.2, + "bias": 0.8, + "odds": [0.1, 0.5, 1.0], + "ppv": [0.093959731544, 0.341463414634, 0.509090909091] + } +] diff --git a/prototype/ioannidis-app-to-cli/cli/starter/reference/published_table4.csv b/prototype/ioannidis-app-to-cli/cli/starter/reference/published_table4.csv new file mode 100644 index 0000000..bd78ee3 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/reference/published_table4.csv @@ -0,0 +1,10 @@ +power,odds,bias,published_ppv,digits,label +0.80,1,0.10,0.85,2,Adequately powered RCT with little bias +0.95,2,0.30,0.85,2,Confirmatory meta-analysis of good-quality RCTs +0.80,0.3333333333333333,0.40,0.41,2,Meta-analysis of small inconclusive studies +0.20,0.2,0.20,0.23,2,Underpowered but well-performed phase I/II RCT +0.20,0.2,0.80,0.17,2,Underpowered poorly performed phase I/II RCT +0.80,0.1,0.30,0.20,2,Adequately powered exploratory epidemiological study +0.20,0.1,0.30,0.12,2,Underpowered exploratory epidemiological study +0.20,0.001,0.80,0.0010,4,Discovery-oriented exploratory research with massive testing +0.20,0.001,0.20,0.0015,4,Massive testing with more limited bias diff --git a/prototype/ioannidis-app-to-cli/cli/starter/src/ioannidis_reproduction/__init__.py b/prototype/ioannidis-app-to-cli/cli/starter/src/ioannidis_reproduction/__init__.py new file mode 100644 index 0000000..e3f71a5 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/src/ioannidis_reproduction/__init__.py @@ -0,0 +1 @@ +"""Implement the audited reproduction in this package.""" diff --git a/prototype/ioannidis-app-to-cli/cli/starter/tests/test_cli.py b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_cli.py new file mode 100644 index 0000000..89206d1 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_cli.py @@ -0,0 +1,37 @@ +import os +from pathlib import Path +import subprocess +import sys + +from ioannidis_reproduction.cli import main + + +def test_cli_prints_a_status_for_every_check(tmp_path: Path, capsys) -> None: + result = main(["--output", str(tmp_path / "figure1.png")]) + output = capsys.readouterr().out + assert result == 0 + assert output.count("Table 4 row") == 9 + assert "Table 2 printed expression: UNMATCHED" in output + assert "Table 2 corrected expression: MATCH" in output + assert output.count("Figure 1 curve") == 12 + assert output.rstrip().endswith("OVERALL: MATCH") + + +def test_module_cli_has_clean_stderr(tmp_path: Path) -> None: + environment = os.environ.copy() + environment.pop("MPLCONFIGDIR", None) + completed = subprocess.run( + [ + sys.executable, + "-m", + "ioannidis_reproduction.cli", + "--output", + str(tmp_path / "figure1.png"), + ], + check=False, + capture_output=True, + text=True, + env=environment, + ) + assert completed.returncode == 0 + assert completed.stderr == "" diff --git a/prototype/ioannidis-app-to-cli/cli/starter/tests/test_figure1.py b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_figure1.py new file mode 100644 index 0000000..9ef9097 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_figure1.py @@ -0,0 +1,23 @@ +import json +from pathlib import Path + +import pytest + +from ioannidis_reproduction.figure1 import figure1_values, save_figure1 + + +REFERENCE = Path(__file__).parents[1] / "reference" / "figure1_checkpoints.json" + + +def test_all_figure1_checkpoints_match_the_independent_oracle() -> None: + rows = json.loads(REFERENCE.read_text()) + for row in rows: + computed = figure1_values(row["power"], row["bias"], row["odds"]) + assert computed == pytest.approx(row["ppv"], abs=1e-12) + + +def test_figure1_is_rendered_as_a_nonempty_png(tmp_path: Path) -> None: + output = tmp_path / "figure1.png" + save_figure1(output) + assert output.read_bytes().startswith(b"\x89PNG\r\n\x1a\n") + assert output.stat().st_size > 20_000 diff --git a/prototype/ioannidis-app-to-cli/cli/starter/tests/test_learning_artifacts.py b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_learning_artifacts.py new file mode 100644 index 0000000..1823d0a --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_learning_artifacts.py @@ -0,0 +1,120 @@ +import hashlib +import json +import re +from pathlib import Path + + +APP = Path(__file__).parents[3] / "app" +PROTOTYPE = APP.parent +REFERENCE = Path(__file__).parents[1] / "reference" + + +def require(path: Path, terms: tuple[str, ...]) -> None: + text = path.read_text().lower() + for term in terms: + assert term.lower() in text, f"{term!r} missing from {path}" + + +def test_three_prompts_and_three_portable_outputs_exist() -> None: + for name in ( + "01-paper-companion.md", + "02-independent-audit.md", + "03-replication-brief.md", + ): + assert (APP / "prompts" / name).is_file() + for name in ("paper-companion.md", "audit-report.md", "replication-brief.md"): + assert (APP / "example-outputs" / name).is_file() + + +def test_companion_separates_source_inference_and_uncertainty() -> None: + require( + APP / "example-outputs" / "paper-companion.md", + ( + "90-second explanation", + "reading map", + "[paper]", + "[inference]", + "[open question]", + ), + ) + + +def test_audit_reports_the_correction_and_verdicts() -> None: + require( + APP / "example-outputs" / "audit-report.md", + ("10.1371/journal.pmed.1004085", "supported", "qualified"), + ) + + +def test_replication_brief_is_an_executable_contract() -> None: + require( + APP / "example-outputs" / "replication-brief.md", + ("inputs", "equations", "acceptance tests", "figure 1", "table 4", "table 2"), + ) + + +def test_workflow_passes_live_artifacts_between_stages() -> None: + audit_prompt = (APP / "prompts" / "02-independent-audit.md").read_text() + brief_prompt = (APP / "prompts" / "03-replication-brief.md").read_text() + readme = (PROTOTYPE / "README.md").read_text() + + assert "example-outputs" not in audit_prompt + assert "paper-companion.md" in audit_prompt + assert "example-outputs" not in brief_prompt + assert "audit-report.md" in brief_prompt + assert "reference/published_table4.csv" in brief_prompt + assert "reference/figure1_checkpoints.json" in brief_prompt + assert "reference/published_table4.csv" in readme + assert "reference/figure1_checkpoints.json" in readme + assert "Read replication-brief.md." in readme + assert "Read ../../app/example-outputs/replication-brief.md." not in readme + + +def test_audit_covers_every_companion_claim_id() -> None: + companion = (APP / "example-outputs" / "paper-companion.md").read_text() + audit = (APP / "example-outputs" / "audit-report.md").read_text() + companion_claims = re.findall(r"\[C\d{2}\]", companion) + audit_rows = re.findall( + r"^\| (\[C\d{2}\]) \| \*\*(SUPPORTED|QUALIFIED|UNSUPPORTED)\*\* \| (.+) \|$", + audit, + flags=re.MULTILINE, + ) + audited_claims = [claim_id for claim_id, _, _ in audit_rows] + + assert len(companion_claims) >= 20 + assert len(companion_claims) == len(set(companion_claims)) + assert len(audited_claims) == len(set(audited_claims)) + assert set(audited_claims) == set(companion_claims) + assert all(len(evidence.strip()) >= 20 for _, _, evidence in audit_rows) + + +def test_audit_status_has_official_record_and_access_date() -> None: + audit = (APP / "example-outputs" / "audit-report.md").read_text() + + assert ( + "https://journals.plos.org/plosmedicine/article?" + "id=10.1371/journal.pmed.0020124" + ) in audit + assert re.search(r"checked on \d{4}-\d{2}-\d{2}", audit) + + +def test_replication_brief_pins_the_figure_oracle() -> None: + brief = (APP / "example-outputs" / "replication-brief.md").read_text() + files = ("published_table4.csv", "figure1_checkpoints.json") + + for name in files: + digest = hashlib.sha256((REFERENCE / name).read_bytes()).hexdigest() + assert f"reference/{name}" in brief + assert digest in brief + + checkpoints = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + assert len(checkpoints) == 12 + assert sum(len(curve["ppv"]) for curve in checkpoints) == 36 + assert "36 checkpoints" in brief + + +def test_dry_run_records_locked_environment_setup() -> None: + require( + PROTOTYPE / "dry-run" / "RESULTS.md", + ("uv sync --locked", "exit code 0", "measured wall time"), + ) diff --git a/prototype/ioannidis-app-to-cli/cli/starter/tests/test_model.py b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_model.py new file mode 100644 index 0000000..73005bc --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_model.py @@ -0,0 +1,58 @@ +import csv +from math import isclose +from pathlib import Path + +import pytest + +from ioannidis_reproduction.model import ( + corrected_false_positive_cell, + negative_finding_no_relationship_cell, + no_relationship_column_total, + ppv_with_bias, + printed_false_positive_cell, +) + + +REFERENCE = Path(__file__).parents[1] / "reference" / "published_table4.csv" + + +def test_published_table4_values_match_after_published_rounding() -> None: + with REFERENCE.open(newline="") as handle: + rows = list(csv.DictReader(handle)) + for row in rows: + computed = ppv_with_bias( + power=float(row["power"]), + odds=float(row["odds"]), + bias=float(row["bias"]), + ) + assert f'{computed:.{int(row["digits"])}f}' == row["published_ppv"] + + +@pytest.mark.parametrize( + ("name", "kwargs"), + [ + ("power", {"power": -0.1, "odds": 1.0, "bias": 0.1}), + ("odds", {"power": 0.8, "odds": -1.0, "bias": 0.1}), + ("bias", {"power": 0.8, "odds": 1.0, "bias": 1.1}), + ("alpha", {"power": 0.8, "odds": 1.0, "bias": 0.1, "alpha": 1.1}), + ], +) +def test_invalid_probabilities_and_odds_are_rejected( + name: str, kwargs: dict[str, float] +) -> None: + with pytest.raises(ValueError, match=name): + ppv_with_bias(**kwargs) + + +def test_corrected_table2_cells_sum_to_the_no_relationship_column_total() -> None: + corrected_sum = corrected_false_positive_cell(1000, 0.1, 0.3) + ( + negative_finding_no_relationship_cell(1000, 0.1, 0.3) + ) + assert isclose(corrected_sum, no_relationship_column_total(1000, 0.1)) + + +def test_printed_table2_expression_breaks_the_column_total_identity() -> None: + printed_sum = printed_false_positive_cell(1000, 0.1, 0.3) + ( + negative_finding_no_relationship_cell(1000, 0.1, 0.3) + ) + assert not isclose(printed_sum, no_relationship_column_total(1000, 0.1)) diff --git a/prototype/ioannidis-app-to-cli/cli/starter/tests/test_reference_data.py b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_reference_data.py new file mode 100644 index 0000000..8ea715a --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_reference_data.py @@ -0,0 +1,33 @@ +import csv +import json +from pathlib import Path + + +REFERENCE = Path(__file__).parents[1] / "reference" + + +def test_table4_oracle_is_a_literal_transcription() -> None: + with (REFERENCE / "published_table4.csv").open(newline="") as handle: + rows = list(csv.DictReader(handle)) + assert [(row["published_ppv"], row["digits"]) for row in rows] == [ + ("0.85", "2"), + ("0.85", "2"), + ("0.41", "2"), + ("0.23", "2"), + ("0.17", "2"), + ("0.20", "2"), + ("0.12", "2"), + ("0.0010", "4"), + ("0.0015", "4"), + ] + + +def test_figure1_oracle_covers_every_published_curve() -> None: + checkpoints = json.loads((REFERENCE / "figure1_checkpoints.json").read_text()) + assert len(checkpoints) == 12 + assert {(row["power"], row["bias"]) for row in checkpoints} == { + (power, bias) + for power in (0.8, 0.5, 0.2) + for bias in (0.05, 0.2, 0.5, 0.8) + } + assert all(row["odds"] == [0.1, 0.5, 1.0] for row in checkpoints) diff --git a/prototype/ioannidis-app-to-cli/cli/starter/tests/test_sources.py b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_sources.py new file mode 100644 index 0000000..2ea111b --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/tests/test_sources.py @@ -0,0 +1,18 @@ +from hashlib import sha256 +from pathlib import Path + + +SOURCES = Path(__file__).parents[3] / "sources" + + +def digest(name: str) -> str: + return sha256((SOURCES / name).read_bytes()).hexdigest() + + +def test_open_access_source_hashes_are_pinned() -> None: + assert digest("ioannidis-2005.pdf") == ( + "ffc1005680cb620eec4c913437dfabbf311b535cfe16cbaeb2faec1f92afc362" + ) + assert digest("ioannidis-2022-correction.pdf") == ( + "3cf06b98e2f61177d80c53ada12cd91949400dfdd114fefe9e2b47b87948c65e" + ) diff --git a/prototype/ioannidis-app-to-cli/cli/starter/uv.lock b/prototype/ioannidis-app-to-cli/cli/starter/uv.lock new file mode 100644 index 0000000..6264d95 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/cli/starter/uv.lock @@ -0,0 +1,701 @@ +version = 1 +revision = 3 +requires-python = ">=3.11" +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version < '3.12'", +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "contourpy" +version = "1.3.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/91/2e/c4390a31919d8a78b90e8ecf87cd4b4c4f05a5b48d05ec17db8e5404c6f4/contourpy-1.3.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:709a48ef9a690e1343202916450bc48b9e51c049b089c7f79a267b46cffcdaa1", size = 288773, upload-time = "2025-07-26T12:01:02.277Z" }, + { url = "https://files.pythonhosted.org/packages/0d/44/c4b0b6095fef4dc9c420e041799591e3b63e9619e3044f7f4f6c21c0ab24/contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:23416f38bfd74d5d28ab8429cc4d63fa67d5068bd711a85edb1c3fb0c3e2f381", size = 270149, upload-time = "2025-07-26T12:01:04.072Z" }, + { url = "https://files.pythonhosted.org/packages/30/2e/dd4ced42fefac8470661d7cb7e264808425e6c5d56d175291e93890cce09/contourpy-1.3.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:929ddf8c4c7f348e4c0a5a3a714b5c8542ffaa8c22954862a46ca1813b667ee7", size = 329222, upload-time = "2025-07-26T12:01:05.688Z" }, + { url = "https://files.pythonhosted.org/packages/f2/74/cc6ec2548e3d276c71389ea4802a774b7aa3558223b7bade3f25787fafc2/contourpy-1.3.3-cp311-cp311-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9e999574eddae35f1312c2b4b717b7885d4edd6cb46700e04f7f02db454e67c1", size = 377234, upload-time = "2025-07-26T12:01:07.054Z" }, + { url = "https://files.pythonhosted.org/packages/03/b3/64ef723029f917410f75c09da54254c5f9ea90ef89b143ccadb09df14c15/contourpy-1.3.3-cp311-cp311-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0bf67e0e3f482cb69779dd3061b534eb35ac9b17f163d851e2a547d56dba0a3a", size = 380555, upload-time = "2025-07-26T12:01:08.801Z" }, + { url = "https://files.pythonhosted.org/packages/5f/4b/6157f24ca425b89fe2eb7e7be642375711ab671135be21e6faa100f7448c/contourpy-1.3.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:51e79c1f7470158e838808d4a996fa9bac72c498e93d8ebe5119bc1e6becb0db", size = 355238, upload-time = "2025-07-26T12:01:10.319Z" }, + { url = "https://files.pythonhosted.org/packages/98/56/f914f0dd678480708a04cfd2206e7c382533249bc5001eb9f58aa693e200/contourpy-1.3.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:598c3aaece21c503615fd59c92a3598b428b2f01bfb4b8ca9c4edeecc2438620", size = 1326218, upload-time = "2025-07-26T12:01:12.659Z" }, + { url = "https://files.pythonhosted.org/packages/fb/d7/4a972334a0c971acd5172389671113ae82aa7527073980c38d5868ff1161/contourpy-1.3.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:322ab1c99b008dad206d406bb61d014cf0174df491ae9d9d0fac6a6fda4f977f", size = 1392867, upload-time = "2025-07-26T12:01:15.533Z" }, + { url = "https://files.pythonhosted.org/packages/75/3e/f2cc6cd56dc8cff46b1a56232eabc6feea52720083ea71ab15523daab796/contourpy-1.3.3-cp311-cp311-win32.whl", hash = "sha256:fd907ae12cd483cd83e414b12941c632a969171bf90fc937d0c9f268a31cafff", size = 183677, upload-time = "2025-07-26T12:01:17.088Z" }, + { url = "https://files.pythonhosted.org/packages/98/4b/9bd370b004b5c9d8045c6c33cf65bae018b27aca550a3f657cdc99acdbd8/contourpy-1.3.3-cp311-cp311-win_amd64.whl", hash = "sha256:3519428f6be58431c56581f1694ba8e50626f2dd550af225f82fb5f5814d2a42", size = 225234, upload-time = "2025-07-26T12:01:18.256Z" }, + { url = "https://files.pythonhosted.org/packages/d9/b6/71771e02c2e004450c12b1120a5f488cad2e4d5b590b1af8bad060360fe4/contourpy-1.3.3-cp311-cp311-win_arm64.whl", hash = "sha256:15ff10bfada4bf92ec8b31c62bf7c1834c244019b4a33095a68000d7075df470", size = 193123, upload-time = "2025-07-26T12:01:19.848Z" }, + { url = "https://files.pythonhosted.org/packages/be/45/adfee365d9ea3d853550b2e735f9d66366701c65db7855cd07621732ccfc/contourpy-1.3.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b08a32ea2f8e42cf1d4be3169a98dd4be32bafe4f22b6c4cb4ba810fa9e5d2cb", size = 293419, upload-time = "2025-07-26T12:01:21.16Z" }, + { url = "https://files.pythonhosted.org/packages/53/3e/405b59cfa13021a56bba395a6b3aca8cec012b45bf177b0eaf7a202cde2c/contourpy-1.3.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:556dba8fb6f5d8742f2923fe9457dbdd51e1049c4a43fd3986a0b14a1d815fc6", size = 273979, upload-time = "2025-07-26T12:01:22.448Z" }, + { url = "https://files.pythonhosted.org/packages/d4/1c/a12359b9b2ca3a845e8f7f9ac08bdf776114eb931392fcad91743e2ea17b/contourpy-1.3.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:92d9abc807cf7d0e047b95ca5d957cf4792fcd04e920ca70d48add15c1a90ea7", size = 332653, upload-time = "2025-07-26T12:01:24.155Z" }, + { url = "https://files.pythonhosted.org/packages/63/12/897aeebfb475b7748ea67b61e045accdfcf0d971f8a588b67108ed7f5512/contourpy-1.3.3-cp312-cp312-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b2e8faa0ed68cb29af51edd8e24798bb661eac3bd9f65420c1887b6ca89987c8", size = 379536, upload-time = "2025-07-26T12:01:25.91Z" }, + { url = "https://files.pythonhosted.org/packages/43/8a/a8c584b82deb248930ce069e71576fc09bd7174bbd35183b7943fb1064fd/contourpy-1.3.3-cp312-cp312-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:626d60935cf668e70a5ce6ff184fd713e9683fb458898e4249b63be9e28286ea", size = 384397, upload-time = "2025-07-26T12:01:27.152Z" }, + { url = "https://files.pythonhosted.org/packages/cc/8f/ec6289987824b29529d0dfda0d74a07cec60e54b9c92f3c9da4c0ac732de/contourpy-1.3.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4d00e655fcef08aba35ec9610536bfe90267d7ab5ba944f7032549c55a146da1", size = 362601, upload-time = "2025-07-26T12:01:28.808Z" }, + { url = "https://files.pythonhosted.org/packages/05/0a/a3fe3be3ee2dceb3e615ebb4df97ae6f3828aa915d3e10549ce016302bd1/contourpy-1.3.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:451e71b5a7d597379ef572de31eeb909a87246974d960049a9848c3bc6c41bf7", size = 1331288, upload-time = "2025-07-26T12:01:31.198Z" }, + { url = "https://files.pythonhosted.org/packages/33/1d/acad9bd4e97f13f3e2b18a3977fe1b4a37ecf3d38d815333980c6c72e963/contourpy-1.3.