Simon/BTC_ETH_regime_predictor
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Initial implementation of BTC-ETH regime modeling project

Browse Source
This commit is contained in:
Simon Moisy 2025-10-10 14:57:51 +08:00
parent 5674806a57
commit f5977235d2
10 changed files with 1248 additions and 165 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

168
.gitignore vendored
View File

@ -1,170 +1,10 @@
# ---> Python
# Byte-compiled / optimized / DLL files
# Python-generated files
__pycache__/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
*.py[oc]
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
share/python-wheels/
*.egg-info/
.installed.cfg
*.egg
MANIFEST
*.egg-info
# PyInstaller
# Usually these files are written by a python script from a template
# before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec
# Installer logs
pip-log.txt
pip-delete-this-directory.txt
# Unit test / coverage reports
htmlcov/
.tox/
.nox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*.cover
*.py,cover
.hypothesis/
.pytest_cache/
cover/
# Translations
*.mo
*.pot
# Django stuff:
*.log
local_settings.py
db.sqlite3
db.sqlite3-journal
# Flask stuff:
instance/
.webassets-cache
# Scrapy stuff:
.scrapy
# Sphinx documentation
docs/_build/
# PyBuilder
.pybuilder/
target/
# Jupyter Notebook
.ipynb_checkpoints
# IPython
profile_default/
ipython_config.py
# pyenv
# For a library or package, you might want to ignore these files since the code is
# intended to run in multiple environments; otherwise, check them in:
# .python-version
# pipenv
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
# However, in case of collaboration, if having platform-specific dependencies or dependencies
# having no cross-platform support, pipenv may install dependencies that don't work, or not
# install all needed dependencies.
#Pipfile.lock
# UV
# Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
# This is especially recommended for binary packages to ensure reproducibility, and is more
# commonly ignored for libraries.
#uv.lock
# poetry
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
# This is especially recommended for binary packages to ensure reproducibility, and is more
# commonly ignored for libraries.
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
#poetry.lock
# pdm
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
#pdm.lock
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
# in version control.
# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
.pdm.toml
.pdm-python
.pdm-build/
# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
__pypackages__/
# Celery stuff
celerybeat-schedule
celerybeat.pid
# SageMath parsed files
*.sage.py
# Environments
.env
# Virtual environments
.venv
env/
venv/
ENV/
env.bak/
venv.bak/
# Spyder project settings
.spyderproject
.spyproject
# Rope project settings
.ropeproject
# mkdocs documentation
/site
# mypy
.mypy_cache/
.dmypy.json
dmypy.json
# Pyre type checker
.pyre/
# pytype static type analyzer
.pytype/
# Cython debug symbols
cython_debug/
# PyCharm
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/

1
.python-version Normal file
View File

@ -0,0 +1 @@
3.12

26
.vscode/launch.json vendored Normal file
View File

@ -0,0 +1,26 @@
{
// VS Code debug configurations
"version": "0.2.0",
"configurations": [
{
"name": "Run ETH/BTC Regime Modeling",
"type": "debugpy",
"request": "launch",
"program": "${workspaceFolder}/main.py",
"args": [
"--btc", "${workspaceFolder}/../data/btcusd_1-min_data.csv",
"--eth", "${workspaceFolder}/../data/ethusd_1min_ohlc.csv",
"--rules", "20min,21min,22min,23min,24min,25min,26min,27min,28min,29min,30min,31min,32min,33min,34min,35min,36min,37min,38min,39min,40min,41min,42min,43min,44min,45min,46min,47min,48min,49min,50min,51min,52min,53min,54min,55min,56min,57min,58min,59min,60min",
"--states", "3",
"--split", "2023-01-01",
"--horizon", "60"
],
"console": "integratedTerminal",
"cwd": "${workspaceFolder}",
"justMyCode": true,
"env": {
"PYTHONUNBUFFERED": "1"
}
}
]
}

177
README.md
View File

@ -1,2 +1,177 @@
# BTC_ETH_regime_predictor
# BTC–ETH Regime Modeling
This project builds and tests a **Hidden Markov Model (HMM)** that classifies structural market regimes in Bitcoin and Ethereum based on 1-minute OHLCV data from Bitstamp (https://www.kaggle.com/datasets/mczielinski/bitcoin-historical-data/ and https://www.kaggle.com/datasets/viniciusqroz/ethereum-historical-data).
It is designed to identify volatility and correlation phases—*risk-on*, *risk-off*, and *neutral*—and to evaluate how predictive or useful these regimes are across multiple timeframes and forecast horizons.
---
## Project Overview
### Goals
1. Detect repeating market “regimes” using unsupervised learning.
2. Evaluate how those regimes behave across timeframes and forecast horizons.
3. Use regime identification to **select trading strategies per market state**, rather than predict short-term direction.
### Datasets
Two synchronized 1-minute OHLCV datasets:
* `btcusd_1-min_data.csv`
* `ethusd_1min_ohlc.csv`
Both sourced from Bitstamp (Kaggle datasets).
---
## Architecture
### 1. `main.py`
Core experiment runner.
Implements:
* **Feature construction**:
* Multi-scale realized volatility (`rv_*`)
* Trend ratios (`trend_*`)
* Rolling BTC–ETH correlations (`corr_*`)
* Cross-asset beta and divergence
* Liquidity proxies (`volratio`, `vol_sum`, `vol_diff`)
* **Hidden Markov Model**: Gaussian emissions, diagonal covariance.
* **Randomized time-split validation**: multiple random train/test windows with configurable embargo gap to avoid leakage.
* **Metrics**:
* Hit rate (directional accuracy)
* Annualized Sharpe ratio of the regime-implied signal
* Mean ± std across random splits
This script explores model robustness across **different resample rules** (e.g. `30min`, `45min`, `1H`).
---
### 2. `main_conf_metrics.py`
Lightweight evaluator used for the **confidence and coverage sweep**.
* Adds a `--conf` parameter to control how confident the model must be before emitting a trade (pseudo-ETSC gate).
* Prints per-run metrics:
* `cov`: coverage (fraction of bars with predictions)
* `hit`: overall hit rate
* `hit_trades`: accuracy conditional on trading
* `Sharpe`: annualized risk-adjusted performance
Used by shell scripts to benchmark many timeframes and confidence thresholds.
---
### 3. Shell scripts
#### `run_grid.sh`
Runs a large grid of:
* multiple resample rules (e.g. 20 min – 60 min),
* multiple horizons (e.g. 2–6 bars ahead).
#### `run_focus.sh`
Focuses on the most promising regions (37–41 min, 49–59 min)
and sweeps confidence thresholds (0.45 – 0.60).
Produces concise summary lines for each combination.
---
## Key Findings
1. **Optimal timeframe:**
~**35 – 45 minutes** consistently yields the highest Sharpe ratios (~2.2–2.3).
2. **Forecast horizon:**
Best performance around **two bars ahead** (~80 min look-ahead for 40 min bars).
3. **Confidence threshold:**
Little effect between 0.45–0.60; model already confident on > 90 % of bars.
4. **Interpretation:**
Regimes reflect volatility and structure, not raw direction.
Use them to switch *strategy archetypes* (trend vs. mean-reversion) rather than predict sign.
---
## Example Usage
### Single test
```bash
python main.py \
--btc ../data/btcusd_1-min_data.csv \
--eth ../data/ethusd_1min_ohlc.csv \
--rules "30min,45min,1H" \
--states 3 \
--horizon 60
```
### Confidence and coverage sweep
```bash
./run_focus.sh
```
---
## Typical Output
```
# Randomized time-split comparison
States=3 HorizonMin=60 Splits=8 TestBars=500 GapBars=24
rule splits hit sharpe
45min 8 0.4642 ± 0.0071 2.0575 ± 0.0413
39min 8 0.4662 ± 0.0083 2.3124 ± 0.0502
30min 8 0.4632 ± 0.0090 2.0331 ± 0.0368
```
---
## Interpretation for Strategy Design
| Regime Type | Market Traits | Suggested Strategy |
| -------------------- | ------------------------ | ------------------------- |
| High-vol / decoupled | large ETH/BTC divergence | Momentum / Breakout |
| Low-vol / correlated | calm, mean-reverting | Reversion / Market-Making |
| Neutral | noisy transitions | Flat / Reduced exposure |
---
## Requirements
* **Python ≥ 3.11**
* **Environment manager:** [**uv**](https://github.com/astral-sh/uv) (fast Python package installer and environment manager)
### Setup
Create and activate a local environment using **uv**:
```bash
# from the project root
uv venv
source .venv/bin/activate
# install dependencies
uv pip install numpy pandas scikit-learn hmmlearn
```
---
## Repository Structure
```
.
├── main.py # core HMM regime experiment with CV
├── main_conf_metrics.py # confidence/coverage sweep
├── run_grid.sh # full grid search over horizons/timeframes
├── run_focus.sh # focused confidence sweep
├── README.md
```

240
main.py Normal file
View File

@ -0,0 +1,240 @@
#!/usr/bin/env python3
from __future__ import annotations
import argparse
from dataclasses import dataclass
from pathlib import Path
import numpy as np
import pandas as pd
from hmmlearn.hmm import GaussianHMM
from sklearn.preprocessing import StandardScaler
# ------------------------------- CLI -----------------------------------------
@dataclass
class CLI:
btc_csv: Path
eth_csv: Path
resample_rules: list[str]
n_states: int
horizon_min: int
# CV params
cv_splits: int
cv_test_bars: int
cv_gap_bars: int
cv_seed: int
cv_since: str | None # restrict sampling to recent era
def parse_args() -> CLI:
p = argparse.ArgumentParser(description="BTC/ETH regime modeling with randomized time splits")
p.add_argument("--btc", type=Path, default=Path("btcusd_1-min_data.csv"))
p.add_argument("--eth", type=Path, default=Path("ethusd_1min_ohlc.csv"))
p.add_argument("--rules", default="30min,45min,1H", help="Comma-separated pandas offsets")
p.add_argument("--states", type=int, default=3)
p.add_argument("--horizon", type=int, default=60)
# randomized CV controls
p.add_argument("--cv_splits", type=int, default=8, help="number of random test windows")
p.add_argument("--cv_test_bars", type=int, default=500, help="length of each test window in bars")
p.add_argument("--cv_gap_bars", type=int, default=24, help="embargo gap before test window")
p.add_argument("--cv_seed", type=int, default=7, help="rng seed for reproducibility")
p.add_argument("--cv_since", default=None, help="only sample test starts at/after this date (e.g. 2023-01-01)")
a = p.parse_args()
rules = [r.strip() for r in a.rules.split(",") if r.strip()]
return CLI(a.btc, a.eth, rules, a.states, a.horizon, a.cv_splits, a.cv_test_bars, a.cv_gap_bars, a.cv_seed, a.cv_since)
# ------------------------------ IO / CLEAN -----------------------------------
def _norm_headers(df: pd.DataFrame) -> pd.DataFrame:
df = df.rename(columns={c: c.strip().lower() for c in df.columns})
if "unix" in df.columns: df = df.rename(columns={"unix": "timestamp"})
if "date" in df.columns: df = df.rename(columns={"date": "timestamp"})
return df
def _load_bitstamp_csv(path: Path, prefix: str) -> pd.DataFrame:
df = pd.read_csv(path)
df = _norm_headers(df)
if "timestamp" not in df.columns: raise ValueError(f"Missing timestamp in {path}")
df["timestamp"] = pd.to_datetime(df["timestamp"], unit="s", utc=True, errors="coerce")
df = df.dropna(subset=["timestamp"]).set_index("timestamp").sort_index()
for c in ("open","high","low","close","volume"):
if c in df.columns: df[c] = pd.to_numeric(df[c], errors="coerce", downcast="float")
df = df[["open","high","low","close","volume"]].dropna()
return df.add_prefix(prefix + "_")
def _align_minutely(btc: pd.DataFrame, eth: pd.DataFrame) -> pd.DataFrame:
idx = btc.index.intersection(eth.index)
df = btc.reindex(idx).join(eth.reindex(idx), how="inner")
return df.ffill(limit=60).dropna()
# --------------------------- FEATURES (same as before) -----------------------
def build_features(df: pd.DataFrame, rule: str, horizon_min: int) -> pd.DataFrame:
df = df.copy()
df["btc_ret"] = np.log(df["btc_close"]).diff()
df["eth_ret"] = np.log(df["eth_close"]).diff()
df["ratio"] = df["eth_close"]/df["btc_close"]
df["ratio_ret"] = np.log(df["ratio"]).diff()
for win in (15,30,60,120,240,360):
df[f"rv_{win}m"] = df["ratio_ret"].rolling(win, min_periods=win).std()
for win in (60,240,1440):
ma = df["ratio"].rolling(win, min_periods=win).mean()
df[f"trend_{win}m"] = df["ratio"]/(ma+1e-12)-1.0
for win in (60,120,240):
df[f"corr_{win}m"] = df["btc_ret"].rolling(win, min_periods=win).corr(df["eth_ret"])
cov_120 = df["eth_ret"].rolling(120, min_periods=120).cov(df["btc_ret"])
var_120 = df["btc_ret"].rolling(120, min_periods=120).var()
df["beta_2h"] = cov_120/(var_120+1e-12)
std_b = df["btc_ret"].rolling(120, min_periods=120).std()
std_e = df["eth_ret"].rolling(120, min_periods=120).std()
df["divergence_2h"] = np.abs(df["btc_ret"]/(std_b+1e-12) - df["eth_ret"]/(std_e+1e-12))
df["volratio"] = np.log((df["eth_volume"]+1e-9)/(df["btc_volume"]+1e-9))
df["vol_sum"] = np.log(df["eth_volume"]+df["btc_volume"]+1e-9)
df["vol_diff"] = (df["eth_volume"]-df["btc_volume"])/(df["eth_volume"]+df["btc_volume"]+1e-9)
df["rv_2h"] = df.get("rv_120m", df["ratio_ret"].rolling(120, min_periods=120).std())
df["corr_2h"] = df.get("corr_120m", df["btc_ret"].rolling(120, min_periods=120).corr(df["eth_ret"]))
df["ratio_trend"] = df.get("trend_1440m", df["ratio"]/(df["ratio"].rolling(1440, min_periods=1440).mean()+1e-12)-1.0)
agg = {"btc_close":"last","eth_close":"last","ratio":"last","ratio_ret":"sum"}
for c in df.columns:
if c not in agg: agg[c] = "mean"
g = df.resample(rule).agg(agg).dropna()
step_min = max(1, int(pd.Timedelta(rule).total_seconds()//60))
ahead = max(1, int(round(horizon_min/step_min)))
g["fut_ret"] = g["ratio_ret"].shift(-ahead)
return g.dropna()
def feature_matrix(g: pd.DataFrame) -> tuple[np.ndarray,np.ndarray,list[str]]:
ban = {"fut_ret","btc_close","eth_close","ratio"}
keep = ("rv_","corr_","trend_","beta_","divergence_","vol")
feats = []
if "ratio_ret" in g.columns:
feats.append("ratio_ret")
feats += [c for c in g.columns if c not in ban and c!="ratio_ret" and any(c.startswith(p) for p in keep)]
if not feats: feats = ["ratio_ret","rv_30m","rv_2h","corr_2h","ratio_trend","volratio"]
X = g[feats].astype(np.float32).values
y = g["fut_ret"].astype(np.float32).values
return X,y,feats
# ------------------------- Randomized time splits -----------------------------
def sample_random_splits(
g: pd.DataFrame,
n_splits: int,
test_bars: int,
gap_bars: int,
seed: int,
since: str | None
):
rng = np.random.default_rng(seed)
idx = g.index
if since is not None:
idx = idx[idx >= pd.Timestamp(since, tz="UTC")]
# valid start indices ensure full test window fits
valid = np.arange(len(idx) - test_bars)
if len(valid) <= 0:
raise ValueError("Not enough data for requested test window")
starts = rng.choice(valid, size=min(n_splits, len(valid)), replace=False)
for s in np.sort(starts):
test_start = idx[s]
test_end = idx[s + test_bars - 1]
# train uses all data strictly before (test_start - gap)
embargo_end = idx[max(0, s - gap_bars - 1)] if s - gap_bars - 1 >= 0 else None
train = g.loc[:embargo_end] if embargo_end is not None else g.iloc[0:0]
test = g.loc[test_start:test_end]
if len(train) == 0 or len(test) < test_bars: # skip degenerate
continue
yield train, test, (test_start, test_end)
# ------------------------------ Model / Fit -----------------------------------
def fit_and_predict_train_test(train: pd.DataFrame, test: pd.DataFrame, n_states: int):
Xtr, ytr, feats = feature_matrix(train)
Xte, yte, _ = feature_matrix(test)
scaler = StandardScaler()
Xtr_s = scaler.fit_transform(Xtr)
Xte_s = scaler.transform(Xte)
hmm = GaussianHMM(n_components=n_states, covariance_type="diag", n_iter=300, random_state=7)
hmm.fit(Xtr_s)
st_tr = hmm.predict(Xtr_s)
st_te = hmm.predict(Xte_s)
means = {s: float(np.nanmean(ytr[st_tr == s])) for s in range(n_states)}
small = np.nanpercentile(np.abs(list(means.values())), 30)
state_to_stance = {s: (1 if m > +small else (-1 if m < -small else 0)) for s, m in means.items()}
preds = np.vectorize(state_to_stance.get)(st_te).astype(np.int8)
return preds, yte, state_to_stance, feats
def metrics(y: np.ndarray, preds: np.ndarray, rule: str) -> dict[str,float]:
T = min(len(y), len(preds)); y, preds = y[:T], preds[:T]
pnl = preds * y
hit = (np.sign(preds) == np.sign(y)).mean() if T else np.nan
bars_per_day = int(round(24 * 60 / max(1, int(pd.Timedelta(rule).total_seconds() // 60))))
ann = np.sqrt(365 * bars_per_day)
sharpe = float(np.nanmean(pnl) / (np.nanstd(pnl) + 1e-12) * ann)
return {"hit_rate": float(hit), "ann_sharpe": sharpe, "n_points": int(T)}
# ------------------------------ Runner ---------------------------------------
def run_rule_mc(minute: pd.DataFrame, rule: str, n_states: int, horizon_min: int, cv) -> dict:
g = build_features(minute, rule, horizon_min)
rows = []
for train, test, (ts, te) in sample_random_splits(g, cv.cv_splits, cv.cv_test_bars, cv.cv_gap_bars, cv.cv_seed, cv.cv_since):
preds, ytest, state_map, feats = fit_and_predict_train_test(train, test, n_states)
m = metrics(ytest, preds, rule)
rows.append({"hit_rate": m["hit_rate"], "ann_sharpe": m["ann_sharpe"], "n_points": m["n_points"], "test_span": (ts, te)})
if not rows:
return {"rule": rule, "hit_mean": np.nan, "sharpe_mean": np.nan, "splits": 0, "hit_std": np.nan, "sharpe_std": np.nan}
hits = np.array([r["hit_rate"] for r in rows], dtype=float)
sharpes = np.array([r["ann_sharpe"] for r in rows], dtype=float)
return {
"rule": rule,
"hit_mean": float(np.nanmean(hits)),
"hit_std": float(np.nanstd(hits)),
"sharpe_mean": float(np.nanmean(sharpes)),
"sharpe_std": float(np.nanstd(sharpes)),
"splits": len(rows),
}
# ------------------------------ MAIN -----------------------------------------
def main(args: CLI) -> None:
btc = _load_bitstamp_csv(args.btc_csv, "btc")
eth = _load_bitstamp_csv(args.eth_csv, "eth")
minute = _align_minutely(btc, eth)
class CV: pass
cv = CV(); cv.cv_splits=args.cv_splits; cv.cv_test_bars=args.cv_test_bars; cv.cv_gap_bars=args.cv_gap_bars
cv.cv_seed=args.cv_seed; cv.cv_since=args.cv_since
results = [run_rule_mc(minute, rule, args.n_states, args.horizon_min, cv) for rule in args.resample_rules]
df = pd.DataFrame(results).sort_values(by="sharpe_mean", ascending=False)
print("# Randomized time-split comparison")
print(f"States={args.n_states} HorizonMin={args.horizon_min} Splits={args.cv_splits} TestBars={args.cv_test_bars} GapBars={args.cv_gap_bars} Since={args.cv_since}")
if not df.empty:
df["hit"] = df["hit_mean"].round(4).astype(str) + " ± " + df["hit_std"].round(4).astype(str)
df["sharpe"]= df["sharpe_mean"].round(4).astype(str) + " ± " + df["sharpe_std"].round(4).astype(str)
print(df[["rule","splits","hit","sharpe"]].to_string(index=False))
else:
print("No valid splits found")
if __name__ == "__main__":
args = parse_args()
main(args)

55
main_conf_metrics.py Normal file
View File

@ -0,0 +1,55 @@
#!/usr/bin/env python3
import argparse, numpy as np, pandas as pd
from pathlib import Path
from hmmlearn.hmm import GaussianHMM
from sklearn.preprocessing import StandardScaler
from main import _load_bitstamp_csv, _align_minutely, build_features, feature_matrix # reuse helpers
p = argparse.ArgumentParser()
p.add_argument("--btc", type=Path)
p.add_argument("--eth", type=Path)
p.add_argument("--rules")
p.add_argument("--states", type=int)
p.add_argument("--split")
p.add_argument("--horizon", type=int)
p.add_argument("--conf", type=float)
a = p.parse_args()
btc = _load_bitstamp_csv(a.btc, "btc")
eth = _load_bitstamp_csv(a.eth, "eth")
minute = _align_minutely(btc, eth)
g = build_features(minute, a.rules, a.horizon)
train, test = g.loc[:a.split], g.loc[a.split:]
Xtr, ytr, _ = feature_matrix(train)
Xte, yte, _ = feature_matrix(test)
scaler = StandardScaler()
Xtr_s, Xte_s = scaler.fit_transform(Xtr), scaler.transform(Xte)
hmm = GaussianHMM(n_components=a.states, covariance_type="diag", n_iter=300, random_state=7)
hmm.fit(Xtr_s)
st_tr, st_te = hmm.predict(Xtr_s), hmm.predict(Xte_s)
means = {s: float(np.nanmean(ytr[st_tr == s])) for s in range(a.states)}
thr = np.nanpercentile(np.abs(list(means.values())), 30)
state_to_stance = {s: (1 if m > +thr else (-1 if m < -thr else 0)) for s, m in means.items()}
post_te = hmm.predict_proba(Xte_s)
maxp = post_te.max(axis=1)
raw_pred = np.vectorize(state_to_stance.get)(st_te)
preds = np.where(maxp >= a.conf, raw_pred, 0).astype(np.int8)
# Metrics
y, preds = yte[:len(preds)], preds
mask = preds != 0
coverage = mask.mean()
hit_rate = (np.sign(preds) == np.sign(y)).mean()
hit_trades = (np.sign(preds[mask]) == np.sign(y[mask])).mean() if mask.any() else np.nan
pnl = preds * y
bars_day = int(round(24*60 / max(1,int(pd.Timedelta(a.rules).total_seconds()/60))))
ann = np.sqrt(365 * bars_day)
sharpe = np.nanmean(pnl) / (np.nanstd(pnl)+1e-12) * ann
print(f"{a.rules:>5} conf={a.conf:.2f} cov={coverage:.3f} hit={hit_rate:.3f} "
f"hit_trades={hit_trades:.3f} Sharpe={sharpe:.3f}")

12
pyproject.toml Normal file
View File

@ -0,0 +1,12 @@
[project]
name = "btc-eth-regime-predictor"
version = "0.1.0"
description = "Add your description here"
readme = "README.md"
requires-python = ">=3.12"
dependencies = [
"hmmlearn>=0.3.3",
"matplotlib>=3.10.6",
"numpy>=2.3.3",
"pandas>=2.3.3",
]

46
run_focus.sh Executable file
View File

@ -0,0 +1,46 @@
#!/usr/bin/env bash
# run_focus.sh — focused grid with coverage and confidence sweep
set -euo pipefail
PROJ_DIR="${PROJ_DIR:-$HOME/Documents/Work/TCP/BTC_ETH_regime_predictor}"
DATA_DIR="${DATA_DIR:-$PROJ_DIR/../data}"
PY="${PY:-$PROJ_DIR/.venv/bin/python}"
BTC="$DATA_DIR/btcusd_1-min_data.csv"
ETH="$DATA_DIR/ethusd_1min_ohlc.csv"
SPLIT="2023-01-01"
N_STATES=3
BARS_AHEAD=2 # fixed
CONF_LIST=(0.45 0.50 0.55 0.60)
# Rule bands 37–41min and 49–59min
readarray -t RULES < <(seq 37 41 | awk '{printf "%dmin\n",$1}')
readarray -t RULES2 < <(seq 49 59 | awk '{printf "%dmin\n",$1}')
RULES=("${RULES[@]}" "${RULES2[@]}")
to_minutes() { echo "${1%min}"; }
OUT_DIR="$PROJ_DIR/run_logs"
mkdir -p "$OUT_DIR"
LOG="$OUT_DIR/focus_$(date +%Y%m%d_%H%M%S).log"
for CONF in "${CONF_LIST[@]}"; do
echo "### Confidence=$CONF" | tee -a "$LOG"
for RULE in "${RULES[@]}"; do
BAR_MIN=$(to_minutes "$RULE")
HORIZON=$((BARS_AHEAD * BAR_MIN))
echo "Running rule='$RULE' horizon_min=$HORIZON conf=$CONF" | tee -a "$LOG"
"$PY" "$PROJ_DIR/main_conf_metrics.py" \
--btc "$BTC" \
--eth "$ETH" \
--rules "$RULE" \
--states "$N_STATES" \
--split "$SPLIT" \
--horizon "$HORIZON" \
--conf "$CONF" | tee -a "$LOG"
echo | tee -a "$LOG"
done
done

55
run_grid.sh Executable file
View File

@ -0,0 +1,55 @@
#!/usr/bin/env bash
# run_grid.sh — loop over timeframes and 2–6 bars-ahead horizons
set -euo pipefail
# Paths (edit if different)
PROJ_DIR="${PROJ_DIR:-$HOME/Documents/Work/TCP/BTC_ETH_regime_predictor}"
DATA_DIR="${DATA_DIR:-$PROJ_DIR/../data}"
PY="${PY:-$PROJ_DIR/.venv/bin/python}"
BTC_CSV="${BTC_CSV:-$DATA_DIR/btcusd_1-min_data.csv}"
ETH_CSV="${ETH_CSV:-$DATA_DIR/ethusd_1min_ohlc.csv}"
SPLIT_DATE="${SPLIT_DATE:-2023-01-01}"
N_STATES="${N_STATES:-3}"
# Timeframes to test: 20–60 min inclusive
readarray -t RULES < <(seq 20 60 | awk '{printf "%dmin\n",$1}')
# Convert a pandas-like offset to minutes: supports Nmin, NH, ND
to_minutes() {
local r="$1"
if [[ "$r" =~ ^([0-9]+)min$ ]]; then
echo "${BASH_REMATCH[1]}"
elif [[ "$r" =~ ^([0-9]+)H$ ]]; then
echo $(( ${BASH_REMATCH[1]} * 60 ))
elif [[ "$r" =~ ^([0-9]+)D$ ]]; then
echo $(( ${BASH_REMATCH[1]} * 1440 ))
else
echo "Unsupported rule: $r" >&2
exit 2
fi
}
# Logs
OUT_DIR="${OUT_DIR:-$PROJ_DIR/run_logs}"
mkdir -p "$OUT_DIR"
TS="$(date +"%Y%m%d_%H%M%S")"
LOG="$OUT_DIR/grid_${TS}.log"
# Run grid
for BARS in 2 3 4 5 6; do
for RULE in "${RULES[@]}"; do
BAR_MIN=$(to_minutes "$RULE")
HORIZON=$(( BARS * BAR_MIN ))
echo "Running rule='$RULE' bars_ahead=$BARS horizon_min=$HORIZON" | tee -a "$LOG"
"$PY" "$PROJ_DIR/main.py" \
--btc "$BTC_CSV" \
--eth "$ETH_CSV" \
--rules "$RULE" \
--states "$N_STATES" \
--split "$SPLIT_DATE" \
--horizon "$HORIZON" | tee -a "$LOG"
echo | tee -a "$LOG"
done
done