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:459c1f020cd59fcfe6650180678a9993932d80d44ccde1fa1868977438f0b411", size = 1403386, upload-time = "2025-07-26T12:01:33.947Z" }, + { url = "https://files.pythonhosted.org/packages/cf/8f/5847f44a7fddf859704217a99a23a4f6417b10e5ab1256a179264561540e/contourpy-1.3.3-cp312-cp312-win32.whl", hash = "sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69", size = 185018, upload-time = "2025-07-26T12:01:35.64Z" }, + { url = "https://files.pythonhosted.org/packages/19/e8/6026ed58a64563186a9ee3f29f41261fd1828f527dd93d33b60feca63352/contourpy-1.3.3-cp312-cp312-win_amd64.whl", hash = "sha256:8153b8bfc11e1e4d75bcb0bff1db232f9e10b274e0929de9d608027e0d34ff8b", size = 226567, upload-time = "2025-07-26T12:01:36.804Z" }, + { url = "https://files.pythonhosted.org/packages/d1/e2/f05240d2c39a1ed228d8328a78b6f44cd695f7ef47beb3e684cf93604f86/contourpy-1.3.3-cp312-cp312-win_arm64.whl", hash = "sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc", size = 193655, upload-time = "2025-07-26T12:01:37.999Z" }, + { url = "https://files.pythonhosted.org/packages/68/35/0167aad910bbdb9599272bd96d01a9ec6852f36b9455cf2ca67bd4cc2d23/contourpy-1.3.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5", size = 293257, upload-time = "2025-07-26T12:01:39.367Z" }, + { url = "https://files.pythonhosted.org/packages/96/e4/7adcd9c8362745b2210728f209bfbcf7d91ba868a2c5f40d8b58f54c509b/contourpy-1.3.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1", size = 274034, upload-time = "2025-07-26T12:01:40.645Z" }, + { url = "https://files.pythonhosted.org/packages/73/23/90e31ceeed1de63058a02cb04b12f2de4b40e3bef5e082a7c18d9c8ae281/contourpy-1.3.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286", size = 334672, upload-time = "2025-07-26T12:01:41.942Z" }, + { url = "https://files.pythonhosted.org/packages/ed/93/b43d8acbe67392e659e1d984700e79eb67e2acb2bd7f62012b583a7f1b55/contourpy-1.3.3-cp313-cp313-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5", size = 381234, upload-time = "2025-07-26T12:01:43.499Z" }, + { url = "https://files.pythonhosted.org/packages/46/3b/bec82a3ea06f66711520f75a40c8fc0b113b2a75edb36aa633eb11c4f50f/contourpy-1.3.3-cp313-cp313-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67", size = 385169, upload-time = "2025-07-26T12:01:45.219Z" }, + { url = "https://files.pythonhosted.org/packages/4b/32/e0f13a1c5b0f8572d0ec6ae2f6c677b7991fafd95da523159c19eff0696a/contourpy-1.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9", size = 362859, upload-time = "2025-07-26T12:01:46.519Z" }, + { url = "https://files.pythonhosted.org/packages/33/71/e2a7945b7de4e58af42d708a219f3b2f4cff7386e6b6ab0a0fa0033c49a9/contourpy-1.3.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659", size = 1332062, upload-time = "2025-07-26T12:01:48.964Z" }, + { url = "https://files.pythonhosted.org/packages/12/fc/4e87ac754220ccc0e807284f88e943d6d43b43843614f0a8afa469801db0/contourpy-1.3.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7", size = 1403932, upload-time = "2025-07-26T12:01:51.979Z" }, + { url = "https://files.pythonhosted.org/packages/a6/2e/adc197a37443f934594112222ac1aa7dc9a98faf9c3842884df9a9d8751d/contourpy-1.3.3-cp313-cp313-win32.whl", hash = "sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d", size = 185024, upload-time = "2025-07-26T12:01:53.245Z" }, + { url = "https://files.pythonhosted.org/packages/18/0b/0098c214843213759692cc638fce7de5c289200a830e5035d1791d7a2338/contourpy-1.3.3-cp313-cp313-win_amd64.whl", hash = "sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263", size = 226578, upload-time = "2025-07-26T12:01:54.422Z" }, + { url = "https://files.pythonhosted.org/packages/8a/9a/2f6024a0c5995243cd63afdeb3651c984f0d2bc727fd98066d40e141ad73/contourpy-1.3.3-cp313-cp313-win_arm64.whl", hash = "sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9", size = 193524, upload-time = "2025-07-26T12:01:55.73Z" }, + { url = "https://files.pythonhosted.org/packages/c0/b3/f8a1a86bd3298513f500e5b1f5fd92b69896449f6cab6a146a5d52715479/contourpy-1.3.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d", size = 306730, upload-time = "2025-07-26T12:01:57.051Z" }, + { url = "https://files.pythonhosted.org/packages/3f/11/4780db94ae62fc0c2053909b65dc3246bd7cecfc4f8a20d957ad43aa4ad8/contourpy-1.3.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216", size = 287897, upload-time = "2025-07-26T12:01:58.663Z" }, + { url = "https://files.pythonhosted.org/packages/ae/15/e59f5f3ffdd6f3d4daa3e47114c53daabcb18574a26c21f03dc9e4e42ff0/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae", size = 326751, upload-time = "2025-07-26T12:02:00.343Z" }, + { url = "https://files.pythonhosted.org/packages/0f/81/03b45cfad088e4770b1dcf72ea78d3802d04200009fb364d18a493857210/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20", size = 375486, upload-time = "2025-07-26T12:02:02.128Z" }, + { url = "https://files.pythonhosted.org/packages/0c/ba/49923366492ffbdd4486e970d421b289a670ae8cf539c1ea9a09822b371a/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99", size = 388106, upload-time = "2025-07-26T12:02:03.615Z" }, + { url = "https://files.pythonhosted.org/packages/9f/52/5b00ea89525f8f143651f9f03a0df371d3cbd2fccd21ca9b768c7a6500c2/contourpy-1.3.3-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b", size = 352548, upload-time = "2025-07-26T12:02:05.165Z" }, + { url = "https://files.pythonhosted.org/packages/32/1d/a209ec1a3a3452d490f6b14dd92e72280c99ae3d1e73da74f8277d4ee08f/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a", size = 1322297, upload-time = "2025-07-26T12:02:07.379Z" }, + { url = "https://files.pythonhosted.org/packages/bc/9e/46f0e8ebdd884ca0e8877e46a3f4e633f6c9c8c4f3f6e72be3fe075994aa/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e", size = 1391023, upload-time = "2025-07-26T12:02:10.171Z" }, + { url = "https://files.pythonhosted.org/packages/b9/70/f308384a3ae9cd2209e0849f33c913f658d3326900d0ff5d378d6a1422d2/contourpy-1.3.3-cp313-cp313t-win32.whl", hash = "sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3", size = 196157, upload-time = "2025-07-26T12:02:11.488Z" }, + { url = "https://files.pythonhosted.org/packages/b2/dd/880f890a6663b84d9e34a6f88cded89d78f0091e0045a284427cb6b18521/contourpy-1.3.3-cp313-cp313t-win_amd64.whl", hash = "sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8", size = 240570, upload-time = "2025-07-26T12:02:12.754Z" }, + { url = "https://files.pythonhosted.org/packages/80/99/2adc7d8ffead633234817ef8e9a87115c8a11927a94478f6bb3d3f4d4f7d/contourpy-1.3.3-cp313-cp313t-win_arm64.whl", hash = "sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301", size = 199713, upload-time = "2025-07-26T12:02:14.4Z" }, + { url = "https://files.pythonhosted.org/packages/72/8b/4546f3ab60f78c514ffb7d01a0bd743f90de36f0019d1be84d0a708a580a/contourpy-1.3.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a", size = 292189, upload-time = "2025-07-26T12:02:16.095Z" }, + { url = "https://files.pythonhosted.org/packages/fd/e1/3542a9cb596cadd76fcef413f19c79216e002623158befe6daa03dbfa88c/contourpy-1.3.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77", size = 273251, upload-time = "2025-07-26T12:02:17.524Z" }, + { url = "https://files.pythonhosted.org/packages/b1/71/f93e1e9471d189f79d0ce2497007731c1e6bf9ef6d1d61b911430c3db4e5/contourpy-1.3.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5", size = 335810, upload-time = "2025-07-26T12:02:18.9Z" }, + { url = "https://files.pythonhosted.org/packages/91/f9/e35f4c1c93f9275d4e38681a80506b5510e9327350c51f8d4a5a724d178c/contourpy-1.3.3-cp314-cp314-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4", size = 382871, upload-time = "2025-07-26T12:02:20.418Z" }, + { url = "https://files.pythonhosted.org/packages/b5/71/47b512f936f66a0a900d81c396a7e60d73419868fba959c61efed7a8ab46/contourpy-1.3.3-cp314-cp314-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36", size = 386264, upload-time = "2025-07-26T12:02:21.916Z" }, + { url = "https://files.pythonhosted.org/packages/04/5f/9ff93450ba96b09c7c2b3f81c94de31c89f92292f1380261bd7195bea4ea/contourpy-1.3.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3", size = 363819, upload-time = "2025-07-26T12:02:23.759Z" }, + { url = "https://files.pythonhosted.org/packages/3e/a6/0b185d4cc480ee494945cde102cb0149ae830b5fa17bf855b95f2e70ad13/contourpy-1.3.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b", size = 1333650, upload-time = "2025-07-26T12:02:26.181Z" }, + { url = "https://files.pythonhosted.org/packages/43/d7/afdc95580ca56f30fbcd3060250f66cedbde69b4547028863abd8aa3b47e/contourpy-1.3.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36", size = 1404833, upload-time = "2025-07-26T12:02:28.782Z" }, + { url = "https://files.pythonhosted.org/packages/e2/e2/366af18a6d386f41132a48f033cbd2102e9b0cf6345d35ff0826cd984566/contourpy-1.3.3-cp314-cp314-win32.whl", hash = "sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d", size = 189692, upload-time = "2025-07-26T12:02:30.128Z" }, + { url = "https://files.pythonhosted.org/packages/7d/c2/57f54b03d0f22d4044b8afb9ca0e184f8b1afd57b4f735c2fa70883dc601/contourpy-1.3.3-cp314-cp314-win_amd64.whl", hash = "sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd", size = 232424, upload-time = "2025-07-26T12:02:31.395Z" }, + { url = "https://files.pythonhosted.org/packages/18/79/a9416650df9b525737ab521aa181ccc42d56016d2123ddcb7b58e926a42c/contourpy-1.3.3-cp314-cp314-win_arm64.whl", hash = "sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339", size = 198300, upload-time = "2025-07-26T12:02:32.956Z" }, + { url = "https://files.pythonhosted.org/packages/1f/42/38c159a7d0f2b7b9c04c64ab317042bb6952b713ba875c1681529a2932fe/contourpy-1.3.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772", size = 306769, upload-time = "2025-07-26T12:02:34.2Z" }, + { url = "https://files.pythonhosted.org/packages/c3/6c/26a8205f24bca10974e77460de68d3d7c63e282e23782f1239f226fcae6f/contourpy-1.3.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77", size = 287892, upload-time = "2025-07-26T12:02:35.807Z" }, + { url = "https://files.pythonhosted.org/packages/66/06/8a475c8ab718ebfd7925661747dbb3c3ee9c82ac834ccb3570be49d129f4/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13", size = 326748, upload-time = "2025-07-26T12:02:37.193Z" }, + { url = "https://files.pythonhosted.org/packages/b4/a3/c5ca9f010a44c223f098fccd8b158bb1cb287378a31ac141f04730dc49be/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe", size = 375554, upload-time = "2025-07-26T12:02:38.894Z" }, + { url = "https://files.pythonhosted.org/packages/80/5b/68bd33ae63fac658a4145088c1e894405e07584a316738710b636c6d0333/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f", size = 388118, upload-time = "2025-07-26T12:02:40.642Z" }, + { url = "https://files.pythonhosted.org/packages/40/52/4c285a6435940ae25d7410a6c36bda5145839bc3f0beb20c707cda18b9d2/contourpy-1.3.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0", size = 352555, upload-time = "2025-07-26T12:02:42.25Z" }, + { url = "https://files.pythonhosted.org/packages/24/ee/3e81e1dd174f5c7fefe50e85d0892de05ca4e26ef1c9a59c2a57e43b865a/contourpy-1.3.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4", size = 1322295, upload-time = "2025-07-26T12:02:44.668Z" }, + { url = "https://files.pythonhosted.org/packages/3c/b2/6d913d4d04e14379de429057cd169e5e00f6c2af3bb13e1710bcbdb5da12/contourpy-1.3.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f", size = 1391027, upload-time = "2025-07-26T12:02:47.09Z" }, + { url = "https://files.pythonhosted.org/packages/93/8a/68a4ec5c55a2971213d29a9374913f7e9f18581945a7a31d1a39b5d2dfe5/contourpy-1.3.3-cp314-cp314t-win32.whl", hash = "sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae", size = 202428, upload-time = "2025-07-26T12:02:48.691Z" }, + { url = "https://files.pythonhosted.org/packages/fa/96/fd9f641ffedc4fa3ace923af73b9d07e869496c9cc7a459103e6e978992f/contourpy-1.3.3-cp314-cp314t-win_amd64.whl", hash = "sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc", size = 250331, upload-time = "2025-07-26T12:02:50.137Z" }, + { url = "https://files.pythonhosted.org/packages/ae/8c/469afb6465b853afff216f9528ffda78a915ff880ed58813ba4faf4ba0b6/contourpy-1.3.3-cp314-cp314t-win_arm64.whl", hash = "sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b", size = 203831, upload-time = "2025-07-26T12:02:51.449Z" }, + { url = "https://files.pythonhosted.org/packages/a5/29/8dcfe16f0107943fa92388c23f6e05cff0ba58058c4c95b00280d4c75a14/contourpy-1.3.3-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:cd5dfcaeb10f7b7f9dc8941717c6c2ade08f587be2226222c12b25f0483ed497", size = 278809, upload-time = "2025-07-26T12:02:52.74Z" }, + { url = "https://files.pythonhosted.org/packages/85/a9/8b37ef4f7dafeb335daee3c8254645ef5725be4d9c6aa70b50ec46ef2f7e/contourpy-1.3.3-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:0c1fc238306b35f246d61a1d416a627348b5cf0648648a031e14bb8705fcdfe8", size = 261593, upload-time = "2025-07-26T12:02:54.037Z" }, + { url = "https://files.pythonhosted.org/packages/0a/59/ebfb8c677c75605cc27f7122c90313fd2f375ff3c8d19a1694bda74aaa63/contourpy-1.3.3-pp311-pypy311_pp73-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:70f9aad7de812d6541d29d2bbf8feb22ff7e1c299523db288004e3157ff4674e", size = 302202, upload-time = "2025-07-26T12:02:55.947Z" }, + { url = "https://files.pythonhosted.org/packages/3c/37/21972a15834d90bfbfb009b9d004779bd5a07a0ec0234e5ba8f64d5736f4/contourpy-1.3.3-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5ed3657edf08512fc3fe81b510e35c2012fbd3081d2e26160f27ca28affec989", size = 329207, upload-time = "2025-07-26T12:02:57.468Z" }, + { url = "https://files.pythonhosted.org/packages/0c/58/bd257695f39d05594ca4ad60df5bcb7e32247f9951fd09a9b8edb82d1daa/contourpy-1.3.3-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:3d1a3799d62d45c18bafd41c5fa05120b96a28079f2393af559b843d1a966a77", size = 225315, upload-time = "2025-07-26T12:02:58.801Z" }, +] + +[[package]] +name = "cycler" +version = "0.12.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615, upload-time = "2023-10-07T05:32:18.335Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" }, +] + +[[package]] +name = "fonttools" +version = "4.63.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/84/69/c97f2c18e0db87d2c7b15da1974dace76ae938f1cfa22e2727a648b7ed43/fonttools-4.63.0.tar.gz", hash = "sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0", size = 3597189, upload-time = "2026-05-14T12:04:30.958Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/75/2b/a7f1545bdf5da69c4bda0cea2a5781f0ad2a6623e0277267672db43c5fe6/fonttools-4.63.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:2b8ae05d9eacf6081414d759c0a352769ac28ce31280d6bb8e77b03f9e3c449f", size = 2881793, upload-time = "2026-05-14T12:02:56.645Z" }, + { url = "https://files.pythonhosted.org/packages/49/50/965308c703f085f225db2886813b27e015b8b3438c350b22dd65b52c2a2c/fonttools-4.63.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:79cdc9f567aec74a72918fd060283911406750cbc9fd28c1316023deb6ce31a9", size = 2428130, upload-time = "2026-05-14T12:02:58.891Z" }, + { url = "https://files.pythonhosted.org/packages/d8/38/6937fbd7f2dc3a6b48725851bc2c15ec949b9af14d9bbcb5fe83cdf9bdf9/fonttools-4.63.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2c14b4fd138c4bafcca294765c547914e1aa431ae1ca94ab99d8db08c958bd3b", size = 5111952, upload-time = "2026-05-14T12:03:01.263Z" }, + { url = "https://files.pythonhosted.org/packages/0b/43/a81f20050a3115b57d62c8e781446949512eac36690dc384ccea65ff4cc1/fonttools-4.63.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d76ac49f929aecaf82d83250b8347e099d7aecba0f4726c1d9b6df3b8bb5fe18", size = 5082308, upload-time = "2026-05-14T12:03:03.211Z" }, + { url = "https://files.pythonhosted.org/packages/67/00/cdd9d4944ca6ae280d01e69cc37bde3bf663630b837a6fc6d2cd65d80e0e/fonttools-4.63.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:dcf076a4474fe0d7367e5bbf5b052c7284fa1feca729c04176ce513521afd8a0", size = 5087932, upload-time = "2026-05-14T12:03:05.147Z" }, + { url = "https://files.pythonhosted.org/packages/f5/f1/0aa0dbea778c75adbef223c42019fd47d22262b905974d62d829545d485f/fonttools-4.63.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:7dd683fef0663e9f0f45cf541d788d24caa3ec9db50796b588e1757d8b3bc007", size = 5213271, upload-time = "2026-05-14T12:03:07.238Z" }, + { url = "https://files.pythonhosted.org/packages/a8/99/253e4056e1f0e67b9390125a154b73b5eb73ad521bece95c004858fdeec2/fonttools-4.63.0-cp311-cp311-win32.whl", hash = "sha256:afefc1ed0a59785a7fb06ea7e1678e849c193e1e387db783579bc7b3056fcfcb", size = 2304473, upload-time = "2026-05-14T12:03:09.271Z" }, + { url = "https://files.pythonhosted.org/packages/08/60/defa5e69641db890a63be281f41345f4c33b157824eaf0b9fad3e08b0dcb/fonttools-4.63.0-cp311-cp311-win_amd64.whl", hash = "sha256:063e08bd17bd5a90127a14123de0d6a952dbc847695fd98b63c043d58057f90c", size = 2356389, upload-time = "2026-05-14T12:03:11.53Z" }, + { url = "https://files.pythonhosted.org/packages/08/ef/b3c6b9b5be2f82416d73fe2ed2e96e2793cd80e7510bd6a17ca79cdd88ec/fonttools-4.63.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02", size = 2881131, upload-time = "2026-05-14T12:03:13.386Z" }, + { url = "https://files.pythonhosted.org/packages/44/a0/c815bea63117fa63e4e1c01f8a1110d2112fa003f838e6467094ec2432ce/fonttools-4.63.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0", size = 2426704, upload-time = "2026-05-14T12:03:15.801Z" }, + { url = "https://files.pythonhosted.org/packages/44/04/0b91d8e916e92ad1fac9e4624760baf0fd5ff2ead614c2f68fb21373f03f/fonttools-4.63.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af", size = 5044298, upload-time = "2026-05-14T12:03:18.085Z" }, + { url = "https://files.pythonhosted.org/packages/77/c7/2342da9830e3e9d4870305ca5d2091d2a83284f2953079b7bdd3b5e029d8/fonttools-4.63.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8", size = 4999800, upload-time = "2026-05-14T12:03:20.161Z" }, + { url = "https://files.pythonhosted.org/packages/e6/6d/67fe16c48d7ce050979b33f47e0d28a318f02da030602e944c34f7a16ef3/fonttools-4.63.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b", size = 4982666, upload-time = "2026-05-14T12:03:22.87Z" }, + { url = "https://files.pythonhosted.org/packages/f2/00/3bbab338c07c71fa56269953845e92c951a61457bbbb0f1022551ea266d9/fonttools-4.63.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78", size = 5133598, upload-time = "2026-05-14T12:03:25.168Z" }, + { url = "https://files.pythonhosted.org/packages/62/f2/aa27c7f98db5b064883dadcc5283947e81e034de42e22a33675878d98b54/fonttools-4.63.0-cp312-cp312-win32.whl", hash = "sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263", size = 2292575, upload-time = "2026-05-14T12:03:27.496Z" }, + { url = "https://files.pythonhosted.org/packages/87/36/cccb9bc2a6ab63d1b2980374f0dca72ce95ae267c9b4cfe77455bb70d0d4/fonttools-4.63.0-cp312-cp312-win_amd64.whl", hash = "sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272", size = 2343211, upload-time = "2026-05-14T12:03:30.057Z" }, + { url = "https://files.pythonhosted.org/packages/0f/8d/d8fec3dcde2963f8c908fb315e5ff2cd0ac34f82394bbbf73a2aa5145ce3/fonttools-4.63.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd", size = 2876062, upload-time = "2026-05-14T12:03:32.554Z" }, + { url = "https://files.pythonhosted.org/packages/ef/71/d935dc54e4ff121bfdd11e08702db63a7e6f25af21d8a3d7b7212df53641/fonttools-4.63.