633
uv.lock generated Normal file
View File

@ -0,0 +1,633 @@
version = 1
revision = 3
requires-python = ">=3.12"
[[package]]
name = "btc-eth-regime-predictor"
version = "0.1.0"
source = { virtual = "." }
dependencies = [
{ name = "hmmlearn" },
{ name = "matplotlib" },
{ name = "numpy" },
{ name = "pandas" },
]
[package.metadata]
requires-dist = [
{ name = "hmmlearn", specifier = ">=0.3.3" },
{ name = "matplotlib", specifier = ">=3.10.6" },
{ name = "numpy", specifier = ">=2.3.3" },
{ name = "pandas", specifier = ">=2.3.3" },
]
[[package]]
name = "contourpy"
version = "1.3.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
]
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/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" },
]
[[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 = "4.60.1"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/4b/42/97a13e47a1e51a5a7142475bbcf5107fe3a68fc34aef331c897d5fb98ad0/fonttools-4.60.1.tar.gz", hash = "sha256:ef00af0439ebfee806b25f24c8f92109157ff3fac5731dc7867957812e87b8d9", size = 3559823, upload-time = "2025-09-29T21:13:27.129Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/e3/f7/a10b101b7a6f8836a5adb47f2791f2075d044a6ca123f35985c42edc82d8/fonttools-4.60.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:7b0c6d57ab00dae9529f3faf187f2254ea0aa1e04215cf2f1a8ec277c96661bc", size = 2832953, upload-time = "2025-09-29T21:11:39.616Z" },
{ url = "https://files.pythonhosted.org/packages/ed/fe/7bd094b59c926acf2304d2151354ddbeb74b94812f3dc943c231db09cb41/fonttools-4.60.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:839565cbf14645952d933853e8ade66a463684ed6ed6c9345d0faf1f0e868877", size = 2352706, upload-time = "2025-09-29T21:11:41.826Z" },
{ url = "https://files.pythonhosted.org/packages/c0/ca/4bb48a26ed95a1e7eba175535fe5805887682140ee0a0d10a88e1de84208/fonttools-4.60.1-cp312-cp312-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8177ec9676ea6e1793c8a084a90b65a9f778771998eb919d05db6d4b1c0b114c", size = 4923716, upload-time = "2025-09-29T21:11:43.893Z" },
{ url = "https://files.pythonhosted.org/packages/b8/9f/2cb82999f686c1d1ddf06f6ae1a9117a880adbec113611cc9d22b2fdd465/fonttools-4.60.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:996a4d1834524adbb423385d5a629b868ef9d774670856c63c9a0408a3063401", size = 4968175, upload-time = "2025-09-29T21:11:46.439Z" },
{ url = "https://files.pythonhosted.org/packages/18/79/be569699e37d166b78e6218f2cde8c550204f2505038cdd83b42edc469b9/fonttools-4.60.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a46b2f450bc79e06ef3b6394f0c68660529ed51692606ad7f953fc2e448bc903", size = 4911031, upload-time = "2025-09-29T21:11:48.977Z" },
{ url = "https://files.pythonhosted.org/packages/cc/9f/89411cc116effaec5260ad519162f64f9c150e5522a27cbb05eb62d0c05b/fonttools-4.60.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6ec722ee589e89a89f5b7574f5c45604030aa6ae24cb2c751e2707193b466fed", size = 5062966, upload-time = "2025-09-29T21:11:54.344Z" },
{ url = "https://files.pythonhosted.org/packages/62/a1/f888221934b5731d46cb9991c7a71f30cb1f97c0ef5fcf37f8da8fce6c8e/fonttools-4.60.1-cp312-cp312-win32.whl", hash = "sha256:b2cf105cee600d2de04ca3cfa1f74f1127f8455b71dbad02b9da6ec266e116d6", size = 2218750, upload-time = "2025-09-29T21:11:56.601Z" },
{ url = "https://files.pythonhosted.org/packages/88/8f/a55b5550cd33cd1028601df41acd057d4be20efa5c958f417b0c0613924d/fonttools-4.60.1-cp312-cp312-win_amd64.whl", hash = "sha256:992775c9fbe2cf794786fa0ffca7f09f564ba3499b8fe9f2f80bd7197db60383", size = 2267026, upload-time = "2025-09-29T21:11:58.852Z" },
{ url = "https://files.pythonhosted.org/packages/7c/5b/cdd2c612277b7ac7ec8c0c9bc41812c43dc7b2d5f2b0897e15fdf5a1f915/fonttools-4.60.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:6f68576bb4bbf6060c7ab047b1574a1ebe5c50a17de62830079967b211059ebb", size = 2825777, upload-time = "2025-09-29T21:12:01.22Z" },
{ url = "https://files.pythonhosted.org/packages/d6/8a/de9cc0540f542963ba5e8f3a1f6ad48fa211badc3177783b9d5cadf79b5d/fonttools-4.60.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:eedacb5c5d22b7097482fa834bda0dafa3d914a4e829ec83cdea2a01f8c813c4", size = 2348080, upload-time = "2025-09-29T21:12:03.785Z" },
{ url = "https://files.pythonhosted.org/packages/2d/8b/371ab3cec97ee3fe1126b3406b7abd60c8fec8975fd79a3c75cdea0c3d83/fonttools-4.60.1-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b33a7884fabd72bdf5f910d0cf46be50dce86a0362a65cfc746a4168c67eb96c", size = 4903082, upload-time = "2025-09-29T21:12:06.382Z" },
{ url = "https://files.pythonhosted.org/packages/04/05/06b1455e4bc653fcb2117ac3ef5fa3a8a14919b93c60742d04440605d058/fonttools-4.60.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2409d5fb7b55fd70f715e6d34e7a6e4f7511b8ad29a49d6df225ee76da76dd77", size = 4960125, upload-time = "2025-09-29T21:12:09.314Z" },
{ url = "https://files.pythonhosted.org/packages/8e/37/f3b840fcb2666f6cb97038793606bdd83488dca2d0b0fc542ccc20afa668/fonttools-4.60.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c8651e0d4b3bdeda6602b85fdc2abbefc1b41e573ecb37b6779c4ca50753a199", size = 4901454, upload-time = "2025-09-29T21:12:11.931Z" },
{ url = "https://files.pythonhosted.org/packages/fd/9e/eb76f77e82f8d4a46420aadff12cec6237751b0fb9ef1de373186dcffb5f/fonttools-4.60.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:145daa14bf24824b677b9357c5e44fd8895c2a8f53596e1b9ea3496081dc692c", size = 5044495, upload-time = "2025-09-29T21:12:15.241Z" },
{ url = "https://files.pythonhosted.org/packages/f8/b3/cede8f8235d42ff7ae891bae8d619d02c8ac9fd0cfc450c5927a6200c70d/fonttools-4.60.1-cp313-cp313-win32.whl", hash = "sha256:2299df884c11162617a66b7c316957d74a18e3758c0274762d2cc87df7bc0272", size = 2217028, upload-time = "2025-09-29T21:12:17.96Z" },
{ url = "https://files.pythonhosted.org/packages/75/4d/b022c1577807ce8b31ffe055306ec13a866f2337ecee96e75b24b9b753ea/fonttools-4.60.1-cp313-cp313-win_amd64.whl", hash = "sha256:a3db56f153bd4c5c2b619ab02c5db5192e222150ce5a1bc10f16164714bc39ac", size = 2266200, upload-time = "2025-09-29T21:12:20.14Z" },
{ url = "https://files.pythonhosted.org/packages/9a/83/752ca11c1aa9a899b793a130f2e466b79ea0cf7279c8d79c178fc954a07b/fonttools-4.60.1-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:a884aef09d45ba1206712c7dbda5829562d3fea7726935d3289d343232ecb0d3", size = 2822830, upload-time = "2025-09-29T21:12:24.406Z" },
{ url = "https://files.pythonhosted.org/packages/57/17/bbeab391100331950a96ce55cfbbff27d781c1b85ebafb4167eae50d9fe3/fonttools-4.60.1-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:8a44788d9d91df72d1a5eac49b31aeb887a5f4aab761b4cffc4196c74907ea85", size = 2345524, upload-time = "2025-09-29T21:12:26.819Z" },
{ url = "https://files.pythonhosted.org/packages/3d/2e/d4831caa96d85a84dd0da1d9f90d81cec081f551e0ea216df684092c6c97/fonttools-4.60.1-cp314-cp314-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:e852d9dda9f93ad3651ae1e3bb770eac544ec93c3807888798eccddf84596537", size = 4843490, upload-time = "2025-09-29T21:12:29.123Z" },
{ url = "https://files.pythonhosted.org/packages/49/13/5e2ea7c7a101b6fc3941be65307ef8df92cbbfa6ec4804032baf1893b434/fonttools-4.60.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:154cb6ee417e417bf5f7c42fe25858c9140c26f647c7347c06f0cc2d47eff003", size = 4944184, upload-time = "2025-09-29T21:12:31.414Z" },
{ url = "https://files.pythonhosted.org/packages/0c/2b/cf9603551c525b73fc47c52ee0b82a891579a93d9651ed694e4e2cd08bb8/fonttools-4.60.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:5664fd1a9ea7f244487ac8f10340c4e37664675e8667d6fee420766e0fb3cf08", size = 4890218, upload-time = "2025-09-29T21:12:33.936Z" },
{ url = "https://files.pythonhosted.org/packages/fd/2f/933d2352422e25f2376aae74f79eaa882a50fb3bfef3c0d4f50501267101/fonttools-4.60.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:583b7f8e3c49486e4d489ad1deacfb8d5be54a8ef34d6df824f6a171f8511d99", size = 4999324, upload-time = "2025-09-29T21:12:36.637Z" },
{ url = "https://files.pythonhosted.org/packages/38/99/234594c0391221f66216bc2c886923513b3399a148defaccf81dc3be6560/fonttools-4.60.1-cp314-cp314-win32.whl", hash = "sha256:66929e2ea2810c6533a5184f938502cfdaea4bc3efb7130d8cc02e1c1b4108d6", size = 2220861, upload-time = "2025-09-29T21:12:39.108Z" },
{ url = "https://files.pythonhosted.org/packages/3e/1d/edb5b23726dde50fc4068e1493e4fc7658eeefcaf75d4c5ffce067d07ae5/fonttools-4.60.1-cp314-cp314-win_amd64.whl", hash = "sha256:f3d5be054c461d6a2268831f04091dc82753176f6ea06dc6047a5e168265a987", size = 2270934, upload-time = "2025-09-29T21:12:41.339Z" },
{ url = "https://files.pythonhosted.org/packages/fb/da/1392aaa2170adc7071fe7f9cfd181a5684a7afcde605aebddf1fb4d76df5/fonttools-4.60.1-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:b6379e7546ba4ae4b18f8ae2b9bc5960936007a1c0e30b342f662577e8bc3299", size = 2894340, upload-time = "2025-09-29T21:12:43.774Z" },
{ url = "https://files.pythonhosted.org/packages/bf/a7/3b9f16e010d536ce567058b931a20b590d8f3177b2eda09edd92e392375d/fonttools-4.60.1-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:9d0ced62b59e0430b3690dbc5373df1c2aa7585e9a8ce38eff87f0fd993c5b01", size = 2375073, upload-time = "2025-09-29T21:12:46.437Z" },
{ url = "https://files.pythonhosted.org/packages/9b/b5/e9bcf51980f98e59bb5bb7c382a63c6f6cac0eec5f67de6d8f2322382065/fonttools-4.60.1-cp314-cp314t-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:875cb7764708b3132637f6c5fb385b16eeba0f7ac9fa45a69d35e09b47045801", size = 4849758, upload-time = "2025-09-29T21:12:48.694Z" },
{ url = "https://files.pythonhosted.org/packages/e3/dc/1d2cf7d1cba82264b2f8385db3f5960e3d8ce756b4dc65b700d2c496f7e9/fonttools-4.60.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a184b2ea57b13680ab6d5fbde99ccef152c95c06746cb7718c583abd8f945ccc", size = 5085598, upload-time = "2025-09-29T21:12:51.081Z" },
{ url = "https://files.pythonhosted.org/packages/5d/4d/279e28ba87fb20e0c69baf72b60bbf1c4d873af1476806a7b5f2b7fac1ff/fonttools-4.60.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:026290e4ec76583881763fac284aca67365e0be9f13a7fb137257096114cb3bc", size = 4957603, upload-time = "2025-09-29T21:12:53.423Z" },
{ url = "https://files.pythonhosted.org/packages/78/d4/ff19976305e0c05aa3340c805475abb00224c954d3c65e82c0a69633d55d/fonttools-4.60.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f0e8817c7d1a0c2eedebf57ef9a9896f3ea23324769a9a2061a80fe8852705ed", size = 4974184, upload-time = "2025-09-29T21:12:55.962Z" },
{ url = "https://files.pythonhosted.org/packages/63/22/8553ff6166f5cd21cfaa115aaacaa0dc73b91c079a8cfd54a482cbc0f4f5/fonttools-4.60.1-cp314-cp314t-win32.whl", hash = "sha256:1410155d0e764a4615774e5c2c6fc516259fe3eca5882f034eb9bfdbee056259", size = 2282241, upload-time = "2025-09-29T21:12:58.179Z" },
{ url = "https://files.pythonhosted.org/packages/8a/cb/fa7b4d148e11d5a72761a22e595344133e83a9507a4c231df972e657579b/fonttools-4.60.1-cp314-cp314t-win_amd64.whl", hash = "sha256:022beaea4b73a70295b688f817ddc24ed3e3418b5036ffcd5658141184ef0d0c", size = 2345760, upload-time = "2025-09-29T21:13:00.375Z" },
{ url = "https://files.pythonhosted.org/packages/c7/93/0dd45cd283c32dea1545151d8c3637b4b8c53cdb3a625aeb2885b184d74d/fonttools-4.60.1-py3-none-any.whl", hash = "sha256:906306ac7afe2156fcf0042173d6ebbb05416af70f6b370967b47f8f00103bbb", size = 1143175, upload-time = "2025-09-29T21:13:24.134Z" },
]
[[package]]
name = "hmmlearn"
version = "0.3.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
{ name = "scikit-learn" },
{ name = "scipy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/bb/77/89cdfbfaa2beb51f8cc57f83f9b4f653ec3faa660ba2e2146cc84bfc8eb9/hmmlearn-0.3.3.tar.gz", hash = "sha256:1d3c5dc4c5257e0c238dc1fe5387700b8cb987eab808edb3e0c73829f1cc44ec", size = 78535, upload-time = "2024-10-31T09:04:20.99Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/63/fb/c5e6522a6f596b24c0190cb7579e4d5beb993e4547e34d754bf33e9efc0a/hmmlearn-0.3.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:898e2fd51244db793659b4eac584871addaf6e57efe72121e753d57b3fb1128f", size = 196051, upload-time = "2024-10-31T09:03:38.19Z" },
{ url = "https://files.pythonhosted.org/packages/05/42/2ce8e5d10425fb56820be575894ee6d8a4b33eb92889588e6a3406299e82/hmmlearn-0.3.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:86ad9fa4319588212c0bc7f7f9a050b01138f76b7f69d83f50d687fe4f9dcd28", size = 130844, upload-time = "2024-10-31T09:03:39.263Z" },
{ url = "https://files.pythonhosted.org/packages/03/fc/54dd991c71f32ddcf846cb99e21118166fb4341a0a9094f1e79add20d4b2/hmmlearn-0.3.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1128973a42fcf631579ef1b305e57e342aaf8769839a9899bff614ccc9d82c21", size = 163510, upload-time = "2024-10-31T09:03:41.617Z" },
{ url = "https://files.pythonhosted.org/packages/82/c8/88973fc908111491747cf1737d1c30f5d1a5f777ea3cdf625c8fcb3cdd9d/hmmlearn-0.3.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6cd27dc66bfe7f6ff77804f7dbfe42b35d18e21403eb2bdfef0de6ad3bd2368f", size = 165953, upload-time = "2024-10-31T09:03:44.513Z" },
{ url = "https://files.pythonhosted.org/packages/92/57/24bd2359bf0f2a2514f7b53f0bca562f912ac4751e415756b9138970c5aa/hmmlearn-0.3.3-cp312-cp312-win_amd64.whl", hash = "sha256:49ed0d2451d9884d0bdfbe84dd14b3a699382b00bed931d6a5ca46997978a1c4", size = 127297, upload-time = "2024-10-31T09:03:47.744Z" },
{ url = "https://files.pythonhosted.org/packages/6e/34/ad66eead2db6f03aebdc2feaa6992d803adf581628c6d67ad093fb3922e4/hmmlearn-0.3.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:4a6da5aa01bb9beeef311706b03c16d411f93ef68220ad442f2eca8ef39da0a6", size = 196173, upload-time = "2024-10-31T09:03:49.539Z" },
{ url = "https://files.pythonhosted.org/packages/17/15/53ee1f4c8905d3a74acc2314c626c1cf1f4a7b11384390dd9d8ed66e9c1b/hmmlearn-0.3.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:41d8e2ae07ac5e9e48e693a4918e3a3717edd32328bd4b9d878c323c5358e625", size = 130886, upload-time = "2024-10-31T09:03:51.66Z" },
{ url = "https://files.pythonhosted.org/packages/e9/09/eb7abbc42b13a3a1983d825cfea170cf7a6033df9ea4fdc94aa2c94539b8/hmmlearn-0.3.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:11de9f8bc0bea1a70cdfeca9466682c2131b00da53d0898f3b1d79aadffa85a9", size = 163428, upload-time = "2024-10-31T09:03:53.722Z" },
{ url = "https://files.pythonhosted.org/packages/88/99/a0397750ee53ef7e6c18b82eec4bee41450216a59bd73153855eda8c2d22/hmmlearn-0.3.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:491f3bd9e3c01fa1201057e1de2c87039fed0e225ad562111ad4a0e25c40ef00", size = 165968, upload-time = "2024-10-31T09:03:56.102Z" },
{ url = "https://files.pythonhosted.org/packages/59/3b/2e49e18e927203384bb0792c1d935dd371c1d14ed8d9cfacd9d0daccc35c/hmmlearn-0.3.3-cp313-cp313-win_amd64.whl", hash = "sha256:8f39d658a6366cb839157bdd8a075c62a43d3175e0f453145b5f2cdcdc05b4e3", size = 127334, upload-time = "2024-10-31T09:03:58.453Z" },
]
[[package]]
name = "joblib"
version = "1.5.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/e8/5d/447af5ea094b9e4c4054f82e223ada074c552335b9b4b2d14bd9b35a67c4/joblib-1.5.2.tar.gz", hash = "sha256:3faa5c39054b2f03ca547da9b2f52fde67c06240c31853f306aea97f13647b55", size = 331077, upload-time = "2025-08-27T12:15:46.575Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/1e/e8/685f47e0d754320684db4425a0967f7d3fa70126bffd76110b7009a0090f/joblib-1.5.2-py3-none-any.whl", hash = "sha256:4e1f0bdbb987e6d843c70cf43714cb276623def372df3c22fe5266b2670bc241", size = 308396, upload-time = "2025-08-27T12:15:45.188Z" },
]
[[package]]
name = "kiwisolver"
version = "1.4.9"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/5c/3c/85844f1b0feb11ee581ac23fe5fce65cd049a200c1446708cc1b7f922875/kiwisolver-1.4.9.tar.gz", hash = "sha256:c3b22c26c6fd6811b0ae8363b95ca8ce4ea3c202d3d0975b2914310ceb1bcc4d", size = 97564, upload-time = "2025-08-10T21:27:49.279Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/86/c9/13573a747838aeb1c76e3267620daa054f4152444d1f3d1a2324b78255b5/kiwisolver-1.4.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:ac5a486ac389dddcc5bef4f365b6ae3ffff2c433324fb38dd35e3fab7c957999", size = 123686, upload-time = "2025-08-10T21:26:10.034Z" },
{ url = "https://files.pythonhosted.org/packages/51/ea/2ecf727927f103ffd1739271ca19c424d0e65ea473fbaeea1c014aea93f6/kiwisolver-1.4.9-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f2ba92255faa7309d06fe44c3a4a97efe1c8d640c2a79a5ef728b685762a6fd2", size = 66460, upload-time = "2025-08-10T21:26:11.083Z" },
{ url = "https://files.pythonhosted.org/packages/5b/5a/51f5464373ce2aeb5194508298a508b6f21d3867f499556263c64c621914/kiwisolver-1.4.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4a2899935e724dd1074cb568ce7ac0dce28b2cd6ab539c8e001a8578eb106d14", size = 64952, upload-time = "2025-08-10T21:26:12.058Z" },
{ url = "https://files.pythonhosted.org/packages/70/90/6d240beb0f24b74371762873e9b7f499f1e02166a2d9c5801f4dbf8fa12e/kiwisolver-1.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f6008a4919fdbc0b0097089f67a1eb55d950ed7e90ce2cc3e640abadd2757a04", size = 1474756, upload-time = "2025-08-10T21:26:13.096Z" },
{ url = "https://files.pythonhosted.org/packages/12/42/f36816eaf465220f683fb711efdd1bbf7a7005a2473d0e4ed421389bd26c/kiwisolver-1.4.9-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:67bb8b474b4181770f926f7b7d2f8c0248cbcb78b660fdd41a47054b28d2a752", size = 1276404, upload-time = "2025-08-10T21:26:14.457Z" },
{ url = "https://files.pythonhosted.org/packages/2e/64/bc2de94800adc830c476dce44e9b40fd0809cddeef1fde9fcf0f73da301f/kiwisolver-1.4.9-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2327a4a30d3ee07d2fbe2e7933e8a37c591663b96ce42a00bc67461a87d7df77", size = 1294410, upload-time = "2025-08-10T21:26:15.73Z" },
{ url = "https://files.pythonhosted.org/packages/5f/42/2dc82330a70aa8e55b6d395b11018045e58d0bb00834502bf11509f79091/kiwisolver-1.4.9-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7a08b491ec91b1d5053ac177afe5290adacf1f0f6307d771ccac5de30592d198", size = 1343631, upload-time = "2025-08-10T21:26:17.045Z" },
{ url = "https://files.pythonhosted.org/packages/22/fd/f4c67a6ed1aab149ec5a8a401c323cee7a1cbe364381bb6c9c0d564e0e20/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d8fc5c867c22b828001b6a38d2eaeb88160bf5783c6cb4a5e440efc981ce286d", size = 2224963, upload-time = "2025-08-10T21:26:18.737Z" },
{ url = "https://files.pythonhosted.org/packages/45/aa/76720bd4cb3713314677d9ec94dcc21ced3f1baf4830adde5bb9b2430a5f/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:3b3115b2581ea35bb6d1f24a4c90af37e5d9b49dcff267eeed14c3893c5b86ab", size = 2321295, upload-time = "2025-08-10T21:26:20.11Z" },
{ url = "https://files.pythonhosted.org/packages/80/19/d3ec0d9ab711242f56ae0dc2fc5d70e298bb4a1f9dfab44c027668c673a1/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:858e4c22fb075920b96a291928cb7dea5644e94c0ee4fcd5af7e865655e4ccf2", size = 2487987, upload-time = "2025-08-10T21:26:21.49Z" },
{ url = "https://files.pythonhosted.org/packages/39/e9/61e4813b2c97e86b6fdbd4dd824bf72d28bcd8d4849b8084a357bc0dd64d/kiwisolver-1.4.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ed0fecd28cc62c54b262e3736f8bb2512d8dcfdc2bcf08be5f47f96bf405b145", size = 2291817, upload-time = "2025-08-10T21:26:22.812Z" },
{ url = "https://files.pythonhosted.org/packages/a0/41/85d82b0291db7504da3c2defe35c9a8a5c9803a730f297bd823d11d5fb77/kiwisolver-1.4.9-cp312-cp312-win_amd64.whl", hash = "sha256:f68208a520c3d86ea51acf688a3e3002615a7f0238002cccc17affecc86a8a54", size = 73895, upload-time = "2025-08-10T21:26:24.37Z" },
{ url = "https://files.pythonhosted.org/packages/e2/92/5f3068cf15ee5cb624a0c7596e67e2a0bb2adee33f71c379054a491d07da/kiwisolver-1.4.9-cp312-cp312-win_arm64.whl", hash = "sha256:2c1a4f57df73965f3f14df20b80ee29e6a7930a57d2d9e8491a25f676e197c60", size = 64992, upload-time = "2025-08-10T21:26:25.732Z" },
{ url = "https://files.pythonhosted.org/packages/31/c1/c2686cda909742ab66c7388e9a1a8521a59eb89f8bcfbee28fc980d07e24/kiwisolver-1.4.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a5d0432ccf1c7ab14f9949eec60c5d1f924f17c037e9f8b33352fa05799359b8", size = 123681, upload-time = "2025-08-10T21:26:26.725Z" },
{ url = "https://files.pythonhosted.org/packages/ca/f0/f44f50c9f5b1a1860261092e3bc91ecdc9acda848a8b8c6abfda4a24dd5c/kiwisolver-1.4.9-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:efb3a45b35622bb6c16dbfab491a8f5a391fe0e9d45ef32f4df85658232ca0e2", size = 66464, upload-time = "2025-08-10T21:26:27.733Z" },
{ url = "https://files.pythonhosted.org/packages/2d/7a/9d90a151f558e29c3936b8a47ac770235f436f2120aca41a6d5f3d62ae8d/kiwisolver-1.4.9-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1a12cf6398e8a0a001a059747a1cbf24705e18fe413bc22de7b3d15c67cffe3f", size = 64961, upload-time = "2025-08-10T21:26:28.729Z" },
{ url = "https://files.pythonhosted.org/packages/e9/e9/f218a2cb3a9ffbe324ca29a9e399fa2d2866d7f348ec3a88df87fc248fc5/kiwisolver-1.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b67e6efbf68e077dd71d1a6b37e43e1a99d0bff1a3d51867d45ee8908b931098", size = 1474607, upload-time = "2025-08-10T21:26:29.798Z" },
{ url = "https://files.pythonhosted.org/packages/d9/28/aac26d4c882f14de59041636292bc838db8961373825df23b8eeb807e198/kiwisolver-1.4.9-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5656aa670507437af0207645273ccdfee4f14bacd7f7c67a4306d0dcaeaf6eed", size = 1276546, upload-time = "2025-08-10T21:26:31.401Z" },
{ url = "https://files.pythonhosted.org/packages/8b/ad/8bfc1c93d4cc565e5069162f610ba2f48ff39b7de4b5b8d93f69f30c4bed/kiwisolver-1.4.9-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bfc08add558155345129c7803b3671cf195e6a56e7a12f3dde7c57d9b417f525", size = 1294482, upload-time = "2025-08-10T21:26:32.721Z" },
{ url = "https://files.pythonhosted.org/packages/da/f1/6aca55ff798901d8ce403206d00e033191f63d82dd708a186e0ed2067e9c/kiwisolver-1.4.9-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:40092754720b174e6ccf9e845d0d8c7d8e12c3d71e7fc35f55f3813e96376f78", size = 1343720, upload-time = "2025-08-10T21:26:34.032Z" },
{ url = "https://files.pythonhosted.org/packages/d1/91/eed031876c595c81d90d0f6fc681ece250e14bf6998c3d7c419466b523b7/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:497d05f29a1300d14e02e6441cf0f5ee81c1ff5a304b0d9fb77423974684e08b", size = 2224907, upload-time = "2025-08-10T21:26:35.824Z" },
{ url = "https://files.pythonhosted.org/packages/e9/ec/4d1925f2e49617b9cca9c34bfa11adefad49d00db038e692a559454dfb2e/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:bdd1a81a1860476eb41ac4bc1e07b3f07259e6d55bbf739b79c8aaedcf512799", size = 2321334, upload-time = "2025-08-10T21:26:37.534Z" },
{ url = "https://files.pythonhosted.org/packages/43/cb/450cd4499356f68802750c6ddc18647b8ea01ffa28f50d20598e0befe6e9/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:e6b93f13371d341afee3be9f7c5964e3fe61d5fa30f6a30eb49856935dfe4fc3", size = 2488313, upload-time = "2025-08-10T21:26:39.191Z" },
{ url = "https://files.pythonhosted.org/packages/71/67/fc76242bd99f885651128a5d4fa6083e5524694b7c88b489b1b55fdc491d/kiwisolver-1.4.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d75aa530ccfaa593da12834b86a0724f58bff12706659baa9227c2ccaa06264c", size = 2291970, upload-time = "2025-08-10T21:26:40.828Z" },
{ url = "https://files.pythonhosted.org/packages/75/bd/f1a5d894000941739f2ae1b65a32892349423ad49c2e6d0771d0bad3fae4/kiwisolver-1.4.9-cp313-cp313-win_amd64.whl", hash = "sha256:dd0a578400839256df88c16abddf9ba14813ec5f21362e1fe65022e00c883d4d", size = 73894, upload-time = "2025-08-10T21:26:42.33Z" },
{ url = "https://files.pythonhosted.org/packages/95/38/dce480814d25b99a391abbddadc78f7c117c6da34be68ca8b02d5848b424/kiwisolver-1.4.9-cp313-cp313-win_arm64.whl", hash = "sha256:d4188e73af84ca82468f09cadc5ac4db578109e52acb4518d8154698d3a87ca2", size = 64995, upload-time = "2025-08-10T21:26:43.889Z" },
{ url = "https://files.pythonhosted.org/packages/e2/37/7d218ce5d92dadc5ebdd9070d903e0c7cf7edfe03f179433ac4d13ce659c/kiwisolver-1.4.9-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:5a0f2724dfd4e3b3ac5a82436a8e6fd16baa7d507117e4279b660fe8ca38a3a1", size = 126510, upload-time = "2025-08-10T21:26:44.915Z" },
{ url = "https://files.pythonhosted.org/packages/23/b0/e85a2b48233daef4b648fb657ebbb6f8367696a2d9548a00b4ee0eb67803/kiwisolver-1.4.9-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:1b11d6a633e4ed84fc0ddafd4ebfd8ea49b3f25082c04ad12b8315c11d504dc1", size = 67903, upload-time = "2025-08-10T21:26:45.934Z" },
{ url = "https://files.pythonhosted.org/packages/44/98/f2425bc0113ad7de24da6bb4dae1343476e95e1d738be7c04d31a5d037fd/kiwisolver-1.4.9-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:61874cdb0a36016354853593cffc38e56fc9ca5aa97d2c05d3dcf6922cd55a11", size = 66402, upload-time = "2025-08-10T21:26:47.101Z" },
{ url = "https://files.pythonhosted.org/packages/98/d8/594657886df9f34c4177cc353cc28ca7e6e5eb562d37ccc233bff43bbe2a/kiwisolver-1.4.9-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:60c439763a969a6af93b4881db0eed8fadf93ee98e18cbc35bc8da868d0c4f0c", size = 1582135, upload-time = "2025-08-10T21:26:48.665Z" },
{ url = "https://files.pythonhosted.org/packages/5c/c6/38a115b7170f8b306fc929e166340c24958347308ea3012c2b44e7e295db/kiwisolver-1.4.9-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:92a2f997387a1b79a75e7803aa7ded2cfbe2823852ccf1ba3bcf613b62ae3197", size = 1389409, upload-time = "2025-08-10T21:26:50.335Z" },
{ url = "https://files.pythonhosted.org/packages/bf/3b/e04883dace81f24a568bcee6eb3001da4ba05114afa622ec9b6fafdc1f5e/kiwisolver-1.4.9-cp313-cp313t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a31d512c812daea6d8b3be3b2bfcbeb091dbb09177706569bcfc6240dcf8b41c", size = 1401763, upload-time = "2025-08-10T21:26:51.867Z" },
{ url = "https://files.pythonhosted.org/packages/9f/80/20ace48e33408947af49d7d15c341eaee69e4e0304aab4b7660e234d6288/kiwisolver-1.4.9-cp313-cp313t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:52a15b0f35dad39862d376df10c5230155243a2c1a436e39eb55623ccbd68185", size = 1453643, upload-time = "2025-08-10T21:26:53.592Z" },
{ url = "https://files.pythonhosted.org/packages/64/31/6ce4380a4cd1f515bdda976a1e90e547ccd47b67a1546d63884463c92ca9/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a30fd6fdef1430fd9e1ba7b3398b5ee4e2887783917a687d86ba69985fb08748", size = 2330818, upload-time = "2025-08-10T21:26:55.051Z" },
{ url = "https://files.pythonhosted.org/packages/fa/e9/3f3fcba3bcc7432c795b82646306e822f3fd74df0ee81f0fa067a1f95668/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:cc9617b46837c6468197b5945e196ee9ca43057bb7d9d1ae688101e4e1dddf64", size = 2419963, upload-time = "2025-08-10T21:26:56.421Z" },
{ url = "https://files.pythonhosted.org/packages/99/43/7320c50e4133575c66e9f7dadead35ab22d7c012a3b09bb35647792b2a6d/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:0ab74e19f6a2b027ea4f845a78827969af45ce790e6cb3e1ebab71bdf9f215ff", size = 2594639, upload-time = "2025-08-10T21:26:57.882Z" },
{ url = "https://files.pythonhosted.org/packages/65/d6/17ae4a270d4a987ef8a385b906d2bdfc9fce502d6dc0d3aea865b47f548c/kiwisolver-1.4.9-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:dba5ee5d3981160c28d5490f0d1b7ed730c22470ff7f6cc26cfcfaacb9896a07", size = 2391741, upload-time = "2025-08-10T21:26:59.237Z" },
{ url = "https://files.pythonhosted.org/packages/2a/8f/8f6f491d595a9e5912971f3f863d81baddccc8a4d0c3749d6a0dd9ffc9df/kiwisolver-1.4.9-cp313-cp313t-win_arm64.whl", hash = "sha256:0749fd8f4218ad2e851e11cc4dc05c7cbc0cbc4267bdfdb31782e65aace4ee9c", size = 68646, upload-time = "2025-08-10T21:27:00.52Z" },
{ url = "https://files.pythonhosted.org/packages/6b/32/6cc0fbc9c54d06c2969faa9c1d29f5751a2e51809dd55c69055e62d9b426/kiwisolver-1.4.9-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:9928fe1eb816d11ae170885a74d074f57af3a0d65777ca47e9aeb854a1fba386", size = 123806, upload-time = "2025-08-10T21:27:01.537Z" },
{ url = "https://files.pythonhosted.org/packages/b2/dd/2bfb1d4a4823d92e8cbb420fe024b8d2167f72079b3bb941207c42570bdf/kiwisolver-1.4.9-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:d0005b053977e7b43388ddec89fa567f43d4f6d5c2c0affe57de5ebf290dc552", size = 66605, upload-time = "2025-08-10T21:27:03.335Z" },
{ url = "https://files.pythonhosted.org/packages/f7/69/00aafdb4e4509c2ca6064646cba9cd4b37933898f426756adb2cb92ebbed/kiwisolver-1.4.9-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:2635d352d67458b66fd0667c14cb1d4145e9560d503219034a18a87e971ce4f3", size = 64925, upload-time = "2025-08-10T21:27:04.339Z" },
{ url = "https://files.pythonhosted.org/packages/43/dc/51acc6791aa14e5cb6d8a2e28cefb0dc2886d8862795449d021334c0df20/kiwisolver-1.4.9-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:767c23ad1c58c9e827b649a9ab7809fd5fd9db266a9cf02b0e926ddc2c680d58", size = 1472414, upload-time = "2025-08-10T21:27:05.437Z" },
{ url = "https://files.pythonhosted.org/packages/3d/bb/93fa64a81db304ac8a246f834d5094fae4b13baf53c839d6bb6e81177129/kiwisolver-1.4.9-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72d0eb9fba308b8311685c2268cf7d0a0639a6cd027d8128659f72bdd8a024b4", size = 1281272, upload-time = "2025-08-10T21:27:07.063Z" },
{ url = "https://files.pythonhosted.org/packages/70/e6/6df102916960fb8d05069d4bd92d6d9a8202d5a3e2444494e7cd50f65b7a/kiwisolver-1.4.9-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f68e4f3eeca8fb22cc3d731f9715a13b652795ef657a13df1ad0c7dc0e9731df", size = 1298578, upload-time = "2025-08-10T21:27:08.452Z" },
{ url = "https://files.pythonhosted.org/packages/7c/47/e142aaa612f5343736b087864dbaebc53ea8831453fb47e7521fa8658f30/kiwisolver-1.4.9-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d84cd4061ae292d8ac367b2c3fa3aad11cb8625a95d135fe93f286f914f3f5a6", size = 1345607, upload-time = "2025-08-10T21:27:10.125Z" },
{ url = "https://files.pythonhosted.org/packages/54/89/d641a746194a0f4d1a3670fb900d0dbaa786fb98341056814bc3f058fa52/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a60ea74330b91bd22a29638940d115df9dc00af5035a9a2a6ad9399ffb4ceca5", size = 2230150, upload-time = "2025-08-10T21:27:11.484Z" },
{ url = "https://files.pythonhosted.org/packages/aa/6b/5ee1207198febdf16ac11f78c5ae40861b809cbe0e6d2a8d5b0b3044b199/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:ce6a3a4e106cf35c2d9c4fa17c05ce0b180db622736845d4315519397a77beaf", size = 2325979, upload-time = "2025-08-10T21:27:12.917Z" },
{ url = "https://files.pythonhosted.org/packages/fc/ff/b269eefd90f4ae14dcc74973d5a0f6d28d3b9bb1afd8c0340513afe6b39a/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:77937e5e2a38a7b48eef0585114fe7930346993a88060d0bf886086d2aa49ef5", size = 2491456, upload-time = "2025-08-10T21:27:14.353Z" },
{ url = "https://files.pythonhosted.org/packages/fc/d4/10303190bd4d30de547534601e259a4fbf014eed94aae3e5521129215086/kiwisolver-1.4.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:24c175051354f4a28c5d6a31c93906dc653e2bf234e8a4bbfb964892078898ce", size = 2294621, upload-time = "2025-08-10T21:27:15.808Z" },
{ url = "https://files.pythonhosted.org/packages/28/e0/a9a90416fce5c0be25742729c2ea52105d62eda6c4be4d803c2a7be1fa50/kiwisolver-1.4.9-cp314-cp314-win_amd64.whl", hash = "sha256:0763515d4df10edf6d06a3c19734e2566368980d21ebec439f33f9eb936c07b7", size = 75417, upload-time = "2025-08-10T21:27:17.436Z" },
{ url = "https://files.pythonhosted.org/packages/1f/10/6949958215b7a9a264299a7db195564e87900f709db9245e4ebdd3c70779/kiwisolver-1.4.9-cp314-cp314-win_arm64.whl", hash = "sha256:0e4e2bf29574a6a7b7f6cb5fa69293b9f96c928949ac4a53ba3f525dffb87f9c", size = 66582, upload-time = "2025-08-10T21:27:18.436Z" },
{ url = "https://files.pythonhosted.org/packages/ec/79/60e53067903d3bc5469b369fe0dfc6b3482e2133e85dae9daa9527535991/kiwisolver-1.4.9-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:d976bbb382b202f71c67f77b0ac11244021cfa3f7dfd9e562eefcea2df711548", size = 126514, upload-time = "2025-08-10T21:27:19.465Z" },
{ url = "https://files.pythonhosted.org/packages/25/d1/4843d3e8d46b072c12a38c97c57fab4608d36e13fe47d47ee96b4d61ba6f/kiwisolver-1.4.9-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:2489e4e5d7ef9a1c300a5e0196e43d9c739f066ef23270607d45aba368b91f2d", size = 67905, upload-time = "2025-08-10T21:27:20.51Z" },
{ url = "https://files.pythonhosted.org/packages/8c/ae/29ffcbd239aea8b93108de1278271ae764dfc0d803a5693914975f200596/kiwisolver-1.4.9-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:e2ea9f7ab7fbf18fffb1b5434ce7c69a07582f7acc7717720f1d69f3e806f90c", size = 66399, upload-time = "2025-08-10T21:27:21.496Z" },
{ url = "https://files.pythonhosted.org/packages/a1/ae/d7ba902aa604152c2ceba5d352d7b62106bedbccc8e95c3934d94472bfa3/kiwisolver-1.4.9-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b34e51affded8faee0dfdb705416153819d8ea9250bbbf7ea1b249bdeb5f1122", size = 1582197, upload-time = "2025-08-10T21:27:22.604Z" },
{ url = "https://files.pythonhosted.org/packages/f2/41/27c70d427eddb8bc7e4f16420a20fefc6f480312122a59a959fdfe0445ad/kiwisolver-1.4.9-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d8aacd3d4b33b772542b2e01beb50187536967b514b00003bdda7589722d2a64", size = 1390125, upload-time = "2025-08-10T21:27:24.036Z" },