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59", size = 2424594, upload-time = "2026-05-14T12:03:34.86Z" }, + { url = "https://files.pythonhosted.org/packages/8e/40/e76320afa1df918e146155ef239b1719ee266092e96f5423bfd075affba1/fonttools-4.63.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d", size = 5024840, upload-time = "2026-05-14T12:03:36.745Z" }, + { url = "https://files.pythonhosted.org/packages/ce/36/0b805d8c485f872f65a509cbe3b58a5d0d17bee855333b54a150c79d3061/fonttools-4.63.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68", size = 4975801, upload-time = "2026-05-14T12:03:38.833Z" }, + { url = "https://files.pythonhosted.org/packages/c8/26/2cee03d0aa083ab022da5c07aff9ed3f689da1defb81ad6917c9627896da/fonttools-4.63.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be", size = 4965009, upload-time = "2026-05-14T12:03:41.494Z" }, + { url = "https://files.pythonhosted.org/packages/7e/48/cc4b66d9058c0d0982c833fad10127c4b0e9324606aafa41382295ca4102/fonttools-4.63.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27", size = 5105892, upload-time = "2026-05-14T12:03:43.525Z" }, + { url = "https://files.pythonhosted.org/packages/d8/1f/a98a30a814b9ddef3a2e706025f90b9e0bc94890e6cb15254bc86547d11a/fonttools-4.63.0-cp313-cp313-win32.whl", hash = "sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380", size = 2291313, upload-time = "2026-05-14T12:03:45.594Z" }, + { url = "https://files.pythonhosted.org/packages/92/46/5177b01f3b4abfdd4409f31cca4ab279c9343a26efbe9ec78c97fc612e02/fonttools-4.63.0-cp313-cp313-win_amd64.whl", hash = "sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b", size = 2342299, upload-time = "2026-05-14T12:03:47.414Z" }, + { url = "https://files.pythonhosted.org/packages/27/d2/23d25e3f247b328be58d04a4c9f894178a0d1eda7d42867cfb388adaf416/fonttools-4.63.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745", size = 2875338, upload-time = "2026-05-14T12:03:50.052Z" }, + { url = "https://files.pythonhosted.org/packages/cd/58/7dfa0c761cb3b2964e2a84c4dc986c926a87de0cb9fb60d5b28ded3f2914/fonttools-4.63.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03", size = 2422661, upload-time = "2026-05-14T12:03:52.154Z" }, + { url = "https://files.pythonhosted.org/packages/dd/87/64cfa18a7a1621d17b7f4502b2b0ed8a135a90c3db51ea590ee99043e76b/fonttools-4.63.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49", size = 5010526, upload-time = "2026-05-14T12:03:54.647Z" }, + { url = "https://files.pythonhosted.org/packages/36/e1/a8933a72c45a87177fbde2696e0d0755c8c9062f8c077a961c6215fa27b1/fonttools-4.63.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b", size = 4923946, upload-time = "2026-05-14T12:03:56.984Z" }, + { url = "https://files.pythonhosted.org/packages/27/60/872e6e233b8c5e8b41413796ff18b7fe479661bd40147e071b450dfad7a1/fonttools-4.63.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6", size = 4962489, upload-time = "2026-05-14T12:03:59.443Z" }, + { url = "https://files.pythonhosted.org/packages/30/c4/83c24f2ec38b90cfda84bf4b1a1f49df80e84a1db4e7ac6e0d41bf23bc39/fonttools-4.63.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4", size = 5071870, upload-time = "2026-05-14T12:04:02.122Z" }, + { url = "https://files.pythonhosted.org/packages/de/40/3ae22b60ff1d41ce0bd044b31238cdc72cef99f28b976f1e128ebd618c9b/fonttools-4.63.0-cp314-cp314-win32.whl", hash = "sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616", size = 2295026, upload-time = "2026-05-14T12:04:04.47Z" }, + { url = "https://files.pythonhosted.org/packages/c3/d4/98078064ccc76b45cb0f6c002452011e93c4bd26f6850344f0951cc1fe89/fonttools-4.63.0-cp314-cp314-win_amd64.whl", hash = "sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5", size = 2347454, upload-time = "2026-05-14T12:04:06.752Z" }, + { url = "https://files.pythonhosted.org/packages/49/4e/652d1580c5f4e39f7d103b0c793e4773129ad633dce4addd0cf4dfebde02/fonttools-4.63.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001", size = 2958152, upload-time = "2026-05-14T12:04:08.706Z" }, + { url = "https://files.pythonhosted.org/packages/0e/55/ad864c9a9b219f552eb46b32cd7906c466e5a578ba0c3abfcc0fe7413eb6/fonttools-4.63.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e", size = 2460809, upload-time = "2026-05-14T12:04:10.783Z" }, + { url = "https://files.pythonhosted.org/packages/ea/2b/0aa8db70f18cf52e49b4ed5ecec68547f981160bf5ded3b5aed6faa0a6f9/fonttools-4.63.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096", size = 5148649, upload-time = "2026-05-14T12:04:12.747Z" }, + { url = "https://files.pythonhosted.org/packages/7f/63/18e4369c25043096f1048e0c9915951adc4f842bd81c6b18155824d6fa99/fonttools-4.63.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f", size = 4932147, upload-time = "2026-05-14T12:04:14.806Z" }, + { url = "https://files.pythonhosted.org/packages/a1/3f/67f3eac2ffd8a98446c5022f8ed3864eac878a5ff7af8df4c8286dba16cc/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40", size = 5027237, upload-time = "2026-05-14T12:04:17.675Z" }, + { url = "https://files.pythonhosted.org/packages/1a/ba/4e6214cb38a7b04779e97bb7636de9a5c7f20af7018d03dee0b64c08510a/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196", size = 5053933, upload-time = "2026-05-14T12:04:20.818Z" }, + { url = "https://files.pythonhosted.org/packages/34/3b/214dcc19ee31d3d38fb5ad2755c11ef0514e5dc300bbaf41c0b69f393799/fonttools-4.63.0-cp314-cp314t-win32.whl", hash = "sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8", size = 2359326, upload-time = "2026-05-14T12:04:24.22Z" }, + { url = "https://files.pythonhosted.org/packages/dd/1e/3ff1a9b523058c2eeb6a9d50f5574e2a738200d0d94107d5bc4105e8da3f/fonttools-4.63.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419", size = 2425829, upload-time = "2026-05-14T12:04:26.829Z" }, + { url = "https://files.pythonhosted.org/packages/2c/47/c99d5268f354002ce80f8d029cd9d7d872969da1de8b93d32de4dc56d6f4/fonttools-4.63.0-py3-none-any.whl", hash = "sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d", size = 1164562, upload-time = "2026-05-14T12:04:29.092Z" }, +] + +[[package]] +name = "iniconfig" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, +] + +[[package]] +name = "ioannidis-reproduction" +version = "0.1.0" +source = { editable = "." } +dependencies = [ + { name = "matplotlib" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, +] + +[package.dev-dependencies] +dev = [ + { name = "pytest" }, +] + +[package.metadata] +requires-dist = [ + { name = "matplotlib", specifier = ">=3.10,<4" }, + { name = "numpy", specifier = ">=2,<3" }, +] + +[package.metadata.requires-dev] +dev = [{ name = "pytest", specifier = ">=8,<9" }] + +[[package]] +name = "kiwisolver" +version = "1.5.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/ba/07/bd78e6a8fae171ea041ef5bba3ed21a003522fa088834b069b1909981f30/kiwisolver-1.5.1.tar.gz", hash = "sha256:f1303ef2eec81262a4b708c3e858afe58d7c75ad91c1c05266eda7673369859a", size = 104395, upload-time = "2026-08-28T10:28:27.153Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/94/7b/2de6908edc668427c149af5f93112e931f87e1fa4cab80bac32c5844dccc/kiwisolver-1.5.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:b3d78f7bb2b9d9a30345be1474b9aaa8685430b54afb51ba3639b5c6c11e9ed6", size = 123364, upload-time = "2026-08-28T10:25:04.359Z" }, + { url = "https://files.pythonhosted.org/packages/8a/24/e70914415c77c97be7e22c80a0740869cb7428768cc380fdcdf6703e7084/kiwisolver-1.5.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5025e36fb4fb275cef0a4e30dbb11cb4ae61d1c83deb90189cb5d7e4cafd6b55", size = 66558, upload-time = "2026-08-28T10:25:05.506Z" }, + { url = "https://files.pythonhosted.org/packages/e8/2b/8b08b11833db4d475b8ef1f36174f8d8a7abd31bedd7e794be78e8814b48/kiwisolver-1.5.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:dc1a26b8e53395a01c2c611e58602fa47461f136fba7cd5542e6db6d64be1839", size = 64071, upload-time = "2026-08-28T10:25:06.7Z" }, + { url = "https://files.pythonhosted.org/packages/89/00/05c2d0369ac322d22d5c05f84b5c4a6856fa6207fbae42869108a28f0383/kiwisolver-1.5.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:95a02752aa032eef4aed01cda6d9b687c669bd0396bf4519eef8bba22a286720", size = 1438206, upload-time = "2026-08-28T10:25:08.254Z" }, + { url = "https://files.pythonhosted.org/packages/c0/05/c941a139f27438c1910d630fdc3ccfdab7c8407c72052299ead12ece086e/kiwisolver-1.5.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:719a35fa1156db3640555f95ebb94f60a444e64d1c69626b0edef5df78eba225", size = 1248975, upload-time = "2026-08-28T10:25:10.053Z" }, + { url = "https://files.pythonhosted.org/packages/58/a1/2669ee5512e39b9d4de25faacaedf788c957f93730c5f7c63993ec4f5933/kiwisolver-1.5.1-cp311-cp311-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:febcce10f2bcdbb80b4ea919238a6a4ac13dbc4c7cadbe8d5d75c3682f8b5404", size = 1266301, upload-time = "2026-08-28T10:25:11.754Z" }, + { url = "https://files.pythonhosted.org/packages/28/b8/353f52f2c7f861a9e90cd2e8f90f85b3ad03060835f823e08298d094c463/kiwisolver-1.5.1-cp311-cp311-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:1d852545c4d0e35a72728d072cbaa59e2fa7dd84bdf01e068d670dd0ceb58eb6", size = 1319708, upload-time = "2026-08-28T10:25:13.559Z" }, + { url = "https://files.pythonhosted.org/packages/21/0e/14b83200eadc2c1d63b76bac01c1813bf072aecf567429f303e00b70258e/kiwisolver-1.5.1-cp311-cp311-manylinux_2_39_riscv64.whl", hash = "sha256:2e10ae1bba1899188b33557c10d73affcc12033edd18adddb57d209039976a4c", size = 971720, upload-time = "2026-08-28T10:25:14.934Z" }, + { url = "https://files.pythonhosted.org/packages/86/91/9d43d84d23b1cbff72a142d387ead1ea03db0cba8ff86ed5335addad3cc9/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b69602970994a2ed8bbfa78c2f0394a7435226c6040489702d9f0a0ad0c07052", size = 2200119, upload-time = "2026-08-28T10:25:16.636Z" }, + { url = "https://files.pythonhosted.org/packages/ff/7c/f2bd9616f27ffb5e17cecc0baa5d0bbcee7e55aeddc0ccc871d69e2fc3ee/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:d50de98e8d807dc31822fff96f50293163a62418eb65487a21b42713d72ed0b7", size = 2295005, upload-time = "2026-08-28T10:25:18.374Z" }, + { url = "https://files.pythonhosted.org/packages/ba/17/ee671b72bf8f46a08379d4392c65582541759a542428197562f2898294ad/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_riscv64.whl", hash = "sha256:3221f78211074f561c44ca42eac0619828171bec15a2c4cf6f7747d07df76e8e", size = 1960982, upload-time = "2026-08-28T10:25:19.893Z" }, + { url = "https://files.pythonhosted.org/packages/2e/f7/0e26b4c05bee3bdb0f048dfa305e4fe701999ea17b51e9c616ef91035bbe/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:0ba9527afc80ae3d7814ed98b6572d02bf85eaf48065678342c5f0c6dab7a8c7", size = 2464918, upload-time = "2026-08-28T10:25:21.65Z" }, + { url = "https://files.pythonhosted.org/packages/ae/62/6eb431133d30ce656ac1e5ff72fac70dd34d54c3984f4011b9ac8bf77d54/kiwisolver-1.5.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:e12dfea7f5fc2a34a9080efbf79c4c44eb380ec5b9c6fea09407e08f0d1e941d", size = 2270967, upload-time = "2026-08-28T10:25:23.643Z" }, + { url = "https://files.pythonhosted.org/packages/bf/9f/6f9e489c188200e6fb3193935501894811e8c97577c8ffe9033589bf3521/kiwisolver-1.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:1a7587dc335f2c0f5bd577fd0540bd16c66006bdb60f759a1059f025e6c4f071", size = 70744, upload-time = "2026-08-28T10:25:25.061Z" }, + { url = "https://files.pythonhosted.org/packages/c6/6d/dfc430d1d43957061599adea3f08ea982bb6f4ab601a8c974bedcf2ba850/kiwisolver-1.5.1-cp311-cp311-win_arm64.whl", hash = "sha256:e4e4523d6f336708d732516e6cfca7796cf3d96c9474eb5aecf6165f2f1fefc3", size = 68404, upload-time = "2026-08-28T10:25:26.186Z" }, + { url = "https://files.pythonhosted.org/packages/6b/9b/65b302742389c6f96f2956bef5decf26011309feb2fc5d79613af18adea4/kiwisolver-1.5.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:63fb7294b768f444eb4b068965f2662f28c2fd4161e23bd60fcf3ff27b74c046", size = 123876, upload-time = "2026-08-28T10:25:27.44Z" }, + { url = "https://files.pythonhosted.org/packages/71/74/c21f339956f6f691b2ed7e31d5f3ae767304df6c460192739fc830853051/kiwisolver-1.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:0ebdef3eae5336568147c39a55be6a2036ffde53faa9ca2d978989ae7c2da12c", size = 66487, upload-time = "2026-08-28T10:25:28.728Z" }, + { url = "https://files.pythonhosted.org/packages/84/e5/bdb34e21523e01dceda064d63713f3bdec91388af24fba1eca7ea5e85864/kiwisolver-1.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1798e83840c3f627246104c4d8a9639c60fa068adf9ce92b61791781fa8a68c1", size = 64660, upload-time = "2026-08-28T10:25:30.071Z" }, + { url = "https://files.pythonhosted.org/packages/fc/f4/dadfec469313c7f428efa7e84b4aba9732f813c13ea7131a24b7b008ef57/kiwisolver-1.5.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:34633ecf50d16187ab8e5528b7a2530f2feb4e23f300db4672538b51cfc5cd38", size = 1477929, upload-time = "2026-08-28T10:25:31.495Z" }, + { url = "https://files.pythonhosted.org/packages/6f/35/09c58daac34e6f6ea5c6dee0094b422118e5a7c265586008a95fd135ac5f/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d27c2123977cb9269c30a49ba45f03a4323017ef693e19db4ec9dbe1299a3002", size = 1278499, upload-time = "2026-08-28T10:25:33.375Z" }, + { url = "https://files.pythonhosted.org/packages/19/32/739765e24fbad29d13f83e546ea4abc215a78cea9d677ca09025b027724d/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6a797a1cefc8b9c93170db580337e1fe3d011ad18b1299943231279406342048", size = 1296677, upload-time = "2026-08-28T10:25:35.059Z" }, + { url = "https://files.pythonhosted.org/packages/df/32/03304d1010e2cc45e5b3b52cef7e43fed3a2a5cd6c87a89b4a88e1d85b5d/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2551cf9917af48ee7c4b29cc82320489508cf96fd26a51f6fc124de661cd44c7", size = 1346037, upload-time = "2026-08-28T10:25:36.705Z" }, + { url = "https://files.pythonhosted.org/packages/3e/57/4c49377bfd274450dd72ecaa13eaac32ea804a03363e4d1db0c5aa999ceb/kiwisolver-1.5.1-cp312-cp312-manylinux_2_39_riscv64.whl", hash = "sha256:38f6e0deb4d0a4615efe0c4efc5990b06ae450ab50a0b321c0b078b6d238c083", size = 988248, upload-time = "2026-08-28T10:25:38.299Z" }, + { url = "https://files.pythonhosted.org/packages/cb/c3/38df144a08b6c5d75ca4504e5cc3141bb3bfef64c04f4ef48204f42711b6/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:bfd1de989b3330420e29de39352f5c049905c9e3ee67233a50d550e3d652c148", size = 2228722, upload-time = "2026-08-28T10:25:40.038Z" }, + { url = "https://files.pythonhosted.org/packages/e7/11/3221838a89cd64d9b386353e000cd8a296069a20fbe3584507fdfd5bebae/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1209042a623ddfda5497e4066c7b77651dde8e1d3a9dd97599dc7e97f3b9b78c", size = 2325216, upload-time = "2026-08-28T10:25:41.699Z" }, + { url = "https://files.pythonhosted.org/packages/83/d4/075c219230697bb5db910d37262b9bacf880f92b4811a02ab81ed073a253/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:26e8268480be5061d509e29669d59103c067a26377a56491630ece11762e3858", size = 1977689, upload-time = "2026-08-28T10:25:43.559Z" }, + { url = "https://files.pythonhosted.org/packages/bb/08/1d219c3c2dd960983d0d4da623d916e9de6385df2b0bab3d1af0e9b8fccc/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:d79308fa689fac89cbcfbd4dbfc80b5f95c54c5a7fd4d194be221f9d33d026e6", size = 2491443, upload-time = "2026-08-28T10:25:45.242Z" }, + { url = "https://files.pythonhosted.org/packages/ba/d3/024208ec1079d273f1047468d1bdffbf38bb75b7b268090fd3a0301b9d9a/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b03af77d77e50edba2030fd5f7c352ff209314b09030a3cba7c14edf9a09a444", size = 2295200, upload-time = "2026-08-28T10:25:46.984Z" }, + { url = "https://files.pythonhosted.org/packages/6e/7c/7b210498f9f92e1cd7855f260fa69ef056881087b199ee20c208f0e4189a/kiwisolver-1.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:06a6917674de9e0fe3f66f5430787f59a9f2ddb64af9b714eaec547e29ef5c19", size = 70748, upload-time = "2026-08-28T10:25:48.444Z" }, + { url = "https://files.pythonhosted.org/packages/94/61/ef0daa157c8bb23672f7423e0d14c39db1dc6ef8ed47e6bc54c9c1bef3bf/kiwisolver-1.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:ad8b9671348d7c8716715652ae11f85ed0eb99e265a2df2ca490577d69860b2c", size = 68324, upload-time = "2026-08-28T10:25:49.81Z" }, + { url = "https://files.pythonhosted.org/packages/08/c1/88018321d976f53c421e379c43bc6993e70ce0c8a3ec5edc4bfe102257f6/kiwisolver-1.5.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:b6ae6a0328f0bc035741820fdeecdcd67bf4694eee03972e843663107122f450", size = 62272, upload-time = "2026-08-28T10:25:51.02Z" }, + { url = "https://files.pythonhosted.org/packages/85/d2/712bc17ea4f1d216034928069d612defbc6c95a471c55a7203a39faecb1a/kiwisolver-1.5.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:886fc26012f0e8b5f69d1cfe6d711f6b11f194621539bf8e6bb1c25c5dc82724", size = 64481, upload-time = "2026-08-28T10:25:52.22Z" }, + { url = "https://files.pythonhosted.org/packages/1b/e6/6c5380d676f43b6d918033962ea5e72360ca69e5a404154bc496b598ffdb/kiwisolver-1.5.1-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:aefe930d113798330e9462f7874542977869c0613cba3262e2de3a8d5dee8f3a", size = 66260, upload-time = "2026-08-28T10:25:53.387Z" }, + { url = "https://files.pythonhosted.org/packages/92/6a/7087f5822cc8bb272679641404b1966a42504dac9ee74e2b33840475a0aa/kiwisolver-1.5.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a5ca5aebae78a0bc13c1943af4af615d4966c5b650b05d5aa83b50e427196fee", size = 123876, upload-time = "2026-08-28T10:25:54.644Z" }, + { url = "https://files.pythonhosted.org/packages/5c/4b/9f385087ca09ee5ab9c09c6832561a7d2f7c78d3e5661d511e669f70e439/kiwisolver-1.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1ed0f5e49d0ceff8b72190824d9e59c062fbbc02c231b853112c78474b3f5ec2", size = 66487, upload-time = "2026-08-28T10:25:55.899Z" }, + { url = "https://files.pythonhosted.org/packages/47/8b/40d33ffd2f378094ed462e9a9a0907e59d4de9845e65a59561272da350d4/kiwisolver-1.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:77a4c8187a5948d7f8795adb765a3c7b553d07d86d88e43038fc32fc1fb9a3f3", size = 64673, upload-time = "2026-08-28T10:25:57.048Z" }, + { url = "https://files.pythonhosted.org/packages/ab/43/86aacc027959108b4c66eeae8b73cedb057dfa6eb3a335d05ad65197081c/kiwisolver-1.5.