{ url = "https://files.pythonhosted.org/packages/41/42/b3799a12bafc76d962ad69083f8b43b12bf4fe78b097b12e105d75c9b8f1/kiwisolver-1.4.9-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7cf974dd4e35fa315563ac99d6287a1024e4dc2077b8a7d7cd3d2fb65d283134", size = 1402612, upload-time = "2025-08-10T21:27:25.773Z" },
{ url = "https://files.pythonhosted.org/packages/d2/b5/a210ea073ea1cfaca1bb5c55a62307d8252f531beb364e18aa1e0888b5a0/kiwisolver-1.4.9-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:85bd218b5ecfbee8c8a82e121802dcb519a86044c9c3b2e4aef02fa05c6da370", size = 1453990, upload-time = "2025-08-10T21:27:27.089Z" },
{ url = "https://files.pythonhosted.org/packages/5f/ce/a829eb8c033e977d7ea03ed32fb3c1781b4fa0433fbadfff29e39c676f32/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:0856e241c2d3df4efef7c04a1e46b1936b6120c9bcf36dd216e3acd84bc4fb21", size = 2331601, upload-time = "2025-08-10T21:27:29.343Z" },
{ url = "https://files.pythonhosted.org/packages/e0/4b/b5e97eb142eb9cd0072dacfcdcd31b1c66dc7352b0f7c7255d339c0edf00/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:9af39d6551f97d31a4deebeac6f45b156f9755ddc59c07b402c148f5dbb6482a", size = 2422041, upload-time = "2025-08-10T21:27:30.754Z" },
{ url = "https://files.pythonhosted.org/packages/40/be/8eb4cd53e1b85ba4edc3a9321666f12b83113a178845593307a3e7891f44/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:bb4ae2b57fc1d8cbd1cf7b1d9913803681ffa903e7488012be5b76dedf49297f", size = 2594897, upload-time = "2025-08-10T21:27:32.803Z" },
{ url = "https://files.pythonhosted.org/packages/99/dd/841e9a66c4715477ea0abc78da039832fbb09dac5c35c58dc4c41a407b8a/kiwisolver-1.4.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:aedff62918805fb62d43a4aa2ecd4482c380dc76cd31bd7c8878588a61bd0369", size = 2391835, upload-time = "2025-08-10T21:27:34.23Z" },
{ url = "https://files.pythonhosted.org/packages/0c/28/4b2e5c47a0da96896fdfdb006340ade064afa1e63675d01ea5ac222b6d52/kiwisolver-1.4.9-cp314-cp314t-win_amd64.whl", hash = "sha256:1fa333e8b2ce4d9660f2cda9c0e1b6bafcfb2457a9d259faa82289e73ec24891", size = 79988, upload-time = "2025-08-10T21:27:35.587Z" },
{ url = "https://files.pythonhosted.org/packages/80/be/3578e8afd18c88cdf9cb4cffde75a96d2be38c5a903f1ed0ceec061bd09e/kiwisolver-1.4.9-cp314-cp314t-win_arm64.whl", hash = "sha256:4a48a2ce79d65d363597ef7b567ce3d14d68783d2b2263d98db3d9477805ba32", size = 70260, upload-time = "2025-08-10T21:27:36.606Z" },
]
[[package]]
name = "matplotlib"
version = "3.10.6"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "contourpy" },
{ name = "cycler" },
{ name = "fonttools" },
{ name = "kiwisolver" },
{ name = "numpy" },
{ name = "packaging" },
{ name = "pillow" },
{ name = "pyparsing" },
{ name = "python-dateutil" },
]
sdist = { url = "https://files.pythonhosted.org/packages/a0/59/c3e6453a9676ffba145309a73c462bb407f4400de7de3f2b41af70720a3c/matplotlib-3.10.6.tar.gz", hash = "sha256:ec01b645840dd1996df21ee37f208cd8ba57644779fa20464010638013d3203c", size = 34804264, upload-time = "2025-08-30T00:14:25.137Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/ea/1a/7042f7430055d567cc3257ac409fcf608599ab27459457f13772c2d9778b/matplotlib-3.10.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:31ca662df6a80bd426f871105fdd69db7543e28e73a9f2afe80de7e531eb2347", size = 8272404, upload-time = "2025-08-30T00:12:59.112Z" },
{ url = "https://files.pythonhosted.org/packages/a9/5d/1d5f33f5b43f4f9e69e6a5fe1fb9090936ae7bc8e2ff6158e7a76542633b/matplotlib-3.10.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1678bb61d897bb4ac4757b5ecfb02bfb3fddf7f808000fb81e09c510712fda75", size = 8128262, upload-time = "2025-08-30T00:13:01.141Z" },
{ url = "https://files.pythonhosted.org/packages/67/c3/135fdbbbf84e0979712df58e5e22b4f257b3f5e52a3c4aacf1b8abec0d09/matplotlib-3.10.6-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:56cd2d20842f58c03d2d6e6c1f1cf5548ad6f66b91e1e48f814e4fb5abd1cb95", size = 8697008, upload-time = "2025-08-30T00:13:03.24Z" },
{ url = "https://files.pythonhosted.org/packages/9c/be/c443ea428fb2488a3ea7608714b1bd85a82738c45da21b447dc49e2f8e5d/matplotlib-3.10.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:662df55604a2f9a45435566d6e2660e41efe83cd94f4288dfbf1e6d1eae4b0bb", size = 9530166, upload-time = "2025-08-30T00:13:05.951Z" },
{ url = "https://files.pythonhosted.org/packages/a9/35/48441422b044d74034aea2a3e0d1a49023f12150ebc58f16600132b9bbaf/matplotlib-3.10.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:08f141d55148cd1fc870c3387d70ca4df16dee10e909b3b038782bd4bda6ea07", size = 9593105, upload-time = "2025-08-30T00:13:08.356Z" },
{ url = "https://files.pythonhosted.org/packages/45/c3/994ef20eb4154ab84cc08d033834555319e4af970165e6c8894050af0b3c/matplotlib-3.10.6-cp312-cp312-win_amd64.whl", hash = "sha256:590f5925c2d650b5c9d813c5b3b5fc53f2929c3f8ef463e4ecfa7e052044fb2b", size = 8122784, upload-time = "2025-08-30T00:13:10.367Z" },
{ url = "https://files.pythonhosted.org/packages/57/b8/5c85d9ae0e40f04e71bedb053aada5d6bab1f9b5399a0937afb5d6b02d98/matplotlib-3.10.6-cp312-cp312-win_arm64.whl", hash = "sha256:f44c8d264a71609c79a78d50349e724f5d5fc3684ead7c2a473665ee63d868aa", size = 7992823, upload-time = "2025-08-30T00:13:12.24Z" },
{ url = "https://files.pythonhosted.org/packages/a0/db/18380e788bb837e724358287b08e223b32bc8dccb3b0c12fa8ca20bc7f3b/matplotlib-3.10.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:819e409653c1106c8deaf62e6de6b8611449c2cd9939acb0d7d4e57a3d95cc7a", size = 8273231, upload-time = "2025-08-30T00:13:13.881Z" },
{ url = "https://files.pythonhosted.org/packages/d3/0f/38dd49445b297e0d4f12a322c30779df0d43cb5873c7847df8a82e82ec67/matplotlib-3.10.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:59c8ac8382fefb9cb71308dde16a7c487432f5255d8f1fd32473523abecfecdf", size = 8128730, upload-time = "2025-08-30T00:13:15.556Z" },
{ url = "https://files.pythonhosted.org/packages/e5/b8/9eea6630198cb303d131d95d285a024b3b8645b1763a2916fddb44ca8760/matplotlib-3.10.6-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:84e82d9e0fd70c70bc55739defbd8055c54300750cbacf4740c9673a24d6933a", size = 8698539, upload-time = "2025-08-30T00:13:17.297Z" },
{ url = "https://files.pythonhosted.org/packages/71/34/44c7b1f075e1ea398f88aeabcc2907c01b9cc99e2afd560c1d49845a1227/matplotlib-3.10.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:25f7a3eb42d6c1c56e89eacd495661fc815ffc08d9da750bca766771c0fd9110", size = 9529702, upload-time = "2025-08-30T00:13:19.248Z" },
{ url = "https://files.pythonhosted.org/packages/b5/7f/e5c2dc9950c7facaf8b461858d1b92c09dd0cf174fe14e21953b3dda06f7/matplotlib-3.10.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f9c862d91ec0b7842920a4cfdaaec29662195301914ea54c33e01f1a28d014b2", size = 9593742, upload-time = "2025-08-30T00:13:21.181Z" },
{ url = "https://files.pythonhosted.org/packages/ff/1d/70c28528794f6410ee2856cd729fa1f1756498b8d3126443b0a94e1a8695/matplotlib-3.10.6-cp313-cp313-win_amd64.whl", hash = "sha256:1b53bd6337eba483e2e7d29c5ab10eee644bc3a2491ec67cc55f7b44583ffb18", size = 8122753, upload-time = "2025-08-30T00:13:23.44Z" },
{ url = "https://files.pythonhosted.org/packages/e8/74/0e1670501fc7d02d981564caf7c4df42974464625935424ca9654040077c/matplotlib-3.10.6-cp313-cp313-win_arm64.whl", hash = "sha256:cbd5eb50b7058b2892ce45c2f4e92557f395c9991f5c886d1bb74a1582e70fd6", size = 7992973, upload-time = "2025-08-30T00:13:26.632Z" },
{ url = "https://files.pythonhosted.org/packages/b1/4e/60780e631d73b6b02bd7239f89c451a72970e5e7ec34f621eda55cd9a445/matplotlib-3.10.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:acc86dd6e0e695c095001a7fccff158c49e45e0758fdf5dcdbb0103318b59c9f", size = 8316869, upload-time = "2025-08-30T00:13:28.262Z" },
{ url = "https://files.pythonhosted.org/packages/f8/15/baa662374a579413210fc2115d40c503b7360a08e9cc254aa0d97d34b0c1/matplotlib-3.10.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e228cd2ffb8f88b7d0b29e37f68ca9aaf83e33821f24a5ccc4f082dd8396bc27", size = 8178240, upload-time = "2025-08-30T00:13:30.007Z" },
{ url = "https://files.pythonhosted.org/packages/c6/3f/3c38e78d2aafdb8829fcd0857d25aaf9e7dd2dfcf7ec742765b585774931/matplotlib-3.10.6-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:658bc91894adeab669cf4bb4a186d049948262987e80f0857216387d7435d833", size = 8711719, upload-time = "2025-08-30T00:13:31.72Z" },
{ url = "https://files.pythonhosted.org/packages/96/4b/2ec2bbf8cefaa53207cc56118d1fa8a0f9b80642713ea9390235d331ede4/matplotlib-3.10.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8913b7474f6dd83ac444c9459c91f7f0f2859e839f41d642691b104e0af056aa", size = 9541422, upload-time = "2025-08-30T00:13:33.611Z" },
{ url = "https://files.pythonhosted.org/packages/83/7d/40255e89b3ef11c7871020563b2dd85f6cb1b4eff17c0f62b6eb14c8fa80/matplotlib-3.10.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:091cea22e059b89f6d7d1a18e2c33a7376c26eee60e401d92a4d6726c4e12706", size = 9594068, upload-time = "2025-08-30T00:13:35.833Z" },
{ url = "https://files.pythonhosted.org/packages/f0/a9/0213748d69dc842537a113493e1c27daf9f96bd7cc316f933dc8ec4de985/matplotlib-3.10.6-cp313-cp313t-win_amd64.whl", hash = "sha256:491e25e02a23d7207629d942c666924a6b61e007a48177fdd231a0097b7f507e", size = 8200100, upload-time = "2025-08-30T00:13:37.668Z" },
{ url = "https://files.pythonhosted.org/packages/be/15/79f9988066ce40b8a6f1759a934ea0cde8dc4adc2262255ee1bc98de6ad0/matplotlib-3.10.6-cp313-cp313t-win_arm64.whl", hash = "sha256:3d80d60d4e54cda462e2cd9a086d85cd9f20943ead92f575ce86885a43a565d5", size = 8042142, upload-time = "2025-08-30T00:13:39.426Z" },
{ url = "https://files.pythonhosted.org/packages/7c/58/e7b6d292beae6fb4283ca6fb7fa47d7c944a68062d6238c07b497dd35493/matplotlib-3.10.6-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:70aaf890ce1d0efd482df969b28a5b30ea0b891224bb315810a3940f67182899", size = 8273802, upload-time = "2025-08-30T00:13:41.006Z" },
{ url = "https://files.pythonhosted.org/packages/9f/f6/7882d05aba16a8cdd594fb9a03a9d3cca751dbb6816adf7b102945522ee9/matplotlib-3.10.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1565aae810ab79cb72e402b22facfa6501365e73ebab70a0fdfb98488d2c3c0c", size = 8131365, upload-time = "2025-08-30T00:13:42.664Z" },
{ url = "https://files.pythonhosted.org/packages/94/bf/ff32f6ed76e78514e98775a53715eca4804b12bdcf35902cdd1cf759d324/matplotlib-3.10.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f3b23315a01981689aa4e1a179dbf6ef9fbd17143c3eea77548c2ecfb0499438", size = 9533961, upload-time = "2025-08-30T00:13:44.372Z" },
{ url = "https://files.pythonhosted.org/packages/fe/c3/6bf88c2fc2da7708a2ff8d2eeb5d68943130f50e636d5d3dcf9d4252e971/matplotlib-3.10.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:30fdd37edf41a4e6785f9b37969de57aea770696cb637d9946eb37470c94a453", size = 9804262, upload-time = "2025-08-30T00:13:46.614Z" },
{ url = "https://files.pythonhosted.org/packages/0f/7a/e05e6d9446d2d577b459427ad060cd2de5742d0e435db3191fea4fcc7e8b/matplotlib-3.10.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:bc31e693da1c08012c764b053e702c1855378e04102238e6a5ee6a7117c53a47", size = 9595508, upload-time = "2025-08-30T00:13:48.731Z" },
{ url = "https://files.pythonhosted.org/packages/39/fb/af09c463ced80b801629fd73b96f726c9f6124c3603aa2e480a061d6705b/matplotlib-3.10.6-cp314-cp314-win_amd64.whl", hash = "sha256:05be9bdaa8b242bc6ff96330d18c52f1fc59c6fb3a4dd411d953d67e7e1baf98", size = 8252742, upload-time = "2025-08-30T00:13:50.539Z" },
{ url = "https://files.pythonhosted.org/packages/b1/f9/b682f6db9396d9ab8f050c0a3bfbb5f14fb0f6518f08507c04cc02f8f229/matplotlib-3.10.6-cp314-cp314-win_arm64.whl", hash = "sha256:f56a0d1ab05d34c628592435781d185cd99630bdfd76822cd686fb5a0aecd43a", size = 8124237, upload-time = "2025-08-30T00:13:54.3Z" },
{ url = "https://files.pythonhosted.org/packages/b5/d2/b69b4a0923a3c05ab90527c60fdec899ee21ca23ede7f0fb818e6620d6f2/matplotlib-3.10.6-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:94f0b4cacb23763b64b5dace50d5b7bfe98710fed5f0cef5c08135a03399d98b", size = 8316956, upload-time = "2025-08-30T00:13:55.932Z" },
{ url = "https://files.pythonhosted.org/packages/28/e9/dc427b6f16457ffaeecb2fc4abf91e5adb8827861b869c7a7a6d1836fa73/matplotlib-3.10.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:cc332891306b9fb39462673d8225d1b824c89783fee82840a709f96714f17a5c", size = 8178260, upload-time = "2025-08-30T00:14:00.942Z" },
{ url = "https://files.pythonhosted.org/packages/c4/89/1fbd5ad611802c34d1c7ad04607e64a1350b7fb9c567c4ec2c19e066ed35/matplotlib-3.10.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ee1d607b3fb1590deb04b69f02ea1d53ed0b0bf75b2b1a5745f269afcbd3cdd3", size = 9541422, upload-time = "2025-08-30T00:14:02.664Z" },
{ url = "https://files.pythonhosted.org/packages/b0/3b/65fec8716025b22c1d72d5a82ea079934c76a547696eaa55be6866bc89b1/matplotlib-3.10.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:376a624a218116461696b27b2bbf7a8945053e6d799f6502fc03226d077807bf", size = 9803678, upload-time = "2025-08-30T00:14:04.741Z" },
{ url = "https://files.pythonhosted.org/packages/c7/b0/40fb2b3a1ab9381bb39a952e8390357c8be3bdadcf6d5055d9c31e1b35ae/matplotlib-3.10.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:83847b47f6524c34b4f2d3ce726bb0541c48c8e7692729865c3df75bfa0f495a", size = 9594077, upload-time = "2025-08-30T00:14:07.012Z" },
{ url = "https://files.pythonhosted.org/packages/76/34/c4b71b69edf5b06e635eee1ed10bfc73cf8df058b66e63e30e6a55e231d5/matplotlib-3.10.6-cp314-cp314t-win_amd64.whl", hash = "sha256:c7e0518e0d223683532a07f4b512e2e0729b62674f1b3a1a69869f98e6b1c7e3", size = 8342822, upload-time = "2025-08-30T00:14:09.041Z" },
{ url = "https://files.pythonhosted.org/packages/e8/62/aeabeef1a842b6226a30d49dd13e8a7a1e81e9ec98212c0b5169f0a12d83/matplotlib-3.10.6-cp314-cp314t-win_arm64.whl", hash = "sha256:4dd83e029f5b4801eeb87c64efd80e732452781c16a9cf7415b7b63ec8f374d7", size = 8172588, upload-time = "2025-08-30T00:14:11.166Z" },
]
[[package]]
name = "numpy"
version = "2.3.3"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/d0/19/95b3d357407220ed24c139018d2518fab0a61a948e68286a25f1a4d049ff/numpy-2.3.3.tar.gz", hash = "sha256:ddc7c39727ba62b80dfdbedf400d1c10ddfa8eefbd7ec8dcb118be8b56d31029", size = 20576648, upload-time = "2025-09-09T16:54:12.543Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/51/5d/bb7fc075b762c96329147799e1bcc9176ab07ca6375ea976c475482ad5b3/numpy-2.3.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:cfdd09f9c84a1a934cde1eec2267f0a43a7cd44b2cca4ff95b7c0d14d144b0bf", size = 20957014, upload-time = "2025-09-09T15:56:29.966Z" },
{ url = "https://files.pythonhosted.org/packages/6b/0e/c6211bb92af26517acd52125a237a92afe9c3124c6a68d3b9f81b62a0568/numpy-2.3.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:cb32e3cf0f762aee47ad1ddc6672988f7f27045b0783c887190545baba73aa25", size = 14185220, upload-time = "2025-09-09T15:56:32.175Z" },
{ url = "https://files.pythonhosted.org/packages/22/f2/07bb754eb2ede9073f4054f7c0286b0d9d2e23982e090a80d478b26d35ca/numpy-2.3.3-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:396b254daeb0a57b1fe0ecb5e3cff6fa79a380fa97c8f7781a6d08cd429418fe", size = 5113918, upload-time = "2025-09-09T15:56:34.175Z" },
{ url = "https://files.pythonhosted.org/packages/81/0a/afa51697e9fb74642f231ea36aca80fa17c8fb89f7a82abd5174023c3960/numpy-2.3.3-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:067e3d7159a5d8f8a0b46ee11148fc35ca9b21f61e3c49fbd0a027450e65a33b", size = 6647922, upload-time = "2025-09-09T15:56:36.149Z" },
{ url = "https://files.pythonhosted.org/packages/5d/f5/122d9cdb3f51c520d150fef6e87df9279e33d19a9611a87c0d2cf78a89f4/numpy-2.3.3-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c02d0629d25d426585fb2e45a66154081b9fa677bc92a881ff1d216bc9919a8", size = 14281991, upload-time = "2025-09-09T15:56:40.548Z" },
{ url = "https://files.pythonhosted.org/packages/51/64/7de3c91e821a2debf77c92962ea3fe6ac2bc45d0778c1cbe15d4fce2fd94/numpy-2.3.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d9192da52b9745f7f0766531dcfa978b7763916f158bb63bdb8a1eca0068ab20", size = 16641643, upload-time = "2025-09-09T15:56:43.343Z" },
{ url = "https://files.pythonhosted.org/packages/30/e4/961a5fa681502cd0d68907818b69f67542695b74e3ceaa513918103b7e80/numpy-2.3.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:cd7de500a5b66319db419dc3c345244404a164beae0d0937283b907d8152e6ea", size = 16056787, upload-time = "2025-09-09T15:56:46.141Z" },
{ url = "https://files.pythonhosted.org/packages/99/26/92c912b966e47fbbdf2ad556cb17e3a3088e2e1292b9833be1dfa5361a1a/numpy-2.3.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:93d4962d8f82af58f0b2eb85daaf1b3ca23fe0a85d0be8f1f2b7bb46034e56d7", size = 18579598, upload-time = "2025-09-09T15:56:49.844Z" },
{ url = "https://files.pythonhosted.org/packages/17/b6/fc8f82cb3520768718834f310c37d96380d9dc61bfdaf05fe5c0b7653e01/numpy-2.3.3-cp312-cp312-win32.whl", hash = "sha256:5534ed6b92f9b7dca6c0a19d6df12d41c68b991cef051d108f6dbff3babc4ebf", size = 6320800, upload-time = "2025-09-09T15:56:52.499Z" },
{ url = "https://files.pythonhosted.org/packages/32/ee/de999f2625b80d043d6d2d628c07d0d5555a677a3cf78fdf868d409b8766/numpy-2.3.3-cp312-cp312-win_amd64.whl", hash = "sha256:497d7cad08e7092dba36e3d296fe4c97708c93daf26643a1ae4b03f6294d30eb", size = 12786615, upload-time = "2025-09-09T15:56:54.422Z" },
{ url = "https://files.pythonhosted.org/packages/49/6e/b479032f8a43559c383acb20816644f5f91c88f633d9271ee84f3b3a996c/numpy-2.3.3-cp312-cp312-win_arm64.whl", hash = "sha256:ca0309a18d4dfea6fc6262a66d06c26cfe4640c3926ceec90e57791a82b6eee5", size = 10195936, upload-time = "2025-09-09T15:56:56.541Z" },
{ url = "https://files.pythonhosted.org/packages/7d/b9/984c2b1ee61a8b803bf63582b4ac4242cf76e2dbd663efeafcb620cc0ccb/numpy-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f5415fb78995644253370985342cd03572ef8620b934da27d77377a2285955bf", size = 20949588, upload-time = "2025-09-09T15:56:59.087Z" },
{ url = "https://files.pythonhosted.org/packages/a6/e4/07970e3bed0b1384d22af1e9912527ecbeb47d3b26e9b6a3bced068b3bea/numpy-2.3.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d00de139a3324e26ed5b95870ce63be7ec7352171bc69a4cf1f157a48e3eb6b7", size = 14177802, upload-time = "2025-09-09T15:57:01.73Z" },
{ url = "https://files.pythonhosted.org/packages/35/c7/477a83887f9de61f1203bad89cf208b7c19cc9fef0cebef65d5a1a0619f2/numpy-2.3.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:9dc13c6a5829610cc07422bc74d3ac083bd8323f14e2827d992f9e52e22cd6a6", size = 5106537, upload-time = "2025-09-09T15:57:03.765Z" },
{ url = "https://files.pythonhosted.org/packages/52/47/93b953bd5866a6f6986344d045a207d3f1cfbad99db29f534ea9cee5108c/numpy-2.3.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:d79715d95f1894771eb4e60fb23f065663b2298f7d22945d66877aadf33d00c7", size = 6640743, upload-time = "2025-09-09T15:57:07.921Z" },
{ url = "https://files.pythonhosted.org/packages/23/83/377f84aaeb800b64c0ef4de58b08769e782edcefa4fea712910b6f0afd3c/numpy-2.3.3-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:952cfd0748514ea7c3afc729a0fc639e61655ce4c55ab9acfab14bda4f402b4c", size = 14278881, upload-time = "2025-09-09T15:57:11.349Z" },
{ url = "https://files.pythonhosted.org/packages/9a/a5/bf3db6e66c4b160d6ea10b534c381a1955dfab34cb1017ea93aa33c70ed3/numpy-2.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5b83648633d46f77039c29078751f80da65aa64d5622a3cd62aaef9d835b6c93", size = 16636301, upload-time = "2025-09-09T15:57:14.245Z" },
{ url = "https://files.pythonhosted.org/packages/a2/59/1287924242eb4fa3f9b3a2c30400f2e17eb2707020d1c5e3086fe7330717/numpy-2.3.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b001bae8cea1c7dfdb2ae2b017ed0a6f2102d7a70059df1e338e307a4c78a8ae", size = 16053645, upload-time = "2025-09-09T15:57:16.534Z" },
{ url = "https://files.pythonhosted.org/packages/e6/93/b3d47ed882027c35e94ac2320c37e452a549f582a5e801f2d34b56973c97/numpy-2.3.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8e9aced64054739037d42fb84c54dd38b81ee238816c948c8f3ed134665dcd86", size = 18578179, upload-time = "2025-09-09T15:57:18.883Z" },
{ url = "https://files.pythonhosted.org/packages/20/d9/487a2bccbf7cc9d4bfc5f0f197761a5ef27ba870f1e3bbb9afc4bbe3fcc2/numpy-2.3.3-cp313-cp313-win32.whl", hash = "sha256:9591e1221db3f37751e6442850429b3aabf7026d3b05542d102944ca7f00c8a8", size = 6312250, upload-time = "2025-09-09T15:57:21.296Z" },
{ url = "https://files.pythonhosted.org/packages/1b/b5/263ebbbbcede85028f30047eab3d58028d7ebe389d6493fc95ae66c636ab/numpy-2.3.3-cp313-cp313-win_amd64.whl", hash = "sha256:f0dadeb302887f07431910f67a14d57209ed91130be0adea2f9793f1a4f817cf", size = 12783269, upload-time = "2025-09-09T15:57:23.034Z" },
{ url = "https://files.pythonhosted.org/packages/fa/75/67b8ca554bbeaaeb3fac2e8bce46967a5a06544c9108ec0cf5cece559b6c/numpy-2.3.3-cp313-cp313-win_arm64.whl", hash = "sha256:3c7cf302ac6e0b76a64c4aecf1a09e51abd9b01fc7feee80f6c43e3ab1b1dbc5", size = 10195314, upload-time = "2025-09-09T15:57:25.045Z" },
{ url = "https://files.pythonhosted.org/packages/11/d0/0d1ddec56b162042ddfafeeb293bac672de9b0cfd688383590090963720a/numpy-2.3.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:eda59e44957d272846bb407aad19f89dc6f58fecf3504bd144f4c5cf81a7eacc", size = 21048025, upload-time = "2025-09-09T15:57:27.257Z" },
{ url = "https://files.pythonhosted.org/packages/36/9e/1996ca6b6d00415b6acbdd3c42f7f03ea256e2c3f158f80bd7436a8a19f3/numpy-2.3.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:823d04112bc85ef5c4fda73ba24e6096c8f869931405a80aa8b0e604510a26bc", size = 14301053, upload-time = "2025-09-09T15:57:30.077Z" },
{ url = "https://files.pythonhosted.org/packages/05/24/43da09aa764c68694b76e84b3d3f0c44cb7c18cdc1ba80e48b0ac1d2cd39/numpy-2.3.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:40051003e03db4041aa325da2a0971ba41cf65714e65d296397cc0e32de6018b", size = 5229444, upload-time = "2025-09-09T15:57:32.733Z" },
{ url = "https://files.pythonhosted.org/packages/bc/14/50ffb0f22f7218ef8af28dd089f79f68289a7a05a208db9a2c5dcbe123c1/numpy-2.3.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:6ee9086235dd6ab7ae75aba5662f582a81ced49f0f1c6de4260a78d8f2d91a19", size = 6738039, upload-time = "2025-09-09T15:57:34.328Z" },
{ url = "https://files.pythonhosted.org/packages/55/52/af46ac0795e09657d45a7f4db961917314377edecf66db0e39fa7ab5c3d3/numpy-2.3.3-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:94fcaa68757c3e2e668ddadeaa86ab05499a70725811e582b6a9858dd472fb30", size = 14352314, upload-time = "2025-09-09T15:57:36.255Z" },
{ url = "https://files.pythonhosted.org/packages/a7/b1/dc226b4c90eb9f07a3fff95c2f0db3268e2e54e5cce97c4ac91518aee71b/numpy-2.3.3-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:da1a74b90e7483d6ce5244053399a614b1d6b7bc30a60d2f570e5071f8959d3e", size = 16701722, upload-time = "2025-09-09T15:57:38.622Z" },
{ url = "https://files.pythonhosted.org/packages/9d/9d/9d8d358f2eb5eced14dba99f110d83b5cd9a4460895230f3b396ad19a323/numpy-2.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:2990adf06d1ecee3b3dcbb4977dfab6e9f09807598d647f04d385d29e7a3c3d3", size = 16132755, upload-time = "2025-09-09T15:57:41.16Z" },
{ url = "https://files.pythonhosted.org/packages/b6/27/b3922660c45513f9377b3fb42240bec63f203c71416093476ec9aa0719dc/numpy-2.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ed635ff692483b8e3f0fcaa8e7eb8a75ee71aa6d975388224f70821421800cea", size = 18651560, upload-time = "2025-09-09T15:57:43.459Z" },
{ url = "https://files.pythonhosted.org/packages/5b/8e/3ab61a730bdbbc201bb245a71102aa609f0008b9ed15255500a99cd7f780/numpy-2.3.3-cp313-cp313t-win32.whl", hash = "sha256:a333b4ed33d8dc2b373cc955ca57babc00cd6f9009991d9edc5ddbc1bac36bcd", size = 6442776, upload-time = "2025-09-09T15:57:45.793Z" },
{ url = "https://files.pythonhosted.org/packages/1c/3a/e22b766b11f6030dc2decdeff5c2fb1610768055603f9f3be88b6d192fb2/numpy-2.3.3-cp313-cp313t-win_amd64.whl", hash = "sha256:4384a169c4d8f97195980815d6fcad04933a7e1ab3b530921c3fef7a1c63426d", size = 12927281, upload-time = "2025-09-09T15:57:47.492Z" },
{ url = "https://files.pythonhosted.org/packages/7b/42/c2e2bc48c5e9b2a83423f99733950fbefd86f165b468a3d85d52b30bf782/numpy-2.3.3-cp313-cp313t-win_arm64.whl", hash = "sha256:75370986cc0bc66f4ce5110ad35aae6d182cc4ce6433c40ad151f53690130bf1", size = 10265275, upload-time = "2025-09-09T15:57:49.647Z" },
{ url = "https://files.pythonhosted.org/packages/6b/01/342ad585ad82419b99bcf7cebe99e61da6bedb89e213c5fd71acc467faee/numpy-2.3.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:cd052f1fa6a78dee696b58a914b7229ecfa41f0a6d96dc663c1220a55e137593", size = 20951527, upload-time = "2025-09-09T15:57:52.006Z" },
{ url = "https://files.pythonhosted.org/packages/ef/d8/204e0d73fc1b7a9ee80ab1fe1983dd33a4d64a4e30a05364b0208e9a241a/numpy-2.3.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:414a97499480067d305fcac9716c29cf4d0d76db6ebf0bf3cbce666677f12652", size = 14186159, upload-time = "2025-09-09T15:57:54.407Z" },
{ url = "https://files.pythonhosted.org/packages/22/af/f11c916d08f3a18fb8ba81ab72b5b74a6e42ead4c2846d270eb19845bf74/numpy-2.3.3-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:50a5fe69f135f88a2be9b6ca0481a68a136f6febe1916e4920e12f1a34e708a7", size = 5114624, upload-time = "2025-09-09T15:57:56.5Z" },
{ url = "https://files.pythonhosted.org/packages/fb/11/0ed919c8381ac9d2ffacd63fd1f0c34d27e99cab650f0eb6f110e6ae4858/numpy-2.3.3-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:b912f2ed2b67a129e6a601e9d93d4fa37bef67e54cac442a2f588a54afe5c67a", size = 6642627, upload-time = "2025-09-09T15:57:58.206Z" },
{ url = "https://files.pythonhosted.org/packages/ee/83/deb5f77cb0f7ba6cb52b91ed388b47f8f3c2e9930d4665c600408d9b90b9/numpy-2.3.3-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9e318ee0596d76d4cb3d78535dc005fa60e5ea348cd131a51e99d0bdbe0b54fe", size = 14296926, upload-time = "2025-09-09T15:58:00.035Z" },
{ url = "https://files.pythonhosted.org/packages/77/cc/70e59dcb84f2b005d4f306310ff0a892518cc0c8000a33d0e6faf7ca8d80/numpy-2.3.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ce020080e4a52426202bdb6f7691c65bb55e49f261f31a8f506c9f6bc7450421", size = 16638958, upload-time = "2025-09-09T15:58:02.738Z" },
{ url = "https://files.pythonhosted.org/packages/b6/5a/b2ab6c18b4257e099587d5b7f903317bd7115333ad8d4ec4874278eafa61/numpy-2.3.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e6687dc183aa55dae4a705b35f9c0f8cb178bcaa2f029b241ac5356221d5c021", size = 16071920, upload-time = "2025-09-09T15:58:05.029Z" },
{ url = "https://files.pythonhosted.org/packages/b8/f1/8b3fdc44324a259298520dd82147ff648979bed085feeacc1250ef1656c0/numpy-2.3.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d8f3b1080782469fdc1718c4ed1d22549b5fb12af0d57d35e992158a772a37cf", size = 18577076, upload-time = "2025-09-09T15:58:07.745Z" },
{ url = "https://files.pythonhosted.org/packages/f0/a1/b87a284fb15a42e9274e7fcea0dad259d12ddbf07c1595b26883151ca3b4/numpy-2.3.3-cp314-cp314-win32.whl", hash = "sha256:cb248499b0bc3be66ebd6578b83e5acacf1d6cb2a77f2248ce0e40fbec5a76d0", size = 6366952, upload-time = "2025-09-09T15:58:10.096Z" },
{ url = "https://files.pythonhosted.org/packages/70/5f/1816f4d08f3b8f66576d8433a66f8fa35a5acfb3bbd0bf6c31183b003f3d/numpy-2.3.3-cp314-cp314-win_amd64.whl", hash = "sha256:691808c2b26b0f002a032c73255d0bd89751425f379f7bcd22d140db593a96e8", size = 12919322, upload-time = "2025-09-09T15:58:12.138Z" },
{ url = "https://files.pythonhosted.org/packages/8c/de/072420342e46a8ea41c324a555fa90fcc11637583fb8df722936aed1736d/numpy-2.3.3-cp314-cp314-win_arm64.whl", hash = "sha256:9ad12e976ca7b10f1774b03615a2a4bab8addce37ecc77394d8e986927dc0dfe", size = 10478630, upload-time = "2025-09-09T15:58:14.64Z" },
{ url = "https://files.pythonhosted.org/packages/d5/df/ee2f1c0a9de7347f14da5dd3cd3c3b034d1b8607ccb6883d7dd5c035d631/numpy-2.3.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:9cc48e09feb11e1db00b320e9d30a4151f7369afb96bd0e48d942d09da3a0d00", size = 21047987, upload-time = "2025-09-09T15:58:16.889Z" },
{ url = "https://files.pythonhosted.org/packages/d6/92/9453bdc5a4e9e69cf4358463f25e8260e2ffc126d52e10038b9077815989/numpy-2.3.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:901bf6123879b7f251d3631967fd574690734236075082078e0571977c6a8e6a", size = 14301076, upload-time = "2025-09-09T15:58:20.343Z" },
{ url = "https://files.pythonhosted.org/packages/13/77/1447b9eb500f028bb44253105bd67534af60499588a5149a94f18f2ca917/numpy-2.3.3-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:7f025652034199c301049296b59fa7d52c7e625017cae4c75d8662e377bf487d", size = 5229491, upload-time = "2025-09-09T15:58:22.481Z" },
{ url = "https://files.pythonhosted.org/packages/3d/f9/d72221b6ca205f9736cb4b2ce3b002f6e45cd67cd6a6d1c8af11a2f0b649/numpy-2.3.3-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:533ca5f6d325c80b6007d4d7fb1984c303553534191024ec6a524a4c92a5935a", size = 6737913, upload-time = "2025-09-09T15:58:24.569Z" },
{ url = "https://files.pythonhosted.org/packages/3c/5f/d12834711962ad9c46af72f79bb31e73e416ee49d17f4c797f72c96b6ca5/numpy-2.3.3-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0edd58682a399824633b66885d699d7de982800053acf20be1eaa46d92009c54", size = 14352811, upload-time = "2025-09-09T15:58:26.416Z" },
{ url = "https://files.pythonhosted.org/packages/a1/0d/fdbec6629d97fd1bebed56cd742884e4eead593611bbe1abc3eb40d304b2/numpy-2.3.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:367ad5d8fbec5d9296d18478804a530f1191e24ab4d75ab408346ae88045d25e", size = 16702689, upload-time = "2025-09-09T15:58:28.831Z" },
{ url = "https://files.pythonhosted.org/packages/9b/09/0a35196dc5575adde1eb97ddfbc3e1687a814f905377621d18ca9bc2b7dd/numpy-2.3.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:8f6ac61a217437946a1fa48d24c47c91a0c4f725237871117dea264982128097", size = 16133855, upload-time = "2025-09-09T15:58:31.349Z" },
{ url = "https://files.pythonhosted.org/packages/7a/ca/c9de3ea397d576f1b6753eaa906d4cdef1bf97589a6d9825a349b4729cc2/numpy-2.3.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:179a42101b845a816d464b6fe9a845dfaf308fdfc7925387195570789bb2c970", size = 18652520, upload-time = "2025-09-09T15:58:33.762Z" },
{ url = "https://files.pythonhosted.org/packages/fd/c2/e5ed830e08cd0196351db55db82f65bc0ab05da6ef2b72a836dcf1936d2f/numpy-2.3.3-cp314-cp314t-win32.whl", hash = "sha256:1250c5d3d2562ec4174bce2e3a1523041595f9b651065e4a4473f5f48a6bc8a5", size = 6515371, upload-time = "2025-09-09T15:58:36.04Z" },
{ url = "https://files.pythonhosted.org/packages/47/c7/b0f6b5b67f6788a0725f744496badbb604d226bf233ba716683ebb47b570/numpy-2.3.3-cp314-cp314t-win_amd64.whl", hash = "sha256:b37a0b2e5935409daebe82c1e42274d30d9dd355852529eab91dab8dcca7419f", size = 13112576, upload-time = "2025-09-09T15:58:37.927Z" },
{ url = "https://files.pythonhosted.org/packages/06/b9/33bba5ff6fb679aa0b1f8a07e853f002a6b04b9394db3069a1270a7784ca/numpy-2.3.3-cp314-cp314t-win_arm64.whl", hash = "sha256:78c9f6560dc7e6b3990e32df7ea1a50bbd0e2a111e05209963f5ddcab7073b0b", size = 10545953, upload-time = "2025-09-09T15:58:40.576Z" },
]
[[package]]
name = "packaging"
version = "25.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/a1/d4/1fc4078c65507b51b96ca8f8c3ba19e6a61c8253c72794544580a7b6c24d/packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f", size = 165727, upload-time = "2025-04-19T11:48:59.673Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" },
]
[[package]]
name = "pandas"
version = "2.3.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
{ name = "python-dateutil" },
{ name = "pytz" },
{ name = "tzdata" },
]
sdist = { url = "https://files.pythonhosted.org/packages/33/01/d40b85317f86cf08d853a4f495195c73815fdf205eef3993821720274518/pandas-2.3.3.tar.gz", hash = "sha256:e05e1af93b977f7eafa636d043f9f94c7ee3ac81af99c13508215942e64c993b", size = 4495223, upload-time = "2025-09-29T23:34:51.853Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/9c/fb/231d89e8637c808b997d172b18e9d4a4bc7bf31296196c260526055d1ea0/pandas-2.3.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:6d21f6d74eb1725c2efaa71a2bfc661a0689579b58e9c0ca58a739ff0b002b53", size = 11597846, upload-time = "2025-09-29T23:19:48.856Z" },
{ url = "https://files.pythonhosted.org/packages/5c/bd/bf8064d9cfa214294356c2d6702b716d3cf3bb24be59287a6a21e24cae6b/pandas-2.3.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:3fd2f887589c7aa868e02632612ba39acb0b8948faf5cc58f0850e165bd46f35", size = 10729618, upload-time = "2025-09-29T23:39:08.659Z" },
{ url = "https://files.pythonhosted.org/packages/57/56/cf2dbe1a3f5271370669475ead12ce77c61726ffd19a35546e31aa8edf4e/pandas-2.3.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ecaf1e12bdc03c86ad4a7ea848d66c685cb6851d807a26aa245ca3d2017a1908", size = 11737212, upload-time = "2025-09-29T23:19:59.765Z" },
{ url = "https://files.pythonhosted.org/packages/e5/63/cd7d615331b328e287d8233ba9fdf191a9c2d11b6af0c7a59cfcec23de68/pandas-2.3.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b3d11d2fda7eb164ef27ffc14b4fcab16a80e1ce67e9f57e19ec0afaf715ba89", size = 12362693, upload-time = "2025-09-29T23:20:14.098Z" },