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:74ad5c3dad54a4641b4c28cd15ded70899d04459c6c7aeacafea716be97cce6d", size = 1477992, upload-time = "2026-08-28T10:25:58.479Z" }, + { url = "https://files.pythonhosted.org/packages/ed/40/b1d0369048c79733a32c8abb0f2718532e6630641368e33a81384246e844/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e46b23a2da695c364124817bc01d970effd5483147f8d66a6a7167e3f6b851", size = 1278821, upload-time = "2026-08-28T10:26:00.121Z" }, + { url = "https://files.pythonhosted.org/packages/61/a1/fa71c1792272ff9461432715ae60ffb7e11a4d7ac3bf68961b9cab6c60cf/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:75d9b1cf8258462dbdc1eeda718c96ea7f079324c09067f6daabfcf37712b7fe", size = 1296805, upload-time = "2026-08-28T10:26:01.868Z" }, + { url = "https://files.pythonhosted.org/packages/a3/49/3f0bd94af8e06ecc47eb834b195a06f05d48711ceb2352c56d6835160f0e/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8fca690b00c4c48f6c2a547b0160ed511357093a4e4c9b47e0fadf3128066d89", size = 1346109, upload-time = "2026-08-28T10:26:03.59Z" }, + { url = "https://files.pythonhosted.org/packages/a4/44/3afe6ef9cf06d61220953a8963e94eca978491be1d9547cb01d82a1efa08/kiwisolver-1.5.1-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:876bbfd276473d3daffe30e8c975df4ed9429967b41a6cb362dbb5155b6f13ad", size = 988252, upload-time = "2026-08-28T10:26:05.306Z" }, + { url = "https://files.pythonhosted.org/packages/e4/30/a12bd7a7285a211e1747c3eec77b8c614dbfcc1dad942f7611a1a6921ae5/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f942903fde7363d1d879057ec5de01310efda2597161784d752fa9953a01a71a", size = 2228846, upload-time = "2026-08-28T10:26:07.312Z" }, + { url = "https://files.pythonhosted.org/packages/a1/6b/233e2958abf0dab7b18d07e52f286e02e519d7651bfbbe97af9347564109/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:c90d3022d8a94778939cda8638c6c8da8fa757b8958dad7ec868ce29c87681b8", size = 2325583, upload-time = "2026-08-28T10:26:09.093Z" }, + { url = "https://files.pythonhosted.org/packages/42/8e/7673060a27b01405b580058510adef34687069d229800239f5e44682d4d0/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:8a34616dc2521cc8dc1d7d081734da63539f021ac0450ce950908340c6e7aa2f", size = 1978221, upload-time = "2026-08-28T10:26:11.127Z" }, + { url = "https://files.pythonhosted.org/packages/3f/7b/1b882fc1a8b4a0bb8084e7d1d85004116d08c92c0705d31f2928dec607f2/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:8bf4df63592c2a66b4f8edc5df2544998c288aa02f96ce0acd880cd1de8c8127", size = 2491819, upload-time = "2026-08-28T10:26:13.348Z" }, + { url = "https://files.pythonhosted.org/packages/39/9c/426deb49e62c5f69464b64bbeca064d3b758a7506b8913d986ef34f4619c/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d09037ca068d784ebc4aec290ef952ca27ac15dd9c0b5801a88c6e1096b83e6b", size = 2295520, upload-time = "2026-08-28T10:26:15.042Z" }, + { url = "https://files.pythonhosted.org/packages/f5/22/deabbb3ad6d918d74b7831b2d8ae7151b09d21c87974e5ee8a456f58c94c/kiwisolver-1.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:dc23390afe9f4ef9ac3bcc72a03a56eebbde03f4c571a32cb38f859cff9a6524", size = 70758, upload-time = "2026-08-28T10:26:16.504Z" }, + { url = "https://files.pythonhosted.org/packages/b9/71/02fa5c2fd92068bb8952847e70ee6c5cb280e7febe11653d17812acc53dd/kiwisolver-1.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:186884a58486651e3c217b6acea0a53eaa9498fdd472057c46f2f0fb5c25aad5", size = 68329, upload-time = "2026-08-28T10:26:17.658Z" }, + { url = "https://files.pythonhosted.org/packages/dd/87/2d5dfad0daf17dcc18d98c48ed2332fc3f051cf599e60be6182a30dd4cf1/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0324cd2567259b7a095f6cf18a52b0ffc6f3de9e69528ff1bc0e7a37bd43ff1a", size = 62337, upload-time = "2026-08-28T10:26:18.778Z" }, + { url = "https://files.pythonhosted.org/packages/08/c8/83e1624f15d6262b470dbcc80b09979fd4d5b2ea3ddfc6b6e3327e235726/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:74ea337e0ec3f6f342a36a4f1b5cd94dd9affddcd28ba9aae2905af932ee8c6b", size = 64513, upload-time = "2026-08-28T10:26:19.909Z" }, + { url = "https://files.pythonhosted.org/packages/c9/2d/827ec30eb07f528c08d8459ffb318ae91a56d793ee8acbea8b491f0ff906/kiwisolver-1.5.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ee9df1f0d77b9c6e94f4ac0fec533fbddd5ea3a327807f18d7b069ae019ded80", size = 66287, upload-time = "2026-08-28T10:26:21.078Z" }, + { url = "https://files.pythonhosted.org/packages/53/11/5c43a562529dad8def4b81e5e1877c612a7e0298105a5939b3b409d2079c/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fc271a6f0a2126958f4090e5507b9da5848927dae331f8f763bd4aa642b3d2cd", size = 123940, upload-time = "2026-08-28T10:26:22.475Z" }, + { url = "https://files.pythonhosted.org/packages/64/db/9bd6c505c95128c258a55236bfbb3a7a3fb6023f863316b6d7d9f3c69052/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9b3092d8992a1d69b7a59c3e39f35e1b9be327a17f68a7c35fc17329e337d6f2", size = 66493, upload-time = "2026-08-28T10:26:23.743Z" }, + { url = "https://files.pythonhosted.org/packages/e1/f4/b3007a3ed5c9be73f81161140684cf7d9bdb9c4b632f5f484d2a1c713fb9/kiwisolver-1.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c2306e8bb53601979fcb3fa09cc65e031876d9ae01eff2fcbcd7a84ef94d5bc1", size = 64720, upload-time = "2026-08-28T10:26:24.95Z" }, + { url = "https://files.pythonhosted.org/packages/a1/13/08188f0cafa3a800403e4ff62b9aad4e7a17f9c4c7e080dc8f18c64794cf/kiwisolver-1.5.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:18a0cfb124546a4c2e6087c5f3029c7f44b37c85b142e0ced71f73a7599ac208", size = 1475867, upload-time = "2026-08-28T10:26:26.393Z" }, + { url = "https://files.pythonhosted.org/packages/8a/3e/053bdc3c9abdb8f2606225eda398adca25c0c91ab90add8222a69db65ee0/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:34ec467940442c9943016fb2d4c81d1ba84351eeca2f1a78f8bc87f1ba0d414c", size = 1282865, upload-time = "2026-08-28T10:26:28.118Z" }, + { url = "https://files.pythonhosted.org/packages/5e/64/a44c341b36b610588cc2f1e89b3cae072a3119aa8be578e90987cd640751/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a83ee7107df13abe42a54a6654670eef9bb39425cf2e27f65e0007465e1286ab", size = 1300865, upload-time = "2026-08-28T10:26:30.125Z" }, + { url = "https://files.pythonhosted.org/packages/60/5e/7e7d716dca38c714478b741257a5b4a321d9932b8d851551a136dcaf3984/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bebb89489b279b2f5661bbbb2abcc87bcd4a46607bb4a5c966f04f1db6b8df9a", size = 1348071, upload-time = "2026-08-28T10:26:31.829Z" }, + { url = "https://files.pythonhosted.org/packages/10/1a/2b98fdda8bf45b7be317e48ed12393d44334394d315c74b81f4a14c0e31b/kiwisolver-1.5.1-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:509735237ae0d849e8a843551d423d2500d2e0a9ac1611a145658b29c0fb9f85", size = 992191, upload-time = "2026-08-28T10:26:33.544Z" }, + { url = "https://files.pythonhosted.org/packages/b6/55/d893f5ede0e50f9e3fcf01f6015f42ec7d9cd221e26772701fe4a98745f9/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:824c3d763a05ea9e9003610145186b0e9848c7584a5575c79bac5a8e7cd80bad", size = 2233854, upload-time = "2026-08-28T10:26:35.282Z" }, + { url = "https://files.pythonhosted.org/packages/b1/82/f85f6279555a6ee1639fef7bfe83adb037a03e11a6fc9eaa54b8d0380339/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:1fff05e239575b1481b6ed1a782f6fad616efbf1f0b1f44e6e85c4dfe426e483", size = 2330621, upload-time = "2026-08-28T10:26:36.9Z" }, + { url = "https://files.pythonhosted.org/packages/56/31/e11aea078f66fc2fffcc179d38ca90d9da97652a241b64519169742ba46a/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0627b9bceb9c3cdcf12b8a18655eedfed2692b038df27423383c120d0b7dc2d6", size = 1982848, upload-time = "2026-08-28T10:26:39.01Z" }, + { url = "https://files.pythonhosted.org/packages/af/ea/2956b63bf5140ca46aa2c2818e6aa03e2d5754dd2fa41db1c6b28922940c/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:8a708a47ade1fe19e8371d5da076bac0dd4b0a5a7985ad6c637f7f7e361b6baa", size = 2494850, upload-time = "2026-08-28T10:26:40.837Z" }, + { url = "https://files.pythonhosted.org/packages/11/d1/3829542258d8b3fc0898d221e7ef0e2c83eca0d348709bb8dbe54f3d4005/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0", size = 2298067, upload-time = "2026-08-28T10:26:42.803Z" }, + { url = "https://files.pythonhosted.org/packages/4e/0e/49522e1ab5788cbaf63a26fbd3b851f9028616828c961b8a31b35cb96df8/kiwisolver-1.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:f4167e87b397f273dc2356fcf1eaf50a6bac51e6105f45103ef7129c8efb0255", size = 72282, upload-time = "2026-08-28T10:26:44.268Z" }, + { url = "https://files.pythonhosted.org/packages/f5/b6/22e7ca5315d363e6f81c9f37c9472e12e7b298731e77c0428e6a911a2c39/kiwisolver-1.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5c490db2168a508088f59140dd392556a54b8bd1048fc6383c8baff13c359673", size = 69855, upload-time = "2026-08-28T10:26:45.725Z" }, + { url = "https://files.pythonhosted.org/packages/30/8c/03a9cfbe871964c8758a816eb03ac96c806da2795a9a7cd9bf9648bfb594/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:4d4ca09bf13cff792b1884f64b98ee6c2467930d632233be25c56b442d99f10e", size = 126289, upload-time = "2026-08-28T10:26:47.023Z" }, + { url = "https://files.pythonhosted.org/packages/f2/e3/14ce3041ca79dff9c9d884ca00c7bf32374e76028a865a9ecd99b4f5a517/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:44b8faef94f1857e77fa0238f3390ff1ac51d2ea20a487e2e452a59fd2b5f5ca", size = 67709, upload-time = "2026-08-28T10:26:48.268Z" }, + { url = "https://files.pythonhosted.org/packages/af/c4/45030471a66ec8ef042e9f96ffe1d522c9ab12da180186a0898966fc1385/kiwisolver-1.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2ae70bc59790d2af72a3f76f24b272403e135070340281108b447cb77ea70819", size = 65909, upload-time = "2026-08-28T10:26:49.523Z" }, + { url = "https://files.pythonhosted.org/packages/42/73/17dce073a6ae259bb32cf9d686c4079d2e538868bc45967462bf33df914a/kiwisolver-1.5.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:43844c1a7ad6d723d5b5b4c4fc7f5bd399c40e288120d16257c7c9e8765c6e85", size = 1584907, upload-time = "2026-08-28T10:26:50.933Z" }, + { url = "https://files.pythonhosted.org/packages/8c/84/ae3c75909f507283cbfcc7e916c7e822579ef962020b97e6882b27b4478f/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22d5e5aaad6be121f2515765e3b1c444352cb8eb4c86510801db8f2e50757316", size = 1392474, upload-time = "2026-08-28T10:26:52.638Z" }, + { url = "https://files.pythonhosted.org/packages/34/31/8bcc83caad5bce8fa4577152389848bf6bc110e51e573a2b4e7c2aa34c89/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3fa5855898f6d3d01b72ccd48a2d65cbdee301251603fefe34e2025bddba219c", size = 1405246, upload-time = "2026-08-28T10:26:54.248Z" }, + { url = "https://files.pythonhosted.org/packages/55/72/220345537d790cf4ae54f8acfff4b5cc2468e0702a384d651cf7a771c63e/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d66a64dd5dec136040ec2ae94aa026a912ee60fdd45bc28d3db30037fd809e88", size = 1456099, upload-time = "2026-08-28T10:26:56.042Z" }, + { url = "https://files.pythonhosted.org/packages/cd/10/3725fd2398f66d18c34b4e0f81a8d03764cd4f4f089f58a527f0b4428086/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:9e51c119992ea8820706871c30a4642ec76de20ae82f9b50b9a45517d8e9f810", size = 1073695, upload-time = "2026-08-28T10:26:57.658Z" }, + { url = "https://files.pythonhosted.org/packages/86/cb/28d6e09e66b93e4588b2e6b7d84d020ccefea09e2f4de788510a07efeab7/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:70ed9a45c7484d2b30cdacf60d220f494a1763b9fec1ad03285c6553fa0889f2", size = 2335355, upload-time = "2026-08-28T10:26:59.202Z" }, + { url = "https://files.pythonhosted.org/packages/6a/b3/a0f31d5e4e40af7dc97c36b8a74fdd3a36cf3c8bbd098da9a23466ff6a94/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:98b208a7cc42c803445ef551d6753cc42a5ea13e9cab1ee66cd8b9cb70195330", size = 2426524, upload-time = "2026-08-28T10:27:01.181Z" }, + { url = "https://files.pythonhosted.org/packages/2f/c9/728f63bd58c72cafdc79fc306abeeac7391bec03b757a48dadeb30906521/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c6834b92dd2428e2dd85ef3d85f723d3c12f20aaf43a2ddd4f944ca25d833408", size = 2063430, upload-time = "2026-08-28T10:27:03.06Z" }, + { url = "https://files.pythonhosted.org/packages/84/df/ce188b96f92f9a2c958231da140768918cba53c9713dc887b82f85462118/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:5d142e352eb13facc7dd047489aebdff6ba78576c239f1ea04931979caaf0567", size = 2597513, upload-time = "2026-08-28T10:27:05.072Z" }, + { url = "https://files.pythonhosted.org/packages/69/d6/76947c8203768968382e5bd74d9cc95654746703a61ea53015f2c74a2e06/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f9b1c4900736e489a812c529100de4b8fb617d4db075e931e213c57424b83d9b", size = 2394488, upload-time = "2026-08-28T10:27:07.423Z" }, + { url = "https://files.pythonhosted.org/packages/e4/d4/14b21e4eb203c4d15425e8b6a2c625a320b4a1f2f7557eead63ffc30ffb7/kiwisolver-1.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:5978c3340f16a35c30f8ab2fa7bcf559973c55f1a5ef6970e1f621acf3c4db13", size = 75404, upload-time = "2026-08-28T10:27:08.892Z" }, + { url = "https://files.pythonhosted.org/packages/cb/f5/53157899fc7f45f76421b77b99eb1639dd0f83f26ff9d76300c96bb4a3b0/kiwisolver-1.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:ca307d6c259e5c98d3cb9ade55342b47a6839762caf2536f3d7b46ee660cc82e", size = 72946, upload-time = "2026-08-28T10:27:10.944Z" }, + { url = "https://files.pythonhosted.org/packages/75/62/f786c3a27f181fa339d851a77e266d208e776b9883cabc40a5b041a31b5a/kiwisolver-1.5.1-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:bb7c99f0673c03017a3ee01e54a5c2617a05468b11eabe513b0080e063ed95b1", size = 62420, upload-time = "2026-08-28T10:27:12.308Z" }, + { url = "https://files.pythonhosted.org/packages/02/cd/58a91ed25fbad0facdf503297b03768efab04bdf3141e5e3b49a34be7443/kiwisolver-1.5.1-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:0d8924877ce22e17326a99a418c3c82037da078df3c6a260b13eca677444e6e7", size = 64577, upload-time = "2026-08-28T10:27:13.502Z" }, + { url = "https://files.pythonhosted.org/packages/f6/5c/d501ef5a0958b226eac28306d24d5e5f114be0ace50e19cabae7b6b3b197/kiwisolver-1.5.1-cp315-cp315-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:534f02c1abb31ed6dbd3515545285c330b2f12d00fdb1fdb71658b9ca5a13a6a", size = 66284, upload-time = "2026-08-28T10:27:14.813Z" }, + { url = "https://files.pythonhosted.org/packages/a3/a6/8fbecaf4fc18c02f31f05e47a84c010a80e3ec391ed2f0bdade1d62b5954/kiwisolver-1.5.1-cp315-cp315-macosx_10_15_universal2.whl", hash = "sha256:cea20da04494e662b83c872683bf4ff2345206043d036315ed0e924b652e7294", size = 124031, upload-time = "2026-08-28T10:27:16.193Z" }, + { url = "https://files.pythonhosted.org/packages/7c/c6/bf3090d2983b4204347cbdbe952116e7c3b2abf62b4e33e50167a13e75ee/kiwisolver-1.5.1-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:7fd82debf43c6acd0a94359d232f6bb516ee13f269a7993736a9ac9f988bb5d9", size = 66489, upload-time = "2026-08-28T10:27:17.506Z" }, + { url = "https://files.pythonhosted.org/packages/85/de/562dddef55fdd7c291da8626d6619e72b5fc0870e6ccca0e149a5731e7f3/kiwisolver-1.5.1-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:18170a77ddfecf40ec60d0928268dc95880c881864e015a8f34094ed18b9b9ad", size = 64806, upload-time = "2026-08-28T10:27:18.673Z" }, + { url = "https://files.pythonhosted.org/packages/89/b1/ba7b9c0164ce1cf62bf2872db63b8483289cf0f3110d6f9390eb09e409ed/kiwisolver-1.5.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ca7f6fe0f37ca978a1e5eb7a3a68e6413f417e78e838324947ffd420202b198b", size = 1482211, upload-time = "2026-08-28T10:27:20.039Z" }, + { url = "https://files.pythonhosted.org/packages/13/dc/34da54efb4976616d45c20aae32d70e89d6e7395ed908029154d1609ef22/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5b973887ff782cfd6b67c9904ad8ca542e0bc5e4961503408b423b5a688b4d38", size = 1283739, upload-time = "2026-08-28T10:27:21.82Z" }, + { url = "https://files.pythonhosted.org/packages/5a/3a/30ffb62bee646e266e98a1b5cd276d9c75b6116fbfcb87c1190838c1b6df/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f76fc85bd054c806960f917ec0f329e24e436f1712267d90588e4c39890caa63", size = 1301681, upload-time = "2026-08-28T10:27:23.876Z" }, + { url = "https://files.pythonhosted.org/packages/a9/8d/13c70be22a8506880b35fdc38dca36629613bc493405c79f4037f2cd2bb9/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:828f75af2b0080c8a972e75f649ab46af008e92c6104a57a759157200b835b75", size = 1349159, upload-time = "2026-08-28T10:27:25.899Z" }, + { url = "https://files.pythonhosted.org/packages/82/0e/993972b8ec6767f47cd69818fb3a5ff14510557d29f7d1a839be7574fa1b/kiwisolver-1.5.1-cp315-cp315-manylinux_2_39_riscv64.whl", hash = "sha256:431dc224a1a92a5c8f582d96e505196a3b5997a7271076678da2dfde67b77e9a", size = 997613, upload-time = "2026-08-28T10:27:27.507Z" }, + { url = "https://files.pythonhosted.org/packages/36/82/ca26eddd2eda2420dfc56693449c1f821f78b485da9cbde9904c03af3f93/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:61e9a64c7635095a6bfe483e2ff055d437c59bd45f3617a228b37277f0185d62", size = 2235109, upload-time = "2026-08-28T10:27:30.113Z" }, + { url = "https://files.pythonhosted.org/packages/c7/84/97d920881e10840b8d7c7185620298e3e4c88820b05514e3a15a258b08a6/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:3c24cd69455e1b00ddf770c13b6e2c33e07d6dc3f2d34add0bf9277c5c6bbd46", size = 2331207, upload-time = "2026-08-28T10:27:32.795Z" }, + { url = "https://files.pythonhosted.org/packages/e2/ce/34d74b8f25acc58800f4c09268371e8d6159cf0f1206f1e4dc7835629b48/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:27add358abe374ebaa3b8763ef380bc99051b5a4b18d94878366a9e4f59efef0", size = 1986696, upload-time = "2026-08-28T10:27:34.628Z" }, + { url = "https://files.pythonhosted.org/packages/0e/01/f892644014612527aef7031d3306a2ffc60b3cb044f802c1561f8e5e14f3/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_s390x.whl", hash = "sha256:255605693a483db7bd5c79f60437f7bf658f7f520d61aa42722e32257c941951", size = 2496400, upload-time = "2026-08-28T10:27:36.818Z" }, + { url = "https://files.pythonhosted.org/packages/32/6d/d8284e66e697026536e5f418b9cfe56567bffd3c775e3ecfbae373605854/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:7d38b0c279c3032e8c9cc013b405c6df8e1668dbf15465779aa7f15f61201812", size = 2302967, upload-time = "2026-08-28T10:27:38.803Z" }, + { url = "https://files.pythonhosted.org/packages/46/0a/69a355e27f32ba50d5b6369949b6a1702e122f5277c89bc76d452b81c1c4/kiwisolver-1.5.1-cp315-cp315-win_amd64.whl", hash = "sha256:958254518717542d02d0688d0d20cbf771da5e415e6f49543f92481c850a4540", size = 72283, upload-time = "2026-08-28T10:27:40.491Z" }, + { url = "https://files.pythonhosted.org/packages/ef/d8/7a95be90c33dcdd52204d4aa6384d731443225b887283bbd8b61e7931f6c/kiwisolver-1.5.1-cp315-cp315-win_arm64.whl", hash = "sha256:da3275833be0edbaf4830fae08bae3dc7219f40ce0c37eaa6c25825957e06612", size = 69860, upload-time = "2026-08-28T10:27:41.835Z" }, + { url = "https://files.pythonhosted.org/packages/31/f8/9bc493e7f5707788ba7f621902c68f82dc3a7ba03c78fbd337b026cef1ed/kiwisolver-1.5.1-cp315-cp315t-macosx_10_15_universal2.whl", hash = "sha256:470d420f98d368d6f010633a20659b544c5fdfa5329e6b70219f2ef08fd4a7ef", size = 126336, upload-time = "2026-08-28T10:27:43.379Z" }, + { url = "https://files.pythonhosted.org/packages/d1/82/3aea86b3f99712db825e9ac5631bf99571e818a8b8961ff98cebd798413e/kiwisolver-1.5.1-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:83f78128fa28705fa85d01c59771c72fe81c11bd0e6155edbb9f818983a7d761", size = 67698, upload-time = "2026-08-28T10:27:44.613Z" }, + { url = "https://files.pythonhosted.org/packages/84/7d/8daafc5d2e7f9c47a4f78f8865d86d2a9cf399c2a85f86c44a993594410c/kiwisolver-1.5.1-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:9506e892bcc3b409831d363c6f53e5985e1c8d1f6f6b0256d00358684ff85378", size = 65945, upload-time = "2026-08-28T10:27:45.932Z" }, + { url = "https://files.pythonhosted.org/packages/3d/c9/51dc974d9130da70a8c47a96160123443d387ffe1b6b833d6f91d9429339/kiwisolver-1.5.