{ url = "https://files.pythonhosted.org/packages/a6/de/8b1895b107277d52f2b42d3a6806e69cfef0d5cf1d0ba343470b9d8e0a04/pandas-2.3.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a68e15f780eddf2b07d242e17a04aa187a7ee12b40b930bfdd78070556550e98", size = 12771002, upload-time = "2025-09-29T23:20:26.76Z" },
{ url = "https://files.pythonhosted.org/packages/87/21/84072af3187a677c5893b170ba2c8fbe450a6ff911234916da889b698220/pandas-2.3.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:371a4ab48e950033bcf52b6527eccb564f52dc826c02afd9a1bc0ab731bba084", size = 13450971, upload-time = "2025-09-29T23:20:41.344Z" },
{ url = "https://files.pythonhosted.org/packages/86/41/585a168330ff063014880a80d744219dbf1dd7a1c706e75ab3425a987384/pandas-2.3.3-cp312-cp312-win_amd64.whl", hash = "sha256:a16dcec078a01eeef8ee61bf64074b4e524a2a3f4b3be9326420cabe59c4778b", size = 10992722, upload-time = "2025-09-29T23:20:54.139Z" },
{ url = "https://files.pythonhosted.org/packages/cd/4b/18b035ee18f97c1040d94debd8f2e737000ad70ccc8f5513f4eefad75f4b/pandas-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:56851a737e3470de7fa88e6131f41281ed440d29a9268dcbf0002da5ac366713", size = 11544671, upload-time = "2025-09-29T23:21:05.024Z" },
{ url = "https://files.pythonhosted.org/packages/31/94/72fac03573102779920099bcac1c3b05975c2cb5f01eac609faf34bed1ca/pandas-2.3.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bdcd9d1167f4885211e401b3036c0c8d9e274eee67ea8d0758a256d60704cfe8", size = 10680807, upload-time = "2025-09-29T23:21:15.979Z" },
{ url = "https://files.pythonhosted.org/packages/16/87/9472cf4a487d848476865321de18cc8c920b8cab98453ab79dbbc98db63a/pandas-2.3.3-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e32e7cc9af0f1cc15548288a51a3b681cc2a219faa838e995f7dc53dbab1062d", size = 11709872, upload-time = "2025-09-29T23:21:27.165Z" },
{ url = "https://files.pythonhosted.org/packages/15/07/284f757f63f8a8d69ed4472bfd85122bd086e637bf4ed09de572d575a693/pandas-2.3.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:318d77e0e42a628c04dc56bcef4b40de67918f7041c2b061af1da41dcff670ac", size = 12306371, upload-time = "2025-09-29T23:21:40.532Z" },
{ url = "https://files.pythonhosted.org/packages/33/81/a3afc88fca4aa925804a27d2676d22dcd2031c2ebe08aabd0ae55b9ff282/pandas-2.3.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4e0a175408804d566144e170d0476b15d78458795bb18f1304fb94160cabf40c", size = 12765333, upload-time = "2025-09-29T23:21:55.77Z" },
{ url = "https://files.pythonhosted.org/packages/8d/0f/b4d4ae743a83742f1153464cf1a8ecfafc3ac59722a0b5c8602310cb7158/pandas-2.3.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:93c2d9ab0fc11822b5eece72ec9587e172f63cff87c00b062f6e37448ced4493", size = 13418120, upload-time = "2025-09-29T23:22:10.109Z" },
{ url = "https://files.pythonhosted.org/packages/4f/c7/e54682c96a895d0c808453269e0b5928a07a127a15704fedb643e9b0a4c8/pandas-2.3.3-cp313-cp313-win_amd64.whl", hash = "sha256:f8bfc0e12dc78f777f323f55c58649591b2cd0c43534e8355c51d3fede5f4dee", size = 10993991, upload-time = "2025-09-29T23:25:04.889Z" },
{ url = "https://files.pythonhosted.org/packages/f9/ca/3f8d4f49740799189e1395812f3bf23b5e8fc7c190827d55a610da72ce55/pandas-2.3.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:75ea25f9529fdec2d2e93a42c523962261e567d250b0013b16210e1d40d7c2e5", size = 12048227, upload-time = "2025-09-29T23:22:24.343Z" },
{ url = "https://files.pythonhosted.org/packages/0e/5a/f43efec3e8c0cc92c4663ccad372dbdff72b60bdb56b2749f04aa1d07d7e/pandas-2.3.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:74ecdf1d301e812db96a465a525952f4dde225fdb6d8e5a521d47e1f42041e21", size = 11411056, upload-time = "2025-09-29T23:22:37.762Z" },
{ url = "https://files.pythonhosted.org/packages/46/b1/85331edfc591208c9d1a63a06baa67b21d332e63b7a591a5ba42a10bb507/pandas-2.3.3-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6435cb949cb34ec11cc9860246ccb2fdc9ecd742c12d3304989017d53f039a78", size = 11645189, upload-time = "2025-09-29T23:22:51.688Z" },
{ url = "https://files.pythonhosted.org/packages/44/23/78d645adc35d94d1ac4f2a3c4112ab6f5b8999f4898b8cdf01252f8df4a9/pandas-2.3.3-cp313-cp313t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:900f47d8f20860de523a1ac881c4c36d65efcb2eb850e6948140fa781736e110", size = 12121912, upload-time = "2025-09-29T23:23:05.042Z" },
{ url = "https://files.pythonhosted.org/packages/53/da/d10013df5e6aaef6b425aa0c32e1fc1f3e431e4bcabd420517dceadce354/pandas-2.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a45c765238e2ed7d7c608fc5bc4a6f88b642f2f01e70c0c23d2224dd21829d86", size = 12712160, upload-time = "2025-09-29T23:23:28.57Z" },
{ url = "https://files.pythonhosted.org/packages/bd/17/e756653095a083d8a37cbd816cb87148debcfcd920129b25f99dd8d04271/pandas-2.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c4fc4c21971a1a9f4bdb4c73978c7f7256caa3e62b323f70d6cb80db583350bc", size = 13199233, upload-time = "2025-09-29T23:24:24.876Z" },
{ url = "https://files.pythonhosted.org/packages/04/fd/74903979833db8390b73b3a8a7d30d146d710bd32703724dd9083950386f/pandas-2.3.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:ee15f284898e7b246df8087fc82b87b01686f98ee67d85a17b7ab44143a3a9a0", size = 11540635, upload-time = "2025-09-29T23:25:52.486Z" },
{ url = "https://files.pythonhosted.org/packages/21/00/266d6b357ad5e6d3ad55093a7e8efc7dd245f5a842b584db9f30b0f0a287/pandas-2.3.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1611aedd912e1ff81ff41c745822980c49ce4a7907537be8692c8dbc31924593", size = 10759079, upload-time = "2025-09-29T23:26:33.204Z" },
{ url = "https://files.pythonhosted.org/packages/ca/05/d01ef80a7a3a12b2f8bbf16daba1e17c98a2f039cbc8e2f77a2c5a63d382/pandas-2.3.3-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6d2cefc361461662ac48810cb14365a365ce864afe85ef1f447ff5a1e99ea81c", size = 11814049, upload-time = "2025-09-29T23:27:15.384Z" },
{ url = "https://files.pythonhosted.org/packages/15/b2/0e62f78c0c5ba7e3d2c5945a82456f4fac76c480940f805e0b97fcbc2f65/pandas-2.3.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ee67acbbf05014ea6c763beb097e03cd629961c8a632075eeb34247120abcb4b", size = 12332638, upload-time = "2025-09-29T23:27:51.625Z" },
{ url = "https://files.pythonhosted.org/packages/c5/33/dd70400631b62b9b29c3c93d2feee1d0964dc2bae2e5ad7a6c73a7f25325/pandas-2.3.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c46467899aaa4da076d5abc11084634e2d197e9460643dd455ac3db5856b24d6", size = 12886834, upload-time = "2025-09-29T23:28:21.289Z" },
{ url = "https://files.pythonhosted.org/packages/d3/18/b5d48f55821228d0d2692b34fd5034bb185e854bdb592e9c640f6290e012/pandas-2.3.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6253c72c6a1d990a410bc7de641d34053364ef8bcd3126f7e7450125887dffe3", size = 13409925, upload-time = "2025-09-29T23:28:58.261Z" },
{ url = "https://files.pythonhosted.org/packages/a6/3d/124ac75fcd0ecc09b8fdccb0246ef65e35b012030defb0e0eba2cbbbe948/pandas-2.3.3-cp314-cp314-win_amd64.whl", hash = "sha256:1b07204a219b3b7350abaae088f451860223a52cfb8a6c53358e7948735158e5", size = 11109071, upload-time = "2025-09-29T23:32:27.484Z" },
{ url = "https://files.pythonhosted.org/packages/89/9c/0e21c895c38a157e0faa1fb64587a9226d6dd46452cac4532d80c3c4a244/pandas-2.3.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:2462b1a365b6109d275250baaae7b760fd25c726aaca0054649286bcfbb3e8ec", size = 12048504, upload-time = "2025-09-29T23:29:31.47Z" },
{ url = "https://files.pythonhosted.org/packages/d7/82/b69a1c95df796858777b68fbe6a81d37443a33319761d7c652ce77797475/pandas-2.3.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:0242fe9a49aa8b4d78a4fa03acb397a58833ef6199e9aa40a95f027bb3a1b6e7", size = 11410702, upload-time = "2025-09-29T23:29:54.591Z" },
{ url = "https://files.pythonhosted.org/packages/f9/88/702bde3ba0a94b8c73a0181e05144b10f13f29ebfc2150c3a79062a8195d/pandas-2.3.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a21d830e78df0a515db2b3d2f5570610f5e6bd2e27749770e8bb7b524b89b450", size = 11634535, upload-time = "2025-09-29T23:30:21.003Z" },
{ url = "https://files.pythonhosted.org/packages/a4/1e/1bac1a839d12e6a82ec6cb40cda2edde64a2013a66963293696bbf31fbbb/pandas-2.3.3-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2e3ebdb170b5ef78f19bfb71b0dc5dc58775032361fa188e814959b74d726dd5", size = 12121582, upload-time = "2025-09-29T23:30:43.391Z" },
{ url = "https://files.pythonhosted.org/packages/44/91/483de934193e12a3b1d6ae7c8645d083ff88dec75f46e827562f1e4b4da6/pandas-2.3.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d051c0e065b94b7a3cea50eb1ec32e912cd96dba41647eb24104b6c6c14c5788", size = 12699963, upload-time = "2025-09-29T23:31:10.009Z" },
{ url = "https://files.pythonhosted.org/packages/70/44/5191d2e4026f86a2a109053e194d3ba7a31a2d10a9c2348368c63ed4e85a/pandas-2.3.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:3869faf4bd07b3b66a9f462417d0ca3a9df29a9f6abd5d0d0dbab15dac7abe87", size = 13202175, upload-time = "2025-09-29T23:31:59.173Z" },
]
[[package]]
name = "pillow"
version = "11.3.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/f3/0d/d0d6dea55cd152ce3d6767bb38a8fc10e33796ba4ba210cbab9354b6d238/pillow-11.3.0.tar.gz", hash = "sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523", size = 47113069, upload-time = "2025-07-01T09:16:30.666Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/40/fe/1bc9b3ee13f68487a99ac9529968035cca2f0a51ec36892060edcc51d06a/pillow-11.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4", size = 5278800, upload-time = "2025-07-01T09:14:17.648Z" },
{ url = "https://files.pythonhosted.org/packages/2c/32/7e2ac19b5713657384cec55f89065fb306b06af008cfd87e572035b27119/pillow-11.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69", size = 4686296, upload-time = "2025-07-01T09:14:19.828Z" },
{ url = "https://files.pythonhosted.org/packages/8e/1e/b9e12bbe6e4c2220effebc09ea0923a07a6da1e1f1bfbc8d7d29a01ce32b/pillow-11.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d", size = 5871726, upload-time = "2025-07-03T13:10:04.448Z" },
{ url = "https://files.pythonhosted.org/packages/8d/33/e9200d2bd7ba00dc3ddb78df1198a6e80d7669cce6c2bdbeb2530a74ec58/pillow-11.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6", size = 7644652, upload-time = "2025-07-03T13:10:10.391Z" },
{ url = "https://files.pythonhosted.org/packages/41/f1/6f2427a26fc683e00d985bc391bdd76d8dd4e92fac33d841127eb8fb2313/pillow-11.3.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7", size = 5977787, upload-time = "2025-07-01T09:14:21.63Z" },
{ url = "https://files.pythonhosted.org/packages/e4/c9/06dd4a38974e24f932ff5f98ea3c546ce3f8c995d3f0985f8e5ba48bba19/pillow-11.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024", size = 6645236, upload-time = "2025-07-01T09:14:23.321Z" },
{ url = "https://files.pythonhosted.org/packages/40/e7/848f69fb79843b3d91241bad658e9c14f39a32f71a301bcd1d139416d1be/pillow-11.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809", size = 6086950, upload-time = "2025-07-01T09:14:25.237Z" },
{ url = "https://files.pythonhosted.org/packages/0b/1a/7cff92e695a2a29ac1958c2a0fe4c0b2393b60aac13b04a4fe2735cad52d/pillow-11.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d", size = 6723358, upload-time = "2025-07-01T09:14:27.053Z" },
{ url = "https://files.pythonhosted.org/packages/26/7d/73699ad77895f69edff76b0f332acc3d497f22f5d75e5360f78cbcaff248/pillow-11.3.0-cp312-cp312-win32.whl", hash = "sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149", size = 6275079, upload-time = "2025-07-01T09:14:30.104Z" },
{ url = "https://files.pythonhosted.org/packages/8c/ce/e7dfc873bdd9828f3b6e5c2bbb74e47a98ec23cc5c74fc4e54462f0d9204/pillow-11.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d", size = 6986324, upload-time = "2025-07-01T09:14:31.899Z" },
{ url = "https://files.pythonhosted.org/packages/16/8f/b13447d1bf0b1f7467ce7d86f6e6edf66c0ad7cf44cf5c87a37f9bed9936/pillow-11.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542", size = 2423067, upload-time = "2025-07-01T09:14:33.709Z" },
{ url = "https://files.pythonhosted.org/packages/1e/93/0952f2ed8db3a5a4c7a11f91965d6184ebc8cd7cbb7941a260d5f018cd2d/pillow-11.3.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd", size = 2128328, upload-time = "2025-07-01T09:14:35.276Z" },
{ url = "https://files.pythonhosted.org/packages/4b/e8/100c3d114b1a0bf4042f27e0f87d2f25e857e838034e98ca98fe7b8c0a9c/pillow-11.3.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8", size = 2170652, upload-time = "2025-07-01T09:14:37.203Z" },
{ url = "https://files.pythonhosted.org/packages/aa/86/3f758a28a6e381758545f7cdb4942e1cb79abd271bea932998fc0db93cb6/pillow-11.3.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f", size = 2227443, upload-time = "2025-07-01T09:14:39.344Z" },
{ url = "https://files.pythonhosted.org/packages/01/f4/91d5b3ffa718df2f53b0dc109877993e511f4fd055d7e9508682e8aba092/pillow-11.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c", size = 5278474, upload-time = "2025-07-01T09:14:41.843Z" },
{ url = "https://files.pythonhosted.org/packages/f9/0e/37d7d3eca6c879fbd9dba21268427dffda1ab00d4eb05b32923d4fbe3b12/pillow-11.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd", size = 4686038, upload-time = "2025-07-01T09:14:44.008Z" },
{ url = "https://files.pythonhosted.org/packages/ff/b0/3426e5c7f6565e752d81221af9d3676fdbb4f352317ceafd42899aaf5d8a/pillow-11.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e", size = 5864407, upload-time = "2025-07-03T13:10:15.628Z" },
{ url = "https://files.pythonhosted.org/packages/fc/c1/c6c423134229f2a221ee53f838d4be9d82bab86f7e2f8e75e47b6bf6cd77/pillow-11.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1", size = 7639094, upload-time = "2025-07-03T13:10:21.857Z" },
{ url = "https://files.pythonhosted.org/packages/ba/c9/09e6746630fe6372c67c648ff9deae52a2bc20897d51fa293571977ceb5d/pillow-11.3.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805", size = 5973503, upload-time = "2025-07-01T09:14:45.698Z" },
{ url = "https://files.pythonhosted.org/packages/d5/1c/a2a29649c0b1983d3ef57ee87a66487fdeb45132df66ab30dd37f7dbe162/pillow-11.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8", size = 6642574, upload-time = "2025-07-01T09:14:47.415Z" },
{ url = "https://files.pythonhosted.org/packages/36/de/d5cc31cc4b055b6c6fd990e3e7f0f8aaf36229a2698501bcb0cdf67c7146/pillow-11.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2", size = 6084060, upload-time = "2025-07-01T09:14:49.636Z" },
{ url = "https://files.pythonhosted.org/packages/d5/ea/502d938cbaeec836ac28a9b730193716f0114c41325db428e6b280513f09/pillow-11.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b", size = 6721407, upload-time = "2025-07-01T09:14:51.962Z" },
{ url = "https://files.pythonhosted.org/packages/45/9c/9c5e2a73f125f6cbc59cc7087c8f2d649a7ae453f83bd0362ff7c9e2aee2/pillow-11.3.0-cp313-cp313-win32.whl", hash = "sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3", size = 6273841, upload-time = "2025-07-01T09:14:54.142Z" },
{ url = "https://files.pythonhosted.org/packages/23/85/397c73524e0cd212067e0c969aa245b01d50183439550d24d9f55781b776/pillow-11.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51", size = 6978450, upload-time = "2025-07-01T09:14:56.436Z" },
{ url = "https://files.pythonhosted.org/packages/17/d2/622f4547f69cd173955194b78e4d19ca4935a1b0f03a302d655c9f6aae65/pillow-11.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580", size = 2423055, upload-time = "2025-07-01T09:14:58.072Z" },
{ url = "https://files.pythonhosted.org/packages/dd/80/a8a2ac21dda2e82480852978416cfacd439a4b490a501a288ecf4fe2532d/pillow-11.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e", size = 5281110, upload-time = "2025-07-01T09:14:59.79Z" },
{ url = "https://files.pythonhosted.org/packages/44/d6/b79754ca790f315918732e18f82a8146d33bcd7f4494380457ea89eb883d/pillow-11.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d", size = 4689547, upload-time = "2025-07-01T09:15:01.648Z" },
{ url = "https://files.pythonhosted.org/packages/49/20/716b8717d331150cb00f7fdd78169c01e8e0c219732a78b0e59b6bdb2fd6/pillow-11.3.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced", size = 5901554, upload-time = "2025-07-03T13:10:27.018Z" },
{ url = "https://files.pythonhosted.org/packages/74/cf/a9f3a2514a65bb071075063a96f0a5cf949c2f2fce683c15ccc83b1c1cab/pillow-11.3.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c", size = 7669132, upload-time = "2025-07-03T13:10:33.01Z" },