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cea90547bfd93807e0013a004dc76552be44fad3bc1cc2b38610a9e889ed098f", size = 1588030, upload-time = "2026-08-28T10:27:47.678Z" }, + { url = "https://files.pythonhosted.org/packages/e6/86/f3e1a730e7a995149d8d3ff9e313b6d8a17b2cf1d98a8eff139dc30463fb/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e8e4d953faaded9ec7ede36824e9814082d22d4c7b1eafbfa079ecba8cd0d076", size = 1390760, upload-time = "2026-08-28T10:27:49.676Z" }, + { url = "https://files.pythonhosted.org/packages/4f/3b/8ba25a2b5a0d2375e046f1b72de5179513f0be95aba6e7b094c89303929f/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7e9c01d3dd7ceba4d1d436cc021d40d592466e40b9bc7f5d83dc4e98a5c9cd8c", size = 1403279, upload-time = "2026-08-28T10:27:51.242Z" }, + { url = "https://files.pythonhosted.org/packages/18/d0/278d5cb8be812740027d5ca0a7eda0c375488a88d6dce0fa60fcc2591ad2/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:37f801b5d7cc0e5a548921308e059fd2b057bb42972b591cfa3049f95423c4ed", size = 1454429, upload-time = "2026-08-28T10:27:53.213Z" }, + { url = "https://files.pythonhosted.org/packages/94/37/bcbab41063ec284c1d200efe5087cf087798c2f8916960aa8a20dd303290/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_39_riscv64.whl", hash = "sha256:e68e151428b5384f766cd25739bf77c7e4a3dc93b5ded7a12118d9fbfdf78ab6", size = 1073225, upload-time = "2026-08-28T10:27:55.089Z" }, + { url = "https://files.pythonhosted.org/packages/cb/c5/ab79dcdf5ae28909a51210ae0a1c579e97ff997b3466414f0d04c0994583/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:8f8fddb8e323bd6eee4e54e69a39243beab22689070f4c66b472c4cc88bb89d8", size = 2334335, upload-time = "2026-08-28T10:27:56.78Z" }, + { url = "https://files.pythonhosted.org/packages/8d/8e/71d047468a189041d9c93f3b76844b924f9793b188c44bd149fa258912da/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:3cc210010fd2f438a3ed430b45f1b501fd13a8618bf984dc2c5ce5b69b78752e", size = 2424982, upload-time = "2026-08-28T10:27:58.639Z" }, + { url = "https://files.pythonhosted.org/packages/7d/37/1347461bbea6d0e1f0580b94ef603b18e72c2be5f667fa1653867361a00b/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:b5664603a253efd3a75716d793d1d3a6a82723b61dc6db767b2460bbbeec4c0f", size = 2062857, upload-time = "2026-08-28T10:28:00.407Z" }, + { url = "https://files.pythonhosted.org/packages/1f/87/c7f0976c9cd0d127643351bc0c9929e0b8899d7f49d4ec238cd909e39c42/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_s390x.whl", hash = "sha256:a7b85b2cc6ea45e5f7e8c9a30bc9fabd47cda09106cbb4b967335c3e6c43b69d", size = 2596022, upload-time = "2026-08-28T10:28:02.183Z" }, + { url = "https://files.pythonhosted.org/packages/e3/9a/59a6f6ae6f938c15076be2c21b6cedea973d71bb1349ec84fa485fab82cf/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:ab620eb663952455271ac37f9aaad86b73c969c02f11f53cea405b38e96a4300", size = 2395634, upload-time = "2026-08-28T10:28:03.977Z" }, + { url = "https://files.pythonhosted.org/packages/e9/2d/8982c1fb7926da5bb7ed60318c3665b5c3f941447271ac982960a11b8637/kiwisolver-1.5.1-cp315-cp315t-win_amd64.whl", hash = "sha256:cb6fae641357ed2f6e533c0d3c6504a4a5703621a50c89459e46051d56b61140", size = 75379, upload-time = "2026-08-28T10:28:06.307Z" }, + { url = "https://files.pythonhosted.org/packages/07/78/ba7b6dfa1708b82b373ac056928a30c545d5c1a627df9839dcec3c6c1881/kiwisolver-1.5.1-cp315-cp315t-win_arm64.whl", hash = "sha256:b390aec180a7c054919c04898835e1c77bced23ea8383eb2c570213bf25d1a86", size = 73011, upload-time = "2026-08-28T10:28:07.578Z" }, + { url = "https://files.pythonhosted.org/packages/a9/c4/1407df7512a5b36cc79840e01710dc575733c461b13ab866cae77eaf87f3/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:482676e5bd48d70ac99d9fc78863469845421e01184fa83f1f9366dc49f7e974", size = 134002, upload-time = "2026-08-28T10:28:08.881Z" }, + { url = "https://files.pythonhosted.org/packages/16/45/c37a21ad5c0ab581a93c55ad544721aaa1f0ae94edb29c6a678a23d013e6/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:072bdb15a3c19a5b5dbc8f8fb1f4e1884bf4f3507eeb4cc6334401274d37a5c0", size = 194292, upload-time = "2026-08-28T10:28:11.06Z" }, + { url = "https://files.pythonhosted.org/packages/a6/c1/69f00d627949580e43d57af0aa465df46868d7c29801c137a55374101294/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-win_amd64.whl", hash = "sha256:a5a00665d1a0e26763a7338d7e911d4598fbc1d50dd0d6b7919b7dc6c5d6569f", size = 73362, upload-time = "2026-08-28T10:28:12.449Z" }, + { url = "https://files.pythonhosted.org/packages/b5/1d/59ba570b1774e95e97fde3a0981b2e22118a7a495f73bf74cedc538566a0/kiwisolver-1.5.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:416ba7ff9f233b7036689bb5a3783537e838ad483f63558d2a800f75afe738b1", size = 59450, upload-time = "2026-08-28T10:28:20.383Z" }, + { url = "https://files.pythonhosted.org/packages/22/98/a6849f04dc18b5400e8b98affa2cd8fd86ed583085f036e57b32e571f4fa/kiwisolver-1.5.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:8af9b142ad719ae3a911ebf616bc4b78b32bbab84d6a40d3ad2f129670509957", size = 57400, upload-time = "2026-08-28T10:28:21.632Z" }, + { url = "https://files.pythonhosted.org/packages/f4/ce/a7dc71353dd06a4cbe02222773f52d4a28c81e5a452a75797f8ed113dc99/kiwisolver-1.5.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5daa1f19e097050b9c4d9a78fcc9263cb96c9dfae08037ddc1b7c4ad1889f2a2", size = 79891, upload-time = "2026-08-28T10:28:22.936Z" }, + { url = "https://files.pythonhosted.org/packages/10/b1/d61c61a84ff85d1a36a99df2c152b59ffedb1d356c598902aba44abcdb60/kiwisolver-1.5.1-pp311-pypy311_pp73-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cdaeeb6c350106df6bf9d873395973e5f066a9713200b72cd64f55d0a3eafab6", size = 77605, upload-time = "2026-08-28T10:28:24.322Z" }, + { url = "https://files.pythonhosted.org/packages/d3/52/5aef56f21a460a6e43ab3cdfc7697d59d7b87deb0ec97a0f7b91aa4a521b/kiwisolver-1.5.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:17851e5dad4484be0cbccbde3b15331deae036de9aebd45eed964487802b172f", size = 98465, upload-time = "2026-08-28T10:28:25.696Z" }, +] + +[[package]] +name = "matplotlib" +version = "3.11.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "contourpy" }, + { name = "cycler" }, + { name = "fonttools" }, + { name = "kiwisolver" }, + { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" }, + { name = "numpy", version = "2.5.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" }, + { name = "packaging" }, + { name = "pillow" }, + { name = "pyparsing" }, + { name = "python-dateutil" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/49/64/f9a391af28f518b11ad45a8a712353c94a0aefce09d3703200e5c54b610a/matplotlib-3.11.1.tar.gz", hash = "sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30", size = 32612045, upload-time = "2026-07-18T03:39:46.63Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6e/d0/791aa183dd88491555cf7d4be0b52b0bcf6c3c2a2c22c815a2e819bf53e2/matplotlib-3.11.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:b7cf158e7add54a8d51ac9b5a84abd6d4e13ed4951b4f25f1c5139f41c2addb2", size = 9440302, upload-time = "2026-07-18T03:38:03.844Z" }, + { url = "https://files.pythonhosted.org/packages/35/74/82bbdf683a301f4478384c8aaba6903631a2ca18294b2d7655c9a542bffb/matplotlib-3.11.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d2ace7273b9a5061a3b420918a16fae1f2dc5dfee1abcc13aba71b5d94b1820c", size = 9268549, upload-time = "2026-07-18T03:38:06.144Z" }, + { url = "https://files.pythonhosted.org/packages/f0/f0/9b4298911303f74e6d83e64a81d996c0616405ec95046fac7f17e4258b9e/matplotlib-3.11.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:aee55e9041211bf84302ab55ec3965df18dd90ae19f8b58332a7feaf208bfe83", size = 10024922, upload-time = "2026-07-18T03:38:08.236Z" }, + { url = "https://files.pythonhosted.org/packages/84/6f/0bc3c3d05b021db44c14bc379a7c0df7d57302aa15380c16fd4e63fd6a9b/matplotlib-3.11.1-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:96f4bdeea33a8d15a071dbfe6d119451b1d719c733ac666d65357082901a9099", size = 10832170, upload-time = "2026-07-18T03:38:10.276Z" }, + { url = "https://files.pythonhosted.org/packages/db/4d/e375f39acdb2af5a9342730618608e39790ec842e6f1b392863028781459/matplotlib-3.11.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b4c78ceb2f11bcac7389d305cda17aeb1f4586a857854ab5780bd3dd8dbfc407", size = 10916701, upload-time = "2026-07-18T03:38:12.512Z" }, + { url = "https://files.pythonhosted.org/packages/bc/be/fa26ed085b41298f64a8f9b7592c671bbf1acc8b0df124c1c5de96b859f8/matplotlib-3.11.1-cp311-cp311-win_amd64.whl", hash = "sha256:7f33a781e12b1e53b278deb2f5373c2e55ec4f10727be3440c0cfb5cda9f944f", size = 9315331, upload-time = "2026-07-18T03:38:14.949Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f3/eb5bdf3b6e191b200db298b08bbc1638b7f3c82cdc8680f9d88bf72559ae/matplotlib-3.11.1-cp311-cp311-win_arm64.whl", hash = "sha256:67e4c3cd578c65ebd81bdc09a1b6592ceafee6dfafe116dc85dfcb647b5bbb18", size = 9003475, upload-time = "2026-07-18T03:38:17.205Z" }, + { url = "https://files.pythonhosted.org/packages/f2/6c/7ef7ebcb2bd9739b2b66b18b076e077f44bb46fdbe28ca0506edb3c62c79/matplotlib-3.11.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74", size = 9453849, upload-time = "2026-07-18T03:38:19.593Z" }, + { url = "https://files.pythonhosted.org/packages/eb/f8/6d0c312c8d9738e7d9677f09fe5c986b3239e651a7b73a2deb38b65e4a71/matplotlib-3.11.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b", size = 9283113, upload-time = "2026-07-18T03:38:21.95Z" }, + { url = "https://files.pythonhosted.org/packages/c9/cf/b4ad2cc81b6672ea29ea04e64e350a9f9b493b0908ccd884c67eeff8f7b2/matplotlib-3.11.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea", size = 10035615, upload-time = "2026-07-18T03:38:24.315Z" }, + { url = "https://files.pythonhosted.org/packages/88/90/4e10e033d9b66589d8ed98b84c95cdbb57033d57c1f41339d7393dbd2f2e/matplotlib-3.11.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472", size = 10842559, upload-time = "2026-07-18T03:38:26.285Z" }, + { url = "https://files.pythonhosted.org/packages/88/eb/799612d0f8cd3e816a10fec59329fca52cd2353264df80378dfc541ae855/matplotlib-3.11.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481", size = 10927532, upload-time = "2026-07-18T03:38:28.532Z" }, + { url = "https://files.pythonhosted.org/packages/88/89/56649bbaa2fd12e20f3be03dbcc135b0c8676d88bac17977599e3eb442a0/matplotlib-3.11.1-cp312-cp312-win_amd64.whl", hash = "sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f", size = 9333886, upload-time = "2026-07-18T03:38:30.477Z" }, + { url = "https://files.pythonhosted.org/packages/c1/11/4d124efbbad677b7b7552f6f85a3bd432d4232f95400cea98fcd2ae36ef3/matplotlib-3.11.1-cp312-cp312-win_arm64.whl", hash = "sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a", size = 9007545, upload-time = "2026-07-18T03:38:32.833Z" }, + { url = "https://files.pythonhosted.org/packages/04/6c/4798363b7fb5644e309fe1fac30216e9146c9f70859d80d588c18caf5317/matplotlib-3.11.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191", size = 9454341, upload-time = "2026-07-18T03:38:35.001Z" }, + { url = "https://files.pythonhosted.org/packages/59/98/6acadbe7f98df19d274bc107ac58bb439fa75df82c33dc110d71a4a8501f/matplotlib-3.11.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1", size = 9283627, upload-time = "2026-07-18T03:38:37.061Z" }, + { url = "https://files.pythonhosted.org/packages/24/ea/65cec46fe241390ccea1b1754207ee28eb71c5ab866bd5f22fe47e538fa4/matplotlib-3.11.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3", size = 10035860, upload-time = "2026-07-18T03:38:39.663Z" }, + { url = "https://files.pythonhosted.org/packages/c7/10/63fdccccbabe002fb0960876baabc5e3f24d9c1bb4cfb25651457f74b3a0/matplotlib-3.11.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e", size = 10843594, upload-time = "2026-07-18T03:38:42.144Z" }, + { url = "https://files.pythonhosted.org/packages/98/51/a1155945bff7b91381875022ac1522c5dfdac0d006be8e7df389b3134eae/matplotlib-3.11.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f", size = 10927962, upload-time = "2026-07-18T03:38:44.302Z" }, + { url = "https://files.pythonhosted.org/packages/0d/3a/3d5e1f42dc761bf53401a62a83ff93389b37de9d2c093b2a3aa49ac34f1b/matplotlib-3.11.1-cp313-cp313-win_amd64.whl", hash = "sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b", size = 9334074, upload-time = "2026-07-18T03:38:46.616Z" }, + { url = "https://files.pythonhosted.org/packages/e2/db/3f5ea5a5b64060ef5e1ff60a19170423e41ce21b8497a6fe15a36e0b43e3/matplotlib-3.11.1-cp313-cp313-win_arm64.whl", hash = "sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2", size = 9007662, upload-time = "2026-07-18T03:38:49.112Z" }, + { url = "https://files.pythonhosted.org/packages/98/6e/c7ae5e0531425b69c0826b00ebbc264c85cab853f1cd6e096c9983c2cdc1/matplotlib-3.11.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f", size = 9503790, upload-time = "2026-07-18T03:38:51.527Z" }, + { url = "https://files.pythonhosted.org/packages/92/79/15be162e0a2ed546939674e2e97d0e33ec2447d86d4d4e611fa295bb178c/matplotlib-3.11.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1", size = 9336148, upload-time = "2026-07-18T03:38:53.564Z" }, + { url = "https://files.pythonhosted.org/packages/6a/7f/36ffe144fc4aacfe0e3ed2318f72b6755d1e73b041d619b4d393e60f5a66/matplotlib-3.11.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464", size = 10049244, upload-time = "2026-07-18T03:38:55.911Z" }, + { url = "https://files.pythonhosted.org/packages/ab/5f/55812d68c0a840d3a463638f48c00ab1fe338518ec49a640cb6473b444af/matplotlib-3.11.1-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf", size = 10860798, upload-time = "2026-07-18T03:38:58.282Z" }, + { url = "https://files.pythonhosted.org/packages/7a/64/cca444b4eb5e6c768c44fc5e1f0b5211f20ca2b282778051996e996a2bdf/matplotlib-3.11.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f", size = 10943282, upload-time = "2026-07-18T03:39:00.465Z" }, + { url = "https://files.pythonhosted.org/packages/e5/0f/a49c329d394f2e9ef38506982107e8b04ecf94dd41a9d8423ff82cc737c7/matplotlib-3.11.1-cp313-cp313t-win_amd64.whl", hash = "sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78", size = 9383532, upload-time = "2026-07-18T03:39:02.468Z" }, + { url = "https://files.pythonhosted.org/packages/e4/50/103e86afb806d8f64d04ede14e4cfc09dbfc25f512421ff85fdd6ebd59cf/matplotlib-3.11.1-cp313-cp313t-win_arm64.whl", hash = "sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a", size = 9059665, upload-time = "2026-07-18T03:39:04.607Z" }, + { url = "https://files.pythonhosted.org/packages/35/04/3079499fa8cb661ea66d13d6439d5a3ae6710a7afd5c7f72e08914f275f8/matplotlib-3.11.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3", size = 9456022, upload-time = "2026-07-18T03:39:07.041Z" }, + { url = "https://files.pythonhosted.org/packages/53/a2/69acfe84ec1f32930e801a5782a07fc5c79c8c6599a507b806d859d5da8e/matplotlib-3.11.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319", size = 9285475, upload-time = "2026-07-18T03:39:09.562Z" }, + { url = "https://files.pythonhosted.org/packages/d3/b3/31b15a2ca56d4ddd6aaa1c884c2f51cf9a61cfaf5ca6f6fbd6343d38e6df/matplotlib-3.11.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f", size = 10847102, upload-time = "2026-07-18T03:39:11.532Z" }, + { url = "https://files.pythonhosted.org/packages/64/0d/a17e966e620545c1548125af0b29ac812dd17b197a18a7462ac12fa859ee/matplotlib-3.11.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be", size = 11131087, upload-time = "2026-07-18T03:39:13.764Z" }, + { url = "https://files.pythonhosted.org/packages/97/c5/5e100efdd67abb7de20befaa333612ef9bfc63417fb71398f904f25d083c/matplotlib-3.11.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2", size = 10929036, upload-time = "2026-07-18T03:39:16.888Z" }, + { url = "https://files.pythonhosted.org/packages/ce/04/d719a0a36930ecc8dfc801ff340f9dcfc4223f8ca5d39d06b4020032fff8/matplotlib-3.11.1-cp314-cp314-win_amd64.whl", hash = "sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6", size = 9489571, upload-time = "2026-07-18T03:39:19.449Z" }, + { url = "https://files.pythonhosted.org/packages/48/65/facabdc2f1f6caba7e856db64dfedddca25f7608df07d96a1c8fd114fd3b/matplotlib-3.11.1-cp314-cp314-win_arm64.whl", hash = "sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685", size = 9164486, upload-time = "2026-07-18T03:39:21.424Z" }, + { url = "https://files.pythonhosted.org/packages/88/dd/18da6cd01cf96354534f98c468a25380c68ce582a2c9dd0cae12b04af4f2/matplotlib-3.11.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae", size = 9504876, upload-time = "2026-07-18T03:39:23.633Z" }, + { url = "https://files.pythonhosted.org/packages/79/b0/f0b63555a18b79d038c81fd6126f35fc4dfce0eaff48d96103348c7cf935/matplotlib-3.11.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda", size = 9336120, upload-time = "2026-07-18T03:39:25.797Z" }, + { url = "https://files.pythonhosted.org/packages/c6/dd/f210ec7c4a6f198d5567237048a93d0811fb5a1f1691f13320e592f95b41/matplotlib-3.11.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb", size = 10858033, upload-time = "2026-07-18T03:39:27.999Z" }, + { url = "https://files.pythonhosted.org/packages/ec/d2/d6d5324507c5fbb316db48e258c09c2807f3de03d9af47017e120070926f/matplotlib-3.11.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2", size = 11141827, upload-time = "2026-07-18T03:39:30.092Z" }, + { url = "https://files.pythonhosted.org/packages/0f/68/3c22e9320bdce2c4d2f1320643ef706db7a24cb7420eea28b97a2d67f5a8/matplotlib-3.11.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d", size = 10943061, upload-time = "2026-07-18T03:39:32.356Z" }, + { url = "https://files.pythonhosted.org/packages/f6/4a/907ed190ee81a9df581e0ed5456134fc0f7cb55ffcfda2f9e54ca900761c/matplotlib-3.11.1-cp314-cp314t-win_amd64.whl", hash = "sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb", size = 9540074, upload-time = "2026-07-18T03:39:34.789Z" }, + { url = "https://files.pythonhosted.org/packages/23/d4/97c19b77e0a6e3b48581185bb65088f431cd20186076cc0f650a1757ea46/matplotlib-3.11.1-cp314-cp314t-win_arm64.whl", hash = "sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987", size = 9213472, upload-time = "2026-07-18T03:39:37.141Z" }, + { url = "https://files.pythonhosted.org/packages/ee/38/ceb1d637c4db6d06141f3739e93af3321e7caaabe69b57ae48ffe3ee95b1/matplotlib-3.11.1-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:427258425f9a3fc4ed79a91f9e9b9aaf5a82cb6571e85dc14063cc6fbb993741", size = 9438045, upload-time = "2026-07-18T03:39:39.491Z" }, + { url = "https://files.pythonhosted.org/packages/89/25/72ad8b58602d3a6ef1dfc4b65ecd01634ab65a2bdf494c9fe0e966dbf081/matplotlib-3.11.1-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:1ac697e591c11b6ad04679a73c2d2f9980fe9d9f0311fb414a2e329706343dfb", size = 9266127, upload-time = "2026-07-18T03:39:41.597Z" }, + { url = "https://files.pythonhosted.org/packages/8a/6d/69552382fcc8e93d1f2763ef2665980a900a48b7f3a4c57ed290726d1cbc/matplotlib-3.11.1-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e4b9ac2f1f607ecda2af90a5232beee2af7582fce1cc30c4b6a1b012dc21ee99", size = 10019439, upload-time = "2026-07-18T03:39:43.78Z" }, +] + +[[package]] +name = "numpy" +version = "2.4.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.12'", +] +sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" }, + { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" }, + { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" }, + { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" }, + { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" }, + { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" }, + { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" }, + { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" }, + { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" }, + { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" }, + { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" }, + { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" }, + { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" }, + { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" }, + { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" }, + { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" }, + { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" }, + { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" }, + { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" }, + { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" }, + { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" }, + { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" }, + { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" }, + { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" }, + { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" }, + { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" }, + { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" }, + { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" }, + { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" }, + { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" }, + { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" }, + { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" }, + { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" }, + { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" }, + { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" }, + { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" }, + { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" }, + { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" }, + { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" }, + { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" }, + { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" }, + { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" }, + { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" }, + { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" }, + { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" }, + { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" }, + { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" }, + { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" }, + { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" }, + { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" }, + { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" }, + { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" }, + { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" }, + { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" }, + { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" }, + { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" }, + { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" }, + { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" }, + { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" }, + { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" }, + { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" }, + { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" }, + { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" }, + { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" }, + { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" }, + { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" }, + { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" }, + { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" }, +] + +[[package]] +name = "numpy" +version = "2.5.2" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", +] +sdist = { url = "https://files.pythonhosted.org/packages/9a/80/db0b4559e57ec36362bedbb05530a87fafbcb6067708c946967a41d449e7/numpy-2.5.2.tar.gz", hash = "sha256:d482d171c406ae88c5b19cad3b6a1c4c5209f886ab74bc44c2c865c23f52d860", size = 20773161, upload-time = "2026-08-09T13:48:27.962Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/69/72/dccb0aaf40972777283303919f613964227266d0c13adebb79ac124f1c3e/numpy-2.5.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:14e373cfc6387177e8409dac3c7159be8eb05cd77096cd7c950268b86f62831c", size = 16891693, upload-time = "2026-08-09T13:44:51.702Z" }, + { url = "https://files.pythonhosted.org/packages/60/2e/b5aee50a1f74ac815cf8331812cb8251e29024025de462e0c047641c614c/numpy-2.5.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4bbd96c833ecc8cc069ce518078fc8c60cb9cbfb0fea5b7a803ad65035596d03", size = 11903109, upload-time = "2026-08-09T13:44:55.501Z" }, + { url = "https://files.pythonhosted.org/packages/f3/f4/29e78102a80601cf034d4e9767022cffeca2c3b4c926e1754572ca95593d/numpy-2.5.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:6e8172ddfcf5cf74b811d372b570b83c60bd2de87a6fbfbebdadb4a9bd9c6cbb", size = 5350202, upload-time = "2026-08-09T13:44:58.401Z" }, + { url = "https://files.pythonhosted.org/packages/11/4b/dcd3b7eadaf4035d2c7a4289d232523a6964f602598ef7674e4bd7291f93/numpy-2.5.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:65f188481f1669e26f62b701e8205d19e460fa4a9b52a1414ba382330e4a3414", size = 6687736, upload-time = "2026-08-09T13:45:00.813Z" }, + { url = "https://files.pythonhosted.org/packages/e5/21/4947e0e9d6c9fc2e2ff15b8949049ee44f63adb9cacc729ab8793f97e712/numpy-2.5.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8ee9c4eeb8454b3660a8b53493563c3e121c2fc94fbd72b848ef814ed7b676a9", size = 15612696, upload-time = "2026-08-09T13:45:04.151Z" }, + { url = "https://files.pythonhosted.org/packages/3a/5f/62d28cf019460c7f1394105b4d49d9911a9c444cb77ab0bd95a204c5a6de/numpy-2.5.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3cdec01fa790a186d430433fdd4d4ffb70eed6f0eeb4bf05c8dbe2dce0a9bcb8", size = 16722264, upload-time = "2026-08-09T13:45:07.714Z" }, + { url = "https://files.pythonhosted.org/packages/14/25/3f0be4c1b9fdf5dd5e708a6806978564d7c46a055c000496309ff2a2f8af/numpy-2.5.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7999d4ddb0c4025018373fd787510d46e04c769467af22869707b3c1cfd459ab", size = 16974396, upload-time = "2026-08-09T13:45:11.316Z" }, + { url = "https://files.pythonhosted.org/packages/22/72/6262cbdeeb45da9d971e40715f579d791603ba8ec0b5e2db1ac55454421d/numpy-2.5.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c1f017dc0875c9209d219f97feceb7d54c2661bb243deb4114478e1295808af7", size = 18476044, upload-time = "2026-08-09T13:45:14.869Z" }, + { url = "https://files.pythonhosted.org/packages/36/33/29208b8b075bde62d26a81d14b358c42b0f69b6cabd98d4ff97f37f22b05/numpy-2.5.2-cp312-cp312-win32.whl", hash = "sha256:d6a48072864e3324e194a8fbb3c657bcc5b5c869dbc64c9537b1d5c862572c0a", size = 6072817, upload-time = "2026-08-09T13:45:17.867Z" }, + { url = "https://files.pythonhosted.org/packages/7f/b9/87fea2769fe1c47c1b5b01d8310772c9d1a85d485de7cf386ef7a3332b02/numpy-2.5.2-cp312-cp312-win_amd64.whl", hash = "sha256:28ac63476ec7651484215ee7fa15a1f78b57c14621f01e392afe17b9a1390ce4", size = 12464674, upload-time = "2026-08-09T13:45:20.734Z" }, + { url = "https://files.pythonhosted.org/packages/14/52/032b97e00461ab0809bbe4c588b035620e5a14b8cdee47ecddefc7b17d33/numpy-2.5.2-cp312-cp312-win_arm64.whl", hash = "sha256:27650bb0e7140fa3d37b9923b4803645e0b125d190f326eecfd3f4dad8e8ade1", size = 10397131, upload-time = "2026-08-09T13:45:23.73Z" }, + { url = "https://files.pythonhosted.org/packages/f5/d2/6b24738a0ef4557d189b150046cd07823c50e4273e8aebd651222e24306f/numpy-2.5.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8e4cb9a754c8a0c62eaa88273a5fba3391f4a610d1dee893c0755da31c083f15", size = 16886595, upload-time = "2026-08-09T13:45:27.323Z" }, + { url = "https://files.pythonhosted.org/packages/65/60/f2d208d366f263f39c6e69ed309290717aab41078b6d04c9be2a84fa2a07/numpy-2.5.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:52c808f96484f5571a5cc863775ce50247c17dfb3b0361f8ed6b4b0456f80080", size = 11896845, upload-time = "2026-08-09T13:45:31.638Z" }, + { url = "https://files.pythonhosted.org/packages/3c/79/81e0bf24f4d020a2b1d5cd297a9f60c3f24eeb116f9bba5870443f7b6a4a/numpy-2.5.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:29d81e97f668489cba8ebfd796b9bdd453525d35dd9e162e2daec94bf3fc7740", size = 5343880, upload-time = "2026-08-09T13:45:34.373Z" }, + { url = "https://files.pythonhosted.org/packages/ba/cc/e3141cf06d1a8a2c7e107543fe1269c1d1af760d4d683c0794a4ee1127c2/numpy-2.5.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:afb3f0632d6b2e3ba04dbce8d1e48d321b369138b73830b5ca371a0e8d479d56", size = 6682264, upload-time = "2026-08-09T13:45:36.7Z" }, + { url = "https://files.pythonhosted.org/packages/29/f1/2a64a307d92c5d98f5255a4014eb43bb6103ee477087b61ecae44a3aa9b9/numpy-2.5.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0aadf13b60048d501e05fa699efaf7734e2494f3498a4c2a5521d822640324f3", size = 15609566, upload-time = "2026-08-09T13:45:39.518Z" }, + { url = "https://files.pythonhosted.org/packages/7b/44/59a1eb68e773c4098d107ef34a0dbdeca501d72ffcfbff9a7707343921ce/numpy-2.5.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:29b86ff8a6cc556b47ec6b64b194815cc80e6bf5eedcc6cddfd65318cb0b4eee", size = 16709995, upload-time = "2026-08-09T13:45:43.661Z" }, + { url = "https://files.pythonhosted.org/packages/8a/4c/3e54d4ddbc359a1295f8b633e8106bcd4d7d4a206e82df051bdfb3058755/numpy-2.5.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6950c4b7dd562453090548ba7f5da7e59f57f85663f15d5dcc60e249192f7e59", size = 16972511, upload-time = "2026-08-09T13:45:47.094Z" }, + { url = "https://files.pythonhosted.org/packages/f2/9f/02e371638ebf19b66d46231e4be52999e87f32d1961b113bc45656608b22/numpy-2.5.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b9727f472d2f3888053b8a75ab0cb94745a9de224bb5846dbadc0092101bc71d", size = 18465609, upload-time = "2026-08-09T13:45:50.808Z" }, + { url = "https://files.pythonhosted.org/packages/eb/ae/ad6645abc7a3510fe48e8ea1ab4598166f500057ef4ebf38bfad4f1577de/numpy-2.5.2-cp313-cp313-win32.whl", hash = "sha256:4f9744f9fbdcea0bc552e8f19e1f141f811a3f9bc2be2cc6e86d982cab23e3f4", size = 6070204, upload-time = "2026-08-09T13:45:54.111Z" }, + { url = "https://files.pythonhosted.org/packages/15/20/f3489f86d81ea460b2bcdceaed094142ca6579f6be0ec527b781d39afe68/numpy-2.5.2-cp313-cp313-win_amd64.whl", hash = "sha256:85aaccb24182c25df891ad0ec333585967e115269d5f1b17f2c9ae005bc96657", size = 12460532, upload-time = "2026-08-09T13:45:57.167Z" }, + { url = "https://files.pythonhosted.org/packages/d5/21/35b31dde1b283b79de828b80f876afd8c94e28fe1e9c375f89e261cc4c0d/numpy-2.5.2-cp313-cp313-win_arm64.whl", hash = "sha256:bd68ece1553d2023c09a4226d9e41c586ad2d20594d1a456186c33513d2cb3f2", size = 10396725, upload-time = "2026-08-09T13:46:00.478Z" }, + { url = "https://files.pythonhosted.org/packages/ac/f8/c3b222bf075b50afd8e949a07a15c4b312a4a84bd8102a332bcd953cbbb4/numpy-2.5.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d787cf769c3baeb5f6235e778edb52c08dfa923789b5958f28e6450f96107cb1", size = 16885180, upload-time = "2026-08-09T13:46:03.939Z" }, + { url = "https://files.pythonhosted.org/packages/17/e1/2c1d4b1987795a92b5bbf7c24fe249ab96aa2573ab0d7604802c189d7b86/numpy-2.5.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:24b9dc2e3d84aa58523798805194e23e736f3f6ce2d1a5b92583ae734e6dbda8", size = 11907878, upload-time = "2026-08-09T13:46:07.045Z" }, + { url = "https://files.pythonhosted.org/packages/b9/ee/d08226fc858044355983a6e5b94f08ff6f3969e0a2b160a4a89f0ddb3445/numpy-2.5.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:9e9413326d726c2545bfa65d2c0876871e8d8386e77f992c1d426e180bbd4323", size = 5354922, upload-time = "2026-08-09T13:46:10.04Z" }, + { url = "https://files.pythonhosted.org/packages/94/f0/6d3d933056440ebbc5e6bad92065fc6c26a48a84a36b1208580e94eea76c/numpy-2.5.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:60e902ac295855348a5ca2ea4c89108989a9f5fddfad3dfc0a8f36b10358567e", size = 6679168, upload-time = "2026-08-09T13:46:12.275Z" }, + { url = "https://files.pythonhosted.org/packages/c4/3b/ecd49dd90033cceb2704d88ca905d4d7d89b0e8c739608754ffd325fa820/numpy-2.5.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:50e500dc868e9313530ce12ba470fe50ff3afe3d62993ed6eff652dacd555b65", size = 15624501, upload-time = "2026-08-09T13:46:15.322Z" }, + { url = "https://files.pythonhosted.org/packages/c7/99/461bd36dbdfac6c1c53efa370bd55a83227542d0d118f1677dbf1a3dacd5/numpy-2.5.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:318b9a4c845dbea06708a29c84ee429cc3065048db34cdb799047643492050ee", size = 16713701, upload-time = "2026-08-09T13:46:18.949Z" }, + { url = "https://files.pythonhosted.org/packages/f9/9c/2b251df9e8a5d647b62b0cbc1b90a91850c1cf4859ecb532fd0b4eacff6c/numpy-2.5.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:34c319e2963be042673fb46570501b2f06c41924e17e3563d58646b4380dfb68", size = 16986065, upload-time = "2026-08-09T13:46:23.006Z" }, + { url = "https://files.pythonhosted.org/packages/8f/25/20de43f53ff1390534a124475055a19f01fe10c920a0fd11b8e18d6d6052/numpy-2.5.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f06571a052127dc1b4e8b83029b4d1b20daa2b64a31cdd181fc6bc774e9000eb", size = 18470031, upload-time = "2026-08-09T13:46:27.102Z" }, + { url = "https://files.pythonhosted.org/packages/56/5e/0c577ca308d6da5eb79b546ba10bbe5b60148192194e2da060913b1de4f1/numpy-2.5.2-cp314-cp314-win32.whl", hash = "sha256:2cc779226e476d1e1f08c74068c419e60f41a9e0e069c92f6671d31d5c985e98", size = 6121028, upload-time = "2026-08-09T13:46:30.046Z" }, + { url = "https://files.pythonhosted.org/packages/15/5c/7bcbd5b11f94199073320410cddcbb80cee62415bfeb540874b265c2d922/numpy-2.5.2-cp314-cp314-win_amd64.whl", hash = "sha256:7587f53dfbd5edc0f7b87c6217b4c6d2d1f2ef9c3da70bc1315e7db5f8d7ec9d", size = 12597627, upload-time = "2026-08-09T13:46:32.886Z" }, + { url = "https://files.pythonhosted.org/packages/87/bc/4d0b06fba0da90ccc75af62823cb9dcedb6c9ea0cffa058cb2c9ee773a77/numpy-2.5.2-cp314-cp314-win_arm64.whl", hash = "sha256:3e4c367352d3747784248a227fbec218e193b56f7e6692e3b64fc805478ecfdf", size = 10680414, upload-time = "2026-08-09T13:46:36.036Z" }, + { url = "https://files.pythonhosted.org/packages/cd/17/f429aac9dc08833a0d0f188eba38c532a751b1a1f2ca6018a37b455cb321/numpy-2.5.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:b879fb674276e331513fb136b78dbc6bd3c848309e0d841cfd63be3896c4cfc1", size = 12026967, upload-time = "2026-08-09T13:46:39.084Z" }, + { url = "https://files.pythonhosted.org/packages/ca/9f/d0849de96a2a4ceaa16662f18ee13eaa9c0aa418269fdc8c4857c56b11da/numpy-2.5.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:fd0d703772bba096843785bd38371e31bb4a0c1151497ad5739d182114a73f7f", size = 5473874, upload-time = "2026-08-09T13:46:42.075Z" }, + { url = "https://files.pythonhosted.org/packages/89/3c/8df216d4a4a5422a3de045301cf7df8ea47286d76f5cb7160b0128ac26b7/numpy-2.5.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:3a2f061cebd9e3d23bdcfaaded5e2293a4c6a5b60fa42df85d410a725ce621bf", size = 6789276, upload-time = "2026-08-09T13:46:44.387Z" }, + { url = "https://files.pythonhosted.org/packages/e6/3a/20d7e9891c4ddfadd6ff8d95bf4b29f353d8e1770553de2099880551dfb9/numpy-2.5.2-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6df895598c0edcb41030126c89e0f353b07d93238116143b7405e937359736c4", size = 15659154, upload-time = "2026-08-09T13:46:47.538Z" }, + { url = "https://files.pythonhosted.org/packages/aa/d6/f3aa3d2688bf501b858835c6bd087ae9b51a56ae6fca8e2b0990abd177af/numpy-2.5.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1ab3d4a901f844ea836c3e80bf463c6a27d7f3c14e8e292fcf28d348b25b9bce", size = 16748909, upload-time = "2026-08-09T13:46:51.442Z" }, + { url = "https://files.pythonhosted.org/packages/7d/8f/1c5cae8d2baf86ab802ae97a00be55bc7e21ebc11b12bbc33376c5f05342/numpy-2.5.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:cebc2d6dbb605a7703d59751dea4bd6b0ab127a5a4338a6f432df1936fef8b26", size = 17027685, upload-time = "2026-08-09T13:46:55.095Z" }, + { url = "https://files.pythonhosted.org/packages/5c/27/71d3467404aedc1c24ce79610f91b52b0b0f466c43a701aa56fc75c145ab/numpy-2.5.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:eaca7ff36f0f52e2111ec71f169d8fd3e889e7ddc0d2592e0d703fd8d3ce8fac", size = 18501181, upload-time = "2026-08-09T13:46:59.09Z" }, + { url = "https://files.pythonhosted.org/packages/14/2f/42921d27c40aea7e077f4a423ae509fd9220b028cd787bafefd8ab2b3a5f/numpy-2.5.2-cp314-cp314t-win32.whl", hash = "sha256:ddf47472af2e4280d79bac82304f5e80150211f1b9e614b760061d5fdfbb6eba", size = 6271085, upload-time = "2026-08-09T13:47:01.903Z" }, + { url = "https://files.pythonhosted.org/packages/75/e6/bad5f5d56de9b1971bac959963dda276d35c40f1854475005434bbe08692/numpy-2.5.2-cp314-cp314t-win_amd64.whl", hash = "sha256:44ef9675d908e65f9953063837c3277730f3f4437615a4cdab67b366cabaf884", size = 12787971, upload-time = "2026-08-09T13:47:04.963Z" }, + { url = "https://files.pythonhosted.org/packages/df/05/f608795cb34391acd67e38d94a3c36abd8d8576293a3a80727d7595c372c/numpy-2.5.2-cp314-cp314t-win_arm64.whl", hash = "sha256:eaa088384c46f519dacb93b7ec483a6d6b19a4a2085ae4f25ab9b1c43d387d1e", size = 10750306, upload-time = "2026-08-09T13:47:07.976Z" }, + { url = "https://files.pythonhosted.org/packages/33/c6/28de0191c5f82b7d42a0a51390ba98587048aa93a39fafb05bdbe6e8d00c/numpy-2.5.2-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:078f9b027b478c9379b9677babbf0f8b8f1ecfada27636d7b9a93990c638739f", size = 16885274, upload-time = "2026-08-09T13:47:11.439Z" }, + { url = "https://files.pythonhosted.org/packages/dd/d1/973ca116000d244897e468ea1aff30b589e5022e3c8744b71706fe33bd57/numpy-2.5.2-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:50a68f4bacd8a2b33d8da3d2269d0d78500f86ea582e4786dc10f5ef2c2c6842", size = 11907846, upload-time = "2026-08-09T13:47:15.128Z" }, + { url = "https://files.pythonhosted.org/packages/78/d9/8c4b3937ef204cb2fd88d389ccd0f265a2ffb11f35a01d2064cf46714bd6/numpy-2.5.2-cp315-cp315-macosx_14_0_arm64.whl", hash = "sha256:e79aba74ffaf5f78a050d777c184cddf8fdffabab38acf5f3ef1fecbc17895d6", size = 5354892, upload-time = "2026-08-09T13:47:18.07Z" }, + { url = "https://files.pythonhosted.org/packages/74/9b/b6ee65ea2999fdb7023935e108e6fb776ee4082aa15f159acfa857e578c8/numpy-2.5.2-cp315-cp315-macosx_14_0_x86_64.whl", hash = "sha256:9a0731745a72a184490a582fb4af2533512bd071ace67785b5fdffc0ae58dce8", size = 6679309, upload-time = "2026-08-09T13:47:20.456Z" }, + { url = "https://files.pythonhosted.org/packages/43/f3/acb18d8b137a393c8e7803a8c994c9e64bde3930692a69d826993113a159/numpy-2.5.2-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4ec954036759bcee3aa484f8603bd9c14f3e776293b85578b8734c2d72777c69", size = 15625850, upload-time = "2026-08-09T13:47:24.365Z" }, + { url = "https://files.pythonhosted.org/packages/a9/bf/a8e9bb0db815a0e265b5744ebedd3af0bd5faad8604e5b50a1cd012f3c91/numpy-2.5.2-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dc649493697006bc90614a5f0bbc8cb3cb1866715c474e473694968d7e6b99ab", size = 16713664, upload-time = "2026-08-09T13:47:27.965Z" }, + { url = "https://files.pythonhosted.org/packages/0c/c3/6e913736b3dd6582344af32418b5fb9dab34282e8a8174ae1d54ceb0fc13/numpy-2.5.2-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:cf7de32f486e4ac9e2d93b810f9e9ac72a728dd46a32a0bb403222f27f653514", size = 16986749, upload-time = "2026-08-09T13:47:31.541Z" }, + { url = "https://files.pythonhosted.org/packages/80/09/7d3b23eff5c7428ef6c01e6f7052bb60d504c4d33e317b36b8959c24ad97/numpy-2.5.2-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:2ffa7bacab3e2ee1b19ed31766bb60bb380b68c23f051e199c5cc598afd68710", size = 18470495, upload-time = "2026-08-09T13:47:35.364Z" }, + { url = "https://files.pythonhosted.org/packages/a5/a4/68a321d825374f6eb677ffe8ef8c6b9a328304e6fd2e39d9530822776607/numpy-2.5.2-cp315-cp315-win32.whl", hash = "sha256:6b588cc8f902d6bff201c19fd00c43ab8545671e3554d014e12e14139e5e8617", size = 6120696, upload-time = "2026-08-09T13:47:38.561Z" }, + { url = "https://files.pythonhosted.org/packages/c8/23/deafbb1700f79fae9cd1e91220f133d124cc267de1b584da3fbf6db2f6cd/numpy-2.5.2-cp315-cp315-win_amd64.whl", hash = "sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7", size = 12597324, upload-time = "2026-08-09T13:47:41.401Z" }, + { url = "https://files.pythonhosted.org/packages/33/cd/3272ba105e3bbbdaeb11357eda31e7a6825ffe159e8171665660299a948f/numpy-2.5.2-cp315-cp315-win_arm64.whl", hash = "sha256:a610dc7e3c52edd39c2bc2375ff9c3fd59cb3ad00e4472d36f83bc1457145788", size = 10680466, upload-time = "2026-08-09T13:47:44.873Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0e/58370637b1bb70a5c9ce2b43f4b521ccb224e36ccb76a6596b17ae4b447c/numpy-2.5.2-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:40f4d451aed46a8046a1aae41c4e55fb3612273df9c502480135e1501576a34b", size = 16993947, upload-time = "2026-08-09T13:47:48.97Z" }, + { url = "https://files.pythonhosted.org/packages/10/93/2abcb807712b289d6d60fe4cf30532f98974a8396d885650f3ba5a13026e/numpy-2.5.2-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:c081cbe16ba1ab53078e5ff29013621e33c509eedab055775d956427712c236e", size = 12025331, upload-time = "2026-08-09T13:47:52.646Z" }, + { url = "https://files.pythonhosted.org/packages/8b/3a/2898e003a5fbaf87e76c039b4ee1f5eb390471b4ffe74887c1f34c4e791e/numpy-2.5.2-cp315-cp315t-macosx_14_0_arm64.whl", hash = "sha256:0090ccdd57ec2703e9b49d0bf554767370581c1dd0a6b2bb2b2d9def317d042a", size = 5472336, upload-time = "2026-08-09T13:47:55.403Z" }, + { url = "https://files.pythonhosted.org/packages/61/a5/23f69d07c544597b29758b31b55c27dc9d541012a2c1496189fef702aec2/numpy-2.5.2-cp315-cp315t-macosx_14_0_x86_64.whl", hash = "sha256:6a9bb119fb8dd21ba30b3f0e555b7e2b081bd9883af21ec9c1c633d161cda3a8", size = 6788387, upload-time = "2026-08-09T13:47:58.192Z" }, + { url = "https://files.pythonhosted.org/packages/15/ea/c0dbdbcf22f43782510a3e492dd3da73c6112b69cac8929d16d127536fc4/numpy-2.5.2-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a839318485284a6fb31be4f8f2c91c8f2cb22f4543c4a8903f12b0671ffe07cc", size = 15667096, upload-time = "2026-08-09T13:48:01.562Z" }, + { url = "https://files.pythonhosted.org/packages/fc/5e/29c73c31748cdb0f7566642125ba17fd5b56780cddf891b085dab27e4466/numpy-2.5.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ba0a474801b8dc67b66bf465548abc90e82b44d2611b5770f33008dcabffe8ec", size = 16751730, upload-time = "2026-08-09T13:48:05.706Z" }, + { url = "https://files.pythonhosted.org/packages/47/95/02501e8454796bb58dadf7a99d3181e0b464bf264e1003039572f9779fac/numpy-2.5.2-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:0a4035ae1129ff8777f08bfbd44f1e5d8e9c049ce0c2dd78fc0d92c13e7251c0", size = 17038686, upload-time = "2026-08-09T13:48:09.627Z" }, + { url = "https://files.pythonhosted.org/packages/0e/b5/53a681d91b5c82687067d8ea5035e02d917b5509d6f334cb06484a954714/numpy-2.5.2-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:77843ca236b777e67f8d6b3660ea116e499612703a0ecd7093f316201eb9d8e2", size = 18507727, upload-time = "2026-08-09T13:48:13.744Z" }, + { url = "https://files.pythonhosted.org/packages/42/06/6e11443f7b64ee376c860506091103bf68f92d2cab9e8d96d4501babf07c/numpy-2.5.2-cp315-cp315t-win32.whl", hash = "sha256:7354826bc6f8f69402e9b7fe28d15fcd34feebd74f856f111585c5b0c9fb0251", size = 6269775, upload-time = "2026-08-09T13:48:17.543Z" }, + { url = "https://files.pythonhosted.org/packages/f1/18/195d6b86cd72dbbc501edfa778005fa6b87afd34c153e46028cd3a0938f4/numpy-2.5.2-cp315-cp315t-win_amd64.whl", hash = "sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12", size = 12782559, upload-time = "2026-08-09T13:48:21.023Z" }, + { url = "https://files.pythonhosted.org/packages/b4/07/458c344f0f0c178f4481dad5cca790626ffe4c34eabf9467069d06ee4999/numpy-2.5.2-cp315-cp315t-win_arm64.whl", hash = "sha256:5f8e00be2ec6f45f4e8a41a527f68d44a7d96fee92a650e4d8b1326f77f61e6e", size = 10748103, upload-time = "2026-08-09T13:48:24.21Z" }, +] + +[[package]] +name = "packaging" +version = "26.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7d/fa/3944b40b07da9ce895c0e6303a5ab7d53da063554f534556b134a54d6093/packaging-26.3.tar.gz", hash = "sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79", size = 313412, upload-time = "2026-08-04T18:15:28.737Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/63/34/ba1c580383c9eada3711951fef0795c80b829a078d72188184bcab9dd527/packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c", size = 129956, upload-time = "2026-08-04T18:15:27.159Z" }, +] + +[[package]] +name = "pillow" +version = "12.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/1c/3d/bb7fca845737cf9d7dbde16ed1843984665ff2e0a518f5db43e77ec540b9/pillow-12.3.0.tar.gz", hash = "sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce", size = 47025035, upload-time = "2026-07-01T11:56:38.965Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/fb/c8/0a78b0e02d7ac54bc03e5321c9220da52f0c2ea83b21f7c40e7f3169c502/pillow-12.3.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:00808c5e14ef63ac5161091d242999076604ff74b883423a11e5d7bbb38bf756", size = 5392415, upload-time = "2026-07-01T11:53:47.162Z" }, + { url = "https://files.pythonhosted.org/packages/b2/5b/a02d30018abd97ced9f5a6c63d28597694a00d066516b9c1c6de45859fc9/pillow-12.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:37d6d0a00072fd2948eb22bce7e1475f34569d90c87c59f7a2ec59541b77f7a6", size = 4785266, upload-time = "2026-07-01T11:53:49.079Z" }, + { url = "https://files.pythonhosted.org/packages/c8/98/766667a4be768150a202836acd9fad19c06824ca86c4286d3cf6b274964e/pillow-12.3.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bcb46e2f9feff8d06323983bd83ed00c201fdcab3d74973e7072a889b3979fcd", size = 6263814, upload-time = "2026-07-01T11:53:51.32Z" }, + { url = "https://files.pythonhosted.org/packages/3b/2d/ede717bc1144f63886c21fd349bb95860b0d1a21149ff16f2bb362b612b6/pillow-12.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23d27a3e0307ec2244cc51e7287b919aa68d097504ebe19df4e76a98a3eea5bd", size = 6934408, upload-time = "2026-07-01T11:53:53.487Z" }, + { url = "https://files.pythonhosted.org/packages/a3/48/9c58b685e69d49c31af6c8eb9012055fab7e665785165c84796e2c73ce72/pillow-12.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4f883547d4b7f0495ebe7056b0cc2aea76094e7a4abc8e933540f3271df27d9c", size = 6337160, upload-time = "2026-07-01T11:53:55.457Z" }, + { url = "https://files.pythonhosted.org/packages/ff/fa/dc2a5c0ba6df93f67c31d34b808b7ce440b40cdbf96f0b81cde1d1e6fa93/pillow-12.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:236ff70b9312fb68943c703aa842ca6a758abfa45ac187a5e7c1452e96ef72b5", size = 7045172, upload-time = "2026-07-01T11:53:57.736Z" }, + { url = "https://files.pythonhosted.org/packages/86/a5/444817a4d4c4c2417df00513086ca196f388d8f9ef40c2e4ccd1ad1af54b/pillow-12.3.0-cp311-cp311-win32.whl", hash = "sha256:10e41f0fbf1eec8cfd234b8fe17a4caac7c9d0db4c204d3c173a8f9f6ef3232b", size = 6472232, upload-time = "2026-07-01T11:53:59.767Z" }, + { url = "https://files.pythonhosted.org/packages/63/c6/4bad1b18d132a50b27e1365e1ab163616f7a5bb56d330f66f9d1d9d4f9d4/pillow-12.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:8e95e1385e4998ae9694eeaa4730ba5457ff61185b3a55e2e7bea0880aef452a", size = 7233653, upload-time = "2026-07-01T11:54:02.066Z" }, + { url = "https://files.pythonhosted.org/packages/fd/16/00f91ab7760dc842f5aad55217e80fc4a7067a0604535249bc8a2d6d9870/pillow-12.3.0-cp311-cp311-win_arm64.whl", hash = "sha256:ebaea975e03d3141d9d3a507df75c9b3ec90fa9d2ffd07567b3a978d9d790b26", size = 2568195, upload-time = "2026-07-01T11:54:04.622Z" }, + { url = "https://files.pythonhosted.org/packages/37/bf/fb3ebff8ddcb76aac5a01389251bbbb9519922a9b520d8247c1ca864a25d/pillow-12.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ba09209fbe443b4acccebe845d8a138b89a8f4fbaeedd44953490b5315d5e965", size = 5345969, upload-time = "2026-07-01T11:54:06.397Z" }, + { url = "https://files.pythonhosted.org/packages/d8/66/9a386a92561f402389a4fc70c18838bf6d35eb5eb5c6850b4b2dc64f5048/pillow-12.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ffd0c5368496f41b0944be820fcb7a838aa6e623d250b01acf2643939c3f99d7", size = 4780323, upload-time = "2026-07-01T11:54:09.351Z" }, + { url = "https://files.pythonhosted.org/packages/25/27/ac8f99618ffd3dde21db0f4d4b1d2ab00c0880595bfd17df103f7f39fd0c/pillow-12.3.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d9c7f76c0673154f044e9d78c8655fb4213f6ca31a836df48b40fe5d187717b9", size = 6266838, upload-time = "2026-07-01T11:54:11.71Z" }, + { url = "https://files.pythonhosted.org/packages/84/21/a35af28dcc61f37ed850a2d64c65c701321dfbf25085e469d5559360cbbf/pillow-12.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:78cb2c6865a35ab8ff8b75fd122f6033b92a62c82801110e48ddd6c936a45d91", size = 6940830, upload-time = "2026-07-01T11:54:13.732Z" }, + { url = "https://files.pythonhosted.org/packages/eb/51/8b08617af3ad95e33ce6d7dd2c99ed6c8298f7fb131636303956be022e25/pillow-12.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e491916b378fba47242221bb9ead245211b70d504f495d105d17b14a24b4907c", size = 6344383, upload-time = "2026-07-01T11:54:15.756Z" }, + { url = "https://files.pythonhosted.org/packages/1d/72/cf78ac9780bb93c28328f408973845a309d4d145041665f734572ced1b52/pillow-12.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0dd2064cbc55aaec028ef5fbb60fa47bb6c3e7918e07ff17935284b227a9d2df", size = 7052934, upload-time = "2026-07-01T11:54:17.721Z" }, + { url = "https://files.pythonhosted.org/packages/20/20/25e0f4dc178a6bc0696793720055519a0de89e7661dae886992decbd2f81/pillow-12.3.0-cp312-cp312-win32.whl", hash = "sha256:dbce0b29841537a2fa4a214c2bbf14de3587c9680caa9b4e217568472490b28f", size = 6472684, upload-time = "2026-07-01T11:54:19.839Z" }, + { url = "https://files.pythonhosted.org/packages/45/89/da2f7971a317f83d807fdd4065c0af40208e59e692cc43d315a71a0e96d1/pillow-12.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:a2b55dd6b2a4c4b7d87ffa56bdb33fdc5fdb9a462173861a7bc097f17d91cb09", size = 7227137, upload-time = "2026-07-01T11:54:22.025Z" }, + { url = "https://files.pythonhosted.org/packages/de/47/4845a0a6c0dbf1db8456bd9fc791f13c5ced7ced20606d08a0aacfd25b49/pillow-12.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:331b624368d4f1d069149002f25f44bc61c8919ce8ddb3c45bdad8f6e2d89510", size = 2568267, upload-time = "2026-07-01T11:54:24.051Z" }, + { url = "https://files.pythonhosted.org/packages/9d/ac/31fb64e1e7efb5a4b50cd3d92049ba89ac6e4d8d3bb6a74e15048ca3353e/pillow-12.3.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:21900ce7ba264168cd50defae43cd75d25c833ad4ad6e73ffc5596d12e25ac89", size = 4161684, upload-time = "2026-07-01T11:54:25.934Z" }, + { url = "https://files.pythonhosted.org/packages/87/b4/9805e23d2b4d77842b468513841fda254ee42f0289d25088340e4ff46e2d/pillow-12.3.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:4e8c2a84d977f50b9daed6eeaf3baef67d00d5d74d932288f02cb94518ee3ace", size = 4255487, upload-time = "2026-07-01T11:54:27.935Z" }, + { url = "https://files.pythonhosted.org/packages/df/39/ecf519435a200c693fe053a6ee4d835b41cf963a4dfc2551c4e637cb2a71/pillow-12.3.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ae26d61dfa7a47befdc7572b521024e8745f3d809bd95ca9505a7bba9ef849ec", size = 3696433, upload-time = "2026-07-01T11:54:29.813Z" }, + { url = "https://files.pythonhosted.org/packages/42/92/2fc3ffad878ae8dd5469ec1bc8eb83b71f48e13efdf68f02709003982a32/pillow-12.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:7a743ff716f746fc19a9557f60dab1600d4613255f8a7aeb3cdde4db7eb15a66", size = 5345889, upload-time = "2026-07-01T11:54:31.97Z" }, + { url = "https://files.pythonhosted.org/packages/10/76/8803c13605b763d33d156c4678fc77f8443389c0c51c8aef707bb02015f4/pillow-12.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d69141514cc30b774ceea5e3ed3a6635c8d8a96edf664689b890f4089111fb35", size = 4780109, upload-time = "2026-07-01T11:54:34.026Z" }, + { url = "https://files.pythonhosted.org/packages/1f/01/e18aff37cb0b4aac47ac90f016d347a49aca667ef97f190b06ac2aabc928/pillow-12.3.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f7401aebd7f581d7f83a439d87d474999317ee099218e5ad25d125290990ba65", size = 6263736, upload-time = "2026-07-01T11:54:36.131Z" }, + { url = "https://files.pythonhosted.org/packages/f7/62/de5bdd77d935331f4f802edc11e4d82950f642caad6cb2f949837b8560e2/pillow-12.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0847a763afefb695bc912d7c131e7e0632d4edc1d8698f58ddabec8e46b8b6d3", size = 6937129, upload-time = "2026-07-01T11:54:38.216Z" }, + { url = "https://files.pythonhosted.org/packages/70/4d/105627a13300c5e0df1d174230b32fd1273062c96f7745fd552b945d1e1d/pillow-12.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:571b9fcb07b97ef3a492028fb3d2dc0993ca23a06138b0315286566d29ef718a", size = 6339562, upload-time = "2026-07-01T11:54:40.354Z" }, + { url = "https://files.pythonhosted.org/packages/6b/1d/f13de01a553988ab895ba1c722e06cf3144d4f57656fd5b81b6d881f1179/pillow-12.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:756c768d0c9c2955feb7a56c37ea24aea2e369f8d36a88da270b6a9f19e62b5e", size = 7049439, upload-time = "2026-07-01T11:54:42.489Z" }, + { url = "https://files.pythonhosted.org/packages/c9/f9/066794cca041b969964f779ee5fa66a9498bbf34248ac39c5d7954e4198f/pillow-12.3.0-cp313-cp313-win32.whl", hash = "sha256:a876864214e136f0eb367788dbd7df045f4806801518e2cfe9e13229cfe06d8f", size = 6473287, upload-time = "2026-07-01T11:54:44.9Z" }, + { url = "https://files.pythonhosted.org/packages/a6/9b/7a58e61d62be561da3a356fe2384d4059a6345fc130e23ef1c36a5b81d24/pillow-12.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:1cca606cd25738df4ed873d5ad46bbdb3d83b5cbca291f6b4ff13a4df6b0bbe8", size = 7239691, upload-time = "2026-07-01T11:54:47.141Z" }, + { url = "https://files.pythonhosted.org/packages/aa/b0/c4ed4f0ef8f8fa5ee8351537db6650bb8189f7e118842978dd6589065692/pillow-12.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:b629de27fda84b42cde7edef0d85f13b958b47f6e9bbcbba9b673c562a89bd8b", size = 2568185, upload-time = "2026-07-01T11:54:49.137Z" }, + { url = "https://files.pythonhosted.org/packages/dc/01/001f65b68192f0228cc1dbbc8d2530ab5d58b61037ba0587f946fea607cd/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:9cf95fe4d0f84c82d282745d9bb08ad9f926efa00be4697e767b814ce40d4330", size = 4161736, upload-time = "2026-07-01T11:54:51.156Z" }, + { url = "https://files.pythonhosted.org/packages/1a/d2/0219746d0fd16fc8a84498e79452375be3797d3ce4044596ce565164b84f/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:8728f216dcdb6e6d555cf971cb34076139ad74b31fc2c14da4fafc741c5f6217", size = 4255435, upload-time = "2026-07-01T11:54:53.414Z" }, + { url = "https://files.pythonhosted.org/packages/c8/02/8d0bc62ef0302318c46ff2a512822d2610e81c7aa46c9b3abe6cbaca5ad0/pillow-12.3.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:a45650e8ce7fafffd731db8550230db6b0d306d181a90b67d3e6bca2f1990930", size = 3696262, upload-time = "2026-07-01T11:54:55.739Z" }, + { url = "https://files.pythonhosted.org/packages/85/e2/73c77d218410b14f5f2d565e8a998d5317b7b9c75368d29985139f7a46f0/pillow-12.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ba54cfebe86920a559a7c4d6b9050791c20513650a1952ebe3368c7dc70306f8", size = 5350344, upload-time = "2026-07-01T11:54:57.657Z" }, + { url = "https://files.pythonhosted.org/packages/c7/da/32c752228ae345f489e3a42499d817b6c3996da7e8a3bc7a04fc806b243b/pillow-12.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:e158cb00350dc278f3b91551101aa7d12415a66ebf2c91d8d5ac14e56ddd3ad0", size = 4780131, upload-time = "2026-07-01T11:54:59.713Z" }, + { url = "https://files.pythonhosted.org/packages/b1/9d/8b2c807dbef61a5197c047afe99823787eb66f63daf9fb2432f91d6f0462/pillow-12.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e9aeb04d6aef139de265b29683e119b638208f88cf73cdd1658aa07221165321", size = 6263757, upload-time = "2026-07-01T11:55:01.778Z" }, + { url = "https://files.pythonhosted.org/packages/5c/44/c85361f65dbe00eea8576ee467c768d25129989efb76e94f205e9ca9bb46/pillow-12.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:251bf95b67017e27b13d82f5b326234ca62d70f9cf4c2b9032de2358a3b12c7b", size = 6936962, upload-time = "2026-07-01T11:55:03.93Z" }, + { url = "https://files.pythonhosted.org/packages/18/7e/e483414b35800b86b6f08dbbc7803fb5cd52c4d6f897f47d53ea2c7e6f65/pillow-12.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fe3cca2e4e8a592be0f269a1ca4835c25199d9f3ce815c8491048f785b0a0198", size = 6339171, upload-time = "2026-07-01T11:55:05.989Z" }, + { url = "https://files.pythonhosted.org/packages/f0/f4/68c491844841ede6bed70189546b3ee9731cf9f2cbad396faff5e1ccba45/pillow-12.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:23aceaa007d6172b02c277f0cd359c79492bbb14f7072b4ede9fbcaf20648130", size = 7048116, upload-time = "2026-07-01T11:55:08.131Z" }, + { url = "https://files.pythonhosted.org/packages/a3/34/77f3f793fed8efc7d243f21b33c5a3f0d1c97ee70346d3db855587e155ff/pillow-12.3.0-cp314-cp314-win32.whl", hash = "sha256:af8d94b0db561cf68b88a267c5c44b49e134f525d0dc2cb7ed413a66bc23559a", size = 6467209, upload-time = "2026-07-01T11:55:10.408Z" }, + { url = "https://files.pythonhosted.org/packages/f1/e0/492879f69d94f91f60fc8cd05ba03650e9520afebb2fb7aa12777d7c7f38/pillow-12.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:fdafc9cce40277e0f7a0feabce0ee50dd2fa1800f3b38015e51296b5e814048d", size = 7237707, upload-time = "2026-07-01T11:55:12.745Z" }, + { url = "https://files.pythonhosted.org/packages/c9/ac/6b11f2875f1c2ac040d84e1bbf9cf22a88038f901ca1037898b280b38365/pillow-12.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:e91206ee562682b51b98ef4b26a6ef48fd84e15fd4c4bc5ec768eb641d206838", size = 2565995, upload-time = "2026-07-01T11:55:14.736Z" }, + { url = "https://files.pythonhosted.org/packages/52/69/c2208e56af9bfc1913afb24020297a691eb1d4ef688474c8a04913f65e04/pillow-12.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:164b31cd1a0490ab6efae01aa5df49da7061be0af1b30e035b6e9a1bfe34ee6e", size = 5352503, upload-time = "2026-07-01T11:55:17.076Z" }, + { url = "https://files.pythonhosted.org/packages/07/70/e5686d753e898a45d778ff1718dba8516ead6ab6b95d85fc8c4b70650cf2/pillow-12.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5afb51d599ea772b8365ae807ae557f18bccfe46ab261fd1c2a9ed700fc6eb17", size = 4782956, upload-time = "2026-07-01T11:55:19.448Z" }, + { url = "https://files.pythonhosted.org/packages/d5/37/25c6692f06927ee973ff18c8d9ee98ad0b4d84ee67a09610c2dd1447958e/pillow-12.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3edce1d53195db527e0191f84b71d02022de0540bf43a16ed734ed7537b07385", size = 6322855, upload-time = "2026-07-01T11:55:21.613Z" }, + { url = "https://files.pythonhosted.org/packages/cc/91/420637fcb8f1bc11029e403b4538e6694744428d8246118e45719f944556/pillow-12.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bf16ba1b4d0b6b7c8e534936632270cf70eb00dbe09005bc345b2677b726855c", size = 6989642, upload-time = "2026-07-01T11:55:24.006Z" }, + { url = "https://files.pythonhosted.org/packages/10/08/b94d7811281ccf0d143a1cf768d1c49e1e54af63e7b708ab2ee3eb87face/pillow-12.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:24870b09b224f7ae3c39ed07d10e819d06f8720bc551847b1d623832b5b0e28d", size = 6391281, upload-time = "2026-07-01T11:55:26.252Z" }, + { url = "https://files.pythonhosted.org/packages/d2/87/24233f785f55474dc02ce3e739c5528a77e3a862e9333d1dd7a25cc31f70/pillow-12.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:30f2aa603c41533cc25c05acd0da21636e84a315768feb631c937177db558931", size = 7096716, upload-time = "2026-07-01T11:55:28.318Z" }, + { url = "https://files.pythonhosted.org/packages/23/26/fcb2f6e37175b04f53570b59937867e2b80ee1685e744023153028fc14f9/pillow-12.3.0-cp314-cp314t-win32.whl", hash = "sha256:4b0a7fe987b14c31ebda6083f74f22b561fd3739bc0ac51e019622e3d72668c7", size = 6474125, upload-time = "2026-07-01T11:55:30.956Z" }, + { url = "https://files.pythonhosted.org/packages/90/de/3634abee5f1c9e13c56787b7d5517b0ba8d6de51700b95578cf338349c9f/pillow-12.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:962864dc93511324d51ddbb5b9f8731bf71675b93ca612a07441896f4688fb8c", size = 7242939, upload-time = "2026-07-01T11:55:34.044Z" }, + { url = "https://files.pythonhosted.org/packages/ce/2a/fd13f8eb24de5714a6eb444a3d67e2842c6c576e159a43793adf23051351/pillow-12.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0740a512dc522224c77d9aa5a8d70d8b7d73fb91f2c21125d8d025d3b8990e45", size = 2567506, upload-time = "2026-07-01T11:55:35.988Z" }, + { url = "https://files.pythonhosted.org/packages/5d/dc/8fdce34ec725a33c81c6ba122b904d6b9024e50ea9ac7bede62fab54506c/pillow-12.3.0-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0feb2e9d6ad6c9e3c06effe9d00f3f1e618a6643273576b016f591e9315a7139", size = 4162063, upload-time = "2026-07-01T11:55:37.941Z" }, + { url = "https://files.pythonhosted.org/packages/76/66/2044b9a63d3b84ff048228dfcb7cd9bf0df983e8470971bf7d4c57b693de/pillow-12.3.0-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:9e881fca225083806662a5c43d627d215f258ff43c890f831966c7d7ba9c7402", size = 4255549, upload-time = "2026-07-01T11:55:40.022Z" }, + { url = "https://files.pythonhosted.org/packages/52/7e/1f67e6f4ece6b582ee4b539decbcc9f848dc245a93ed8cd7338bafef72f1/pillow-12.3.0-cp315-cp315-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:4998562bf62a445225f22e07c896bb04b35b1b1f2eb6d760584c9c51d7a5f78c", size = 3696331, upload-time = "2026-07-01T11:55:41.98Z" }, + { url = "https://files.pythonhosted.org/packages/12/40/d306fc2c8e4d45d7f175c77edca7063be7b86fe7fe6e68f4353bf71d808c/pillow-12.3.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:dc624f6bc473dacdf7ef7eb8678d0d08edf15cd94fad6ae5c7d6cc67a4e4902f", size = 5350370, upload-time = "2026-07-01T11:55:44.028Z" }, + { url = "https://files.pythonhosted.org/packages/dd/44/668fb1437e8ce420f62d6106eb66e44a5971602a4d794615bdf79315d82d/pillow-12.3.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:71d6097b330eea8fd15097780c8e89cb1a8ce7838669f48c5bacd6f663dd4701", size = 4780147, upload-time = "2026-07-01T11:55:46.073Z" }, + { url = "https://files.pythonhosted.org/packages/0c/08/93fa2e70e30a2d81547e481b6ee2bb9522117221fb1e0ce4b5df70967677/pillow-12.3.0-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:28ce87c5ab450a9dd970b52e5aca5fe63ed432d18a2eaddd1979a00a1ba24ace", size = 6273659, upload-time = "2026-07-01T11:55:48.264Z" }, + { url = "https://files.pythonhosted.org/packages/f8/6d/043e96ff814fc31a33077e4cba86082167db520c93632afdf2042febbb0c/pillow-12.3.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6b02afb9b97f65fbca5f31db6a2a3ba21aa93030225f150fa3f249717e938fb4", size = 6947439, upload-time = "2026-07-01T11:55:50.503Z" }, + { url = "https://files.pythonhosted.org/packages/af/92/ba71d2ee2ac0edf3fa33bd9d5ee9ee080da70b1766f3ca3934f9938ddac9/pillow-12.3.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:1182d52bc2d5e5d7d0949503aa7e36d12f42205dc287e4883f407b1988820d39", size = 6353577, upload-time = "2026-07-01T11:55:52.697Z" }, + { url = "https://files.pythonhosted.org/packages/0f/ce/e63064e2122923ff687c8ad792d0d736a7b3920a56a46982e81a7fdd25d6/pillow-12.3.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:e795b7eb908249c4e43c7c99fac7c2c75dab0c43566e37db472a355f63693d71", size = 7060394, upload-time = "2026-07-01T11:55:55.149Z" }, + { url = "https://files.pythonhosted.org/packages/54/76/a09cc3ccc8d773a7283d34c38bec1708f9e3cc932093cbc4c5e71ac4060b/pillow-12.3.0-cp315-cp315-win32.whl", hash = "sha256:57b3d78c95ba9059768b10e28b813002261d3f3dfc55cc48b0c988f625175827", size = 6467375, upload-time = "2026-07-01T11:55:57.769Z" }, + { url = "https://files.pythonhosted.org/packages/3e/03/1846c49ba3b1d5550392a4bbd06d6fb4578e1cd91a803198b5c90f5f7d53/pillow-12.3.0-cp315-cp315-win_amd64.whl", hash = "sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5", size = 7237048, upload-time = "2026-07-01T11:55:59.975Z" }, + { url = "https://files.pythonhosted.org/packages/fb/bb/89f35dcc79610423f9f195504d7def7f0d1416a711541b42867e25fe3412/pillow-12.3.0-cp315-cp315-win_arm64.whl", hash = "sha256:877c3f311ff35410f690861c4409e7ccbf0cd2f878e50628a28e5a0bb689e658", size = 2566006, upload-time = "2026-07-01T11:56:02.143Z" }, + { url = "https://files.pythonhosted.org/packages/30/88/707027ba09942dfa2c28759b5c222d769290a41c6d20ea60ec250801941f/pillow-12.3.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:e9871b1ffbfa9656b60aeee92ed5136a5742696006fa322b29ea3d8da0ecc9cf", size = 5352509, upload-time = "2026-07-01T11:56:04.2Z" }, + { url = "https://files.pythonhosted.org/packages/b0/6d/00352fa25332c2569cd387851f568cc5a4b75a9adbfb37ac4fbce4c02eec/pillow-12.3.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:53aa02d20d10c3d814d536aa4e5ac9b84ca0ff5a88377963b085ad6822f93e64", size = 4783167, upload-time = "2026-07-01T11:56:06.631Z" }, + { url = "https://files.pythonhosted.org/packages/13/4f/9e049dfa21af7c22427275720e2490267ba8138120add5c4c574deb69782/pillow-12.3.0-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:446c34dcc4324b084a53b705127dc15717b22c5e140ae0a3c38349d4efec071e", size = 6329237, upload-time = "2026-07-01T11:56:08.868Z" }, + { url = "https://files.pythonhosted.org/packages/36/16/cf6eeaae8d0fce8dd390a33437cf68c5d5bd73834a2bc6e2f14efda0ab45/pillow-12.3.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cf1845d02ad822a369a49f2bb9345b1614744267682e7a03527dc3bf6eea1777", size = 6997047, upload-time = "2026-07-01T11:56:11.379Z" }, + { url = "https://files.pythonhosted.org/packages/1e/69/dbf769bdd55f48bf5733cac28edc6364ffaa072ec9ba336266e4fe66be55/pillow-12.3.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:186941b6aef820ad110fb01fb06eb925374dc3a21b17e37ec9a53b250c6fe2d1", size = 6400440, upload-time = "2026-07-01T11:56:13.908Z" }, + { url = "https://files.pythonhosted.org/packages/a0/e1/ffc9cfc2eea0d178da8018e18e959301ad9d6bc9f3edb7181e748a474b97/pillow-12.3.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:f13c32a3abd6079a66d9526e18dad9b6d280384d49d7c54040cd57b6424041d9", size = 7105895, upload-time = "2026-07-01T11:56:16.575Z" }, + { url = "https://files.pythonhosted.org/packages/18/f0/a5595c1e8c3ae44b9828cb2f0fa8155e5095ef04d6327b8f61cf44a3df85/pillow-12.3.0-cp315-cp315t-win32.whl", hash = "sha256:1657923d2d45afb66526e5b933e5b3052e6bdea196c90d3abb2424e18c77dae8", size = 6474384, upload-time = "2026-07-01T11:56:18.855Z" }, + { url = "https://files.pythonhosted.org/packages/e4/04/62bcd9f844984c5938d3b05264a61d797a29d3e0812341a8204af70bbdee/pillow-12.3.0-cp315-cp315t-win_amd64.whl", hash = "sha256:8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418", size = 7243537, upload-time = "2026-07-01T11:56:21.214Z" }, + { url = "https://files.pythonhosted.org/packages/3d/68/1f3066acedf37673694a7141381d8f811ae97f30d34413d236abe7d489f1/pillow-12.3.0-cp315-cp315t-win_arm64.whl", hash = "sha256:06ff022112bc9cbf83b60f8e028d94ad87b60621706487e65f673de61610ab59", size = 2567491, upload-time = "2026-07-01T11:56:23.506Z" }, + { url = "https://files.pythonhosted.org/packages/75/18/2e8b40223153ccbc60df07f9e8928dc0c76202aa4e55ae9f53962b6510d6/pillow-12.3.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:b3c777e849237620b022f7f297dd67705f9f5cf1685f09f02e46f93e92725468", size = 5302510, upload-time = "2026-07-01T11:56:25.736Z" }, + { url = "https://files.pythonhosted.org/packages/46/3e/51fabf59d5ab801ceab709453d3ab6b180083496579549de4c45ced6528a/pillow-12.3.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:b343699e8308bdc51978310e1c959c584e7869cc8c40780058c87da7781a1e94", size = 4736058, upload-time = "2026-07-01T11:56:28.041Z" }, + { url = "https://files.pythonhosted.org/packages/bf/20/22fe9384b7949e25fb1293bcfc84fb82590ff4ea6b37c95b24d26d793d86/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fbd139c8447d25dd750ab79ee274cc5e1fe80fc56340ab10b18a195e1b6eca3e", size = 5237776, upload-time = "2026-07-01T11:56:30.263Z" }, + { url = "https://files.pythonhosted.org/packages/08/14/f6ba68107680ffa74b39985f3f30884e41318fbc4250caa423c79b4788bb/pillow-12.3.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e7e480451b9fa137494bccd3a7d69adbe8ac65a87d97be61e11f1b1050a5bac3", size = 5860358, upload-time = "2026-07-01T11:56:32.68Z" }, + { url = "https://files.pythonhosted.org/packages/36/54/0169bc772ec491108b62f644f8ecf1fe5d8ae5ebafde2ee2142210166903/pillow-12.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:04f01d28a6aaff387bf842a13be313df23ba0597a44f1a976c9feb3c6ff4711a", size = 7231786, upload-time = "2026-07-01T11:56:35.046Z" }, +] + +[[package]] +name = "pluggy" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, +] + +[[package]] +name = "pygments" +version = "2.21.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/49/2e/ced460408999b33da6b31b0021b0f37d329e202d4169aeb164493778f25b/pygments-2.21.0.tar.gz", hash = "sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c", size = 5005329, upload-time = "2026-08-17T08:02:48.824Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/71/46/17f022dd3e953bf20a04a028a21ec746d942f8d2af30fa0f124fa0e6a684/pygments-2.21.0-py3-none-any.whl", hash = "sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9", size = 1250147, upload-time = "2026-08-17T08:02:44.912Z" }, +] + +[[package]] +name = "pyparsing" +version = "3.3.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" }, +] + +[[package]] +name = "pytest" +version = "8.4.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "iniconfig" }, + { name = "packaging" }, + { name = "pluggy" }, + { name = "pygments" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a3/5c/00a0e072241553e1a7496d638deababa67c5058571567b92a7eaa258397c/pytest-8.4.2.tar.gz", hash = "sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01", size = 1519618, upload-time = "2025-09-04T14:34:22.711Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl", hash = "sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79", size = 365750, upload-time = "2025-09-04T14:34:20.226Z" }, +] + +[[package]] +name = "python-dateutil" +version = "2.9.0.post0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "six" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" }, +] + +[[package]] +name = "six" +version = "1.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, +] diff --git a/prototype/ioannidis-app-to-cli/dry-run/RESULTS.md b/prototype/ioannidis-app-to-cli/dry-run/RESULTS.md new file mode 100644 index 0000000..6c7e101 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/dry-run/RESULTS.md @@ -0,0 +1,40 @@ +# Cold dry-run results + +Date: 2026-08-29 + +Environment: macOS, Python 3.14.3, uv 0.12.7, Codex CLI 0.150.1 + +## Computational checks + +| Gate | Result | Evidence | +|---|---|---| +| Source provenance | **PASS** | Both PLOS PDFs match pinned SHA-256 values. | +| Independent oracle integrity | **PASS** | Nine literal Table 4 values and 36 checkpoints spanning all 12 Figure 1 curves are tested before implementation. | +| Locked environment setup | **PASS** | `uv sync --locked` exited with code 0; measured wall time `0.01s`. | +| Solution test suite | **PASS** | `23 passed in 0.71s`; measured wall time `0.87s`. | +| Reproduction command | **PASS** | Exit code 0; final `OVERALL: MATCH`; measured wall time `0.34s`. | +| Table 4 | **PASS** | All nine values match the precision displayed in the paper. | +| Table 2 audit | **PASS** | Printed expression is intentionally `UNMATCHED`; corrected expression is `MATCH`. | +| Figure 1 data | **PASS** | All 12 curves match three independent checkpoints at absolute tolerance `1e-12`. | +| Figure 1 visual structure | **PASS** | Three power panels, four bias curves, axes, ordering, and legend match the scientific content of PDF page 3. | +| Starter boundary | **PASS** | After dependency setup, the 12 source/oracle/artifact checks pass; full collection stops at the intentionally absent implementation modules, not missing data or environment configuration. | + +## Learning-experience gates + +| Gate | Result | Evidence or blocker | +|---|---|---| +| Useful native-App artifact within five minutes | **NOT YET TESTED** | Desktop control is prohibited for `com.openai.codex` in this environment. | +| Automated CLI proxy for Prompt 1 | **FAIL** | The clean read-only proxy spent more than 30 minutes following PDF inspection procedures and produced no final artifact. It is not a valid performance proxy for native PDF handling. | +| Independent App audit discovers the correction | **NOT YET TESTED** | The correction is verified from PLOS and represented in the curated audit, but the native fresh-task interaction was not observable. | +| Replication brief supports a cold agent implementation | **NOT YET TESTED** | Its artifact contract passes, but an independent agent has not yet implemented the starter using only the brief. | +| Cold CLI implementation within 20 minutes | **NOT YET TESTED** | Solution execution is sub-second; implementation time from the starter remains unmeasured. | +| Complete core within 60 minutes | **NOT YET TESTED** | Requires a native-App and instructor dry run. | +| Researcher explains reproduction versus endorsement | **NOT YET TESTED** | Requires observation with a participant. | + +## Decision + +The paper is a **computationally strong provisional choice**: it has an exact +figure, nine numerical checks, and a correction that produces a genuine +`UNMATCHED` to `MATCH` verification moment. It is not yet the final paper choice. +Run the three prompts in the native App and test with at least two non-technical +researchers before promotion. diff --git a/prototype/ioannidis-app-to-cli/sources/SOURCES.md b/prototype/ioannidis-app-to-cli/sources/SOURCES.md new file mode 100644 index 0000000..fe802a6 --- /dev/null +++ b/prototype/ioannidis-app-to-cli/sources/SOURCES.md @@ -0,0 +1,20 @@ +# Sources + +## Original paper + +Ioannidis, J. P. A. (2005). Why Most Published Research Findings Are False. +*PLOS Medicine*, 2(8), e124. https://doi.org/10.1371/journal.pmed.0020124 + +- License: Creative Commons Attribution License +- Download: https://journals.plos.org/plosmedicine/article/file?id=10.1371/journal.pmed.0020124&type=printable +- SHA-256: `ffc1005680cb620eec4c913437dfabbf311b535cfe16cbaeb2faec1f92afc362` + +## Correction + +Ioannidis, J. P. A. (2022). Correction: Why Most Published Research Findings +Are False. *PLOS Medicine*, 19(8), e1004085. +https://doi.org/10.1371/journal.pmed.1004085 + +- License: Creative Commons Attribution License +- Download: https://journals.plos.org/plosmedicine/article/file?id=10.1371/journal.pmed.1004085&type=printable +- SHA-256: `3cf06b98e2f61177d80c53ada12cd91949400dfdd114fefe9e2b47b87948c65e` diff --git a/prototype/ioannidis-app-to-cli/sources/ioannidis-2005.pdf b/prototype/ioannidis-app-to-cli/sources/ioannidis-2005.pdf new file mode 100644 index 0000000..519f5a3 Binary files /dev/null and b/prototype/ioannidis-app-to-cli/sources/ioannidis-2005.pdf differ diff --git a/prototype/ioannidis-app-to-cli/sources/ioannidis-2022-correction.pdf b/prototype/ioannidis-app-to-cli/sources/ioannidis-2022-correction.pdf new file mode 100644 index 0000000..96f5208 Binary files /dev/null and b/prototype/ioannidis-app-to-cli/sources/ioannidis-2022-correction.pdf differ