{ url = "https://files.pythonhosted.org/packages/98/3c/da78805cbdbee9cb43efe8261dd7cc0b4b93f2ac79b676c03159e9db2187/pillow-11.3.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8", size = 6005001, upload-time = "2025-07-01T09:15:03.365Z" },
{ url = "https://files.pythonhosted.org/packages/6c/fa/ce044b91faecf30e635321351bba32bab5a7e034c60187fe9698191aef4f/pillow-11.3.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59", size = 6668814, upload-time = "2025-07-01T09:15:05.655Z" },
{ url = "https://files.pythonhosted.org/packages/7b/51/90f9291406d09bf93686434f9183aba27b831c10c87746ff49f127ee80cb/pillow-11.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe", size = 6113124, upload-time = "2025-07-01T09:15:07.358Z" },
{ url = "https://files.pythonhosted.org/packages/cd/5a/6fec59b1dfb619234f7636d4157d11fb4e196caeee220232a8d2ec48488d/pillow-11.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c", size = 6747186, upload-time = "2025-07-01T09:15:09.317Z" },
{ url = "https://files.pythonhosted.org/packages/49/6b/00187a044f98255225f172de653941e61da37104a9ea60e4f6887717e2b5/pillow-11.3.0-cp313-cp313t-win32.whl", hash = "sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788", size = 6277546, upload-time = "2025-07-01T09:15:11.311Z" },
{ url = "https://files.pythonhosted.org/packages/e8/5c/6caaba7e261c0d75bab23be79f1d06b5ad2a2ae49f028ccec801b0e853d6/pillow-11.3.0-cp313-cp313t-win_amd64.whl", hash = "sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31", size = 6985102, upload-time = "2025-07-01T09:15:13.164Z" },
{ url = "https://files.pythonhosted.org/packages/f3/7e/b623008460c09a0cb38263c93b828c666493caee2eb34ff67f778b87e58c/pillow-11.3.0-cp313-cp313t-win_arm64.whl", hash = "sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e", size = 2424803, upload-time = "2025-07-01T09:15:15.695Z" },
{ url = "https://files.pythonhosted.org/packages/73/f4/04905af42837292ed86cb1b1dabe03dce1edc008ef14c473c5c7e1443c5d/pillow-11.3.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12", size = 5278520, upload-time = "2025-07-01T09:15:17.429Z" },
{ url = "https://files.pythonhosted.org/packages/41/b0/33d79e377a336247df6348a54e6d2a2b85d644ca202555e3faa0cf811ecc/pillow-11.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a", size = 4686116, upload-time = "2025-07-01T09:15:19.423Z" },
{ url = "https://files.pythonhosted.org/packages/49/2d/ed8bc0ab219ae8768f529597d9509d184fe8a6c4741a6864fea334d25f3f/pillow-11.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632", size = 5864597, upload-time = "2025-07-03T13:10:38.404Z" },
{ url = "https://files.pythonhosted.org/packages/b5/3d/b932bb4225c80b58dfadaca9d42d08d0b7064d2d1791b6a237f87f661834/pillow-11.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673", size = 7638246, upload-time = "2025-07-03T13:10:44.987Z" },
{ url = "https://files.pythonhosted.org/packages/09/b5/0487044b7c096f1b48f0d7ad416472c02e0e4bf6919541b111efd3cae690/pillow-11.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027", size = 5973336, upload-time = "2025-07-01T09:15:21.237Z" },
{ url = "https://files.pythonhosted.org/packages/a8/2d/524f9318f6cbfcc79fbc004801ea6b607ec3f843977652fdee4857a7568b/pillow-11.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77", size = 6642699, upload-time = "2025-07-01T09:15:23.186Z" },
{ url = "https://files.pythonhosted.org/packages/6f/d2/a9a4f280c6aefedce1e8f615baaa5474e0701d86dd6f1dede66726462bbd/pillow-11.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874", size = 6083789, upload-time = "2025-07-01T09:15:25.1Z" },
{ url = "https://files.pythonhosted.org/packages/fe/54/86b0cd9dbb683a9d5e960b66c7379e821a19be4ac5810e2e5a715c09a0c0/pillow-11.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a", size = 6720386, upload-time = "2025-07-01T09:15:27.378Z" },
{ url = "https://files.pythonhosted.org/packages/e7/95/88efcaf384c3588e24259c4203b909cbe3e3c2d887af9e938c2022c9dd48/pillow-11.3.0-cp314-cp314-win32.whl", hash = "sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214", size = 6370911, upload-time = "2025-07-01T09:15:29.294Z" },
{ url = "https://files.pythonhosted.org/packages/2e/cc/934e5820850ec5eb107e7b1a72dd278140731c669f396110ebc326f2a503/pillow-11.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635", size = 7117383, upload-time = "2025-07-01T09:15:31.128Z" },
{ url = "https://files.pythonhosted.org/packages/d6/e9/9c0a616a71da2a5d163aa37405e8aced9a906d574b4a214bede134e731bc/pillow-11.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6", size = 2511385, upload-time = "2025-07-01T09:15:33.328Z" },
{ url = "https://files.pythonhosted.org/packages/1a/33/c88376898aff369658b225262cd4f2659b13e8178e7534df9e6e1fa289f6/pillow-11.3.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae", size = 5281129, upload-time = "2025-07-01T09:15:35.194Z" },
{ url = "https://files.pythonhosted.org/packages/1f/70/d376247fb36f1844b42910911c83a02d5544ebd2a8bad9efcc0f707ea774/pillow-11.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653", size = 4689580, upload-time = "2025-07-01T09:15:37.114Z" },
{ url = "https://files.pythonhosted.org/packages/eb/1c/537e930496149fbac69efd2fc4329035bbe2e5475b4165439e3be9cb183b/pillow-11.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6", size = 5902860, upload-time = "2025-07-03T13:10:50.248Z" },
{ url = "https://files.pythonhosted.org/packages/bd/57/80f53264954dcefeebcf9dae6e3eb1daea1b488f0be8b8fef12f79a3eb10/pillow-11.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36", size = 7670694, upload-time = "2025-07-03T13:10:56.432Z" },
{ url = "https://files.pythonhosted.org/packages/70/ff/4727d3b71a8578b4587d9c276e90efad2d6fe0335fd76742a6da08132e8c/pillow-11.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b", size = 6005888, upload-time = "2025-07-01T09:15:39.436Z" },
{ url = "https://files.pythonhosted.org/packages/05/ae/716592277934f85d3be51d7256f3636672d7b1abfafdc42cf3f8cbd4b4c8/pillow-11.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477", size = 6670330, upload-time = "2025-07-01T09:15:41.269Z" },
{ url = "https://files.pythonhosted.org/packages/e7/bb/7fe6cddcc8827b01b1a9766f5fdeb7418680744f9082035bdbabecf1d57f/pillow-11.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50", size = 6114089, upload-time = "2025-07-01T09:15:43.13Z" },
{ url = "https://files.pythonhosted.org/packages/8b/f5/06bfaa444c8e80f1a8e4bff98da9c83b37b5be3b1deaa43d27a0db37ef84/pillow-11.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b", size = 6748206, upload-time = "2025-07-01T09:15:44.937Z" },
{ url = "https://files.pythonhosted.org/packages/f0/77/bc6f92a3e8e6e46c0ca78abfffec0037845800ea38c73483760362804c41/pillow-11.3.0-cp314-cp314t-win32.whl", hash = "sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12", size = 6377370, upload-time = "2025-07-01T09:15:46.673Z" },
{ url = "https://files.pythonhosted.org/packages/4a/82/3a721f7d69dca802befb8af08b7c79ebcab461007ce1c18bd91a5d5896f9/pillow-11.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db", size = 7121500, upload-time = "2025-07-01T09:15:48.512Z" },
{ url = "https://files.pythonhosted.org/packages/89/c7/5572fa4a3f45740eaab6ae86fcdf7195b55beac1371ac8c619d880cfe948/pillow-11.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa", size = 2512835, upload-time = "2025-07-01T09:15:50.399Z" },
]
[[package]]
name = "pyparsing"
version = "3.2.5"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/f2/a5/181488fc2b9d093e3972d2a472855aae8a03f000592dbfce716a512b3359/pyparsing-3.2.5.tar.gz", hash = "sha256:2df8d5b7b2802ef88e8d016a2eb9c7aeaa923529cd251ed0fe4608275d4105b6", size = 1099274, upload-time = "2025-09-21T04:11:06.277Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl", hash = "sha256:e38a4f02064cf41fe6593d328d0512495ad1f3d8a91c4f73fc401b3079a59a5e", size = 113890, upload-time = "2025-09-21T04:11:04.117Z" },
]
[[package]]
name = "python-dateutil"
version = "2.9.0.post0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "six" },
]
sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" },
]
[[package]]
name = "pytz"
version = "2025.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/f8/bf/abbd3cdfb8fbc7fb3d4d38d320f2441b1e7cbe29be4f23797b4a2b5d8aac/pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3", size = 320884, upload-time = "2025-03-25T02:25:00.538Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00", size = 509225, upload-time = "2025-03-25T02:24:58.468Z" },
]
[[package]]
name = "scikit-learn"
version = "1.7.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "joblib" },
{ name = "numpy" },
{ name = "scipy" },
{ name = "threadpoolctl" },
]
sdist = { url = "https://files.pythonhosted.org/packages/98/c2/a7855e41c9d285dfe86dc50b250978105dce513d6e459ea66a6aeb0e1e0c/scikit_learn-1.7.2.tar.gz", hash = "sha256:20e9e49ecd130598f1ca38a1d85090e1a600147b9c02fa6f15d69cb53d968fda", size = 7193136, upload-time = "2025-09-09T08:21:29.075Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a7/aa/3996e2196075689afb9fce0410ebdb4a09099d7964d061d7213700204409/scikit_learn-1.7.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:8d91a97fa2b706943822398ab943cde71858a50245e31bc71dba62aab1d60a96", size = 9259818, upload-time = "2025-09-09T08:20:43.19Z" },
{ url = "https://files.pythonhosted.org/packages/43/5d/779320063e88af9c4a7c2cf463ff11c21ac9c8bd730c4a294b0000b666c9/scikit_learn-1.7.2-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:acbc0f5fd2edd3432a22c69bed78e837c70cf896cd7993d71d51ba6708507476", size = 8636997, upload-time = "2025-09-09T08:20:45.468Z" },
{ url = "https://files.pythonhosted.org/packages/5c/d0/0c577d9325b05594fdd33aa970bf53fb673f051a45496842caee13cfd7fe/scikit_learn-1.7.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e5bf3d930aee75a65478df91ac1225ff89cd28e9ac7bd1196853a9229b6adb0b", size = 9478381, upload-time = "2025-09-09T08:20:47.982Z" },
{ url = "https://files.pythonhosted.org/packages/82/70/8bf44b933837ba8494ca0fc9a9ab60f1c13b062ad0197f60a56e2fc4c43e/scikit_learn-1.7.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b4d6e9deed1a47aca9fe2f267ab8e8fe82ee20b4526b2c0cd9e135cea10feb44", size = 9300296, upload-time = "2025-09-09T08:20:50.366Z" },
{ url = "https://files.pythonhosted.org/packages/c6/99/ed35197a158f1fdc2fe7c3680e9c70d0128f662e1fee4ed495f4b5e13db0/scikit_learn-1.7.2-cp312-cp312-win_amd64.whl", hash = "sha256:6088aa475f0785e01bcf8529f55280a3d7d298679f50c0bb70a2364a82d0b290", size = 8731256, upload-time = "2025-09-09T08:20:52.627Z" },
{ url = "https://files.pythonhosted.org/packages/ae/93/a3038cb0293037fd335f77f31fe053b89c72f17b1c8908c576c29d953e84/scikit_learn-1.7.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0b7dacaa05e5d76759fb071558a8b5130f4845166d88654a0f9bdf3eb57851b7", size = 9212382, upload-time = "2025-09-09T08:20:54.731Z" },
{ url = "https://files.pythonhosted.org/packages/40/dd/9a88879b0c1104259136146e4742026b52df8540c39fec21a6383f8292c7/scikit_learn-1.7.2-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:abebbd61ad9e1deed54cca45caea8ad5f79e1b93173dece40bb8e0c658dbe6fe", size = 8592042, upload-time = "2025-09-09T08:20:57.313Z" },
{ url = "https://files.pythonhosted.org/packages/46/af/c5e286471b7d10871b811b72ae794ac5fe2989c0a2df07f0ec723030f5f5/scikit_learn-1.7.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:502c18e39849c0ea1a5d681af1dbcf15f6cce601aebb657aabbfe84133c1907f", size = 9434180, upload-time = "2025-09-09T08:20:59.671Z" },
{ url = "https://files.pythonhosted.org/packages/f1/fd/df59faa53312d585023b2da27e866524ffb8faf87a68516c23896c718320/scikit_learn-1.7.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7a4c328a71785382fe3fe676a9ecf2c86189249beff90bf85e22bdb7efaf9ae0", size = 9283660, upload-time = "2025-09-09T08:21:01.71Z" },
{ url = "https://files.pythonhosted.org/packages/a7/c7/03000262759d7b6f38c836ff9d512f438a70d8a8ddae68ee80de72dcfb63/scikit_learn-1.7.2-cp313-cp313-win_amd64.whl", hash = "sha256:63a9afd6f7b229aad94618c01c252ce9e6fa97918c5ca19c9a17a087d819440c", size = 8702057, upload-time = "2025-09-09T08:21:04.234Z" },
{ url = "https://files.pythonhosted.org/packages/55/87/ef5eb1f267084532c8e4aef98a28b6ffe7425acbfd64b5e2f2e066bc29b3/scikit_learn-1.7.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:9acb6c5e867447b4e1390930e3944a005e2cb115922e693c08a323421a6966e8", size = 9558731, upload-time = "2025-09-09T08:21:06.381Z" },
{ url = "https://files.pythonhosted.org/packages/93/f8/6c1e3fc14b10118068d7938878a9f3f4e6d7b74a8ddb1e5bed65159ccda8/scikit_learn-1.7.2-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:2a41e2a0ef45063e654152ec9d8bcfc39f7afce35b08902bfe290c2498a67a6a", size = 9038852, upload-time = "2025-09-09T08:21:08.628Z" },
{ url = "https://files.pythonhosted.org/packages/83/87/066cafc896ee540c34becf95d30375fe5cbe93c3b75a0ee9aa852cd60021/scikit_learn-1.7.2-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:98335fb98509b73385b3ab2bd0639b1f610541d3988ee675c670371d6a87aa7c", size = 9527094, upload-time = "2025-09-09T08:21:11.486Z" },
{ url = "https://files.pythonhosted.org/packages/9c/2b/4903e1ccafa1f6453b1ab78413938c8800633988c838aa0be386cbb33072/scikit_learn-1.7.2-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:191e5550980d45449126e23ed1d5e9e24b2c68329ee1f691a3987476e115e09c", size = 9367436, upload-time = "2025-09-09T08:21:13.602Z" },
{ url = "https://files.pythonhosted.org/packages/b5/aa/8444be3cfb10451617ff9d177b3c190288f4563e6c50ff02728be67ad094/scikit_learn-1.7.2-cp313-cp313t-win_amd64.whl", hash = "sha256:57dc4deb1d3762c75d685507fbd0bc17160144b2f2ba4ccea5dc285ab0d0e973", size = 9275749, upload-time = "2025-09-09T08:21:15.96Z" },
{ url = "https://files.pythonhosted.org/packages/d9/82/dee5acf66837852e8e68df6d8d3a6cb22d3df997b733b032f513d95205b7/scikit_learn-1.7.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fa8f63940e29c82d1e67a45d5297bdebbcb585f5a5a50c4914cc2e852ab77f33", size = 9208906, upload-time = "2025-09-09T08:21:18.557Z" },
{ url = "https://files.pythonhosted.org/packages/3c/30/9029e54e17b87cb7d50d51a5926429c683d5b4c1732f0507a6c3bed9bf65/scikit_learn-1.7.2-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:f95dc55b7902b91331fa4e5845dd5bde0580c9cd9612b1b2791b7e80c3d32615", size = 8627836, upload-time = "2025-09-09T08:21:20.695Z" },
{ url = "https://files.pythonhosted.org/packages/60/18/4a52c635c71b536879f4b971c2cedf32c35ee78f48367885ed8025d1f7ee/scikit_learn-1.7.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9656e4a53e54578ad10a434dc1f993330568cfee176dff07112b8785fb413106", size = 9426236, upload-time = "2025-09-09T08:21:22.645Z" },
{ url = "https://files.pythonhosted.org/packages/99/7e/290362f6ab582128c53445458a5befd471ed1ea37953d5bcf80604619250/scikit_learn-1.7.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:96dc05a854add0e50d3f47a1ef21a10a595016da5b007c7d9cd9d0bffd1fcc61", size = 9312593, upload-time = "2025-09-09T08:21:24.65Z" },
{ url = "https://files.pythonhosted.org/packages/8e/87/24f541b6d62b1794939ae6422f8023703bbf6900378b2b34e0b4384dfefd/scikit_learn-1.7.2-cp314-cp314-win_amd64.whl", hash = "sha256:bb24510ed3f9f61476181e4db51ce801e2ba37541def12dc9333b946fc7a9cf8", size = 8820007, upload-time = "2025-09-09T08:21:26.713Z" },
]
[[package]]
name = "scipy"
version = "1.16.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/4c/3b/546a6f0bfe791bbb7f8d591613454d15097e53f906308ec6f7c1ce588e8e/scipy-1.16.2.tar.gz", hash = "sha256:af029b153d243a80afb6eabe40b0a07f8e35c9adc269c019f364ad747f826a6b", size = 30580599, upload-time = "2025-09-11T17:48:08.271Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b7/8d/6396e00db1282279a4ddd507c5f5e11f606812b608ee58517ce8abbf883f/scipy-1.16.2-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:89d6c100fa5c48472047632e06f0876b3c4931aac1f4291afc81a3644316bb0d", size = 36646259, upload-time = "2025-09-11T17:40:39.329Z" },
{ url = "https://files.pythonhosted.org/packages/3b/93/ea9edd7e193fceb8eef149804491890bde73fb169c896b61aa3e2d1e4e77/scipy-1.16.2-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:ca748936cd579d3f01928b30a17dc474550b01272d8046e3e1ee593f23620371", size = 28888976, upload-time = "2025-09-11T17:40:46.82Z" },
{ url = "https://files.pythonhosted.org/packages/91/4d/281fddc3d80fd738ba86fd3aed9202331180b01e2c78eaae0642f22f7e83/scipy-1.16.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:fac4f8ce2ddb40e2e3d0f7ec36d2a1e7f92559a2471e59aec37bd8d9de01fec0", size = 20879905, upload-time = "2025-09-11T17:40:52.545Z" },
{ url = "https://files.pythonhosted.org/packages/69/40/b33b74c84606fd301b2915f0062e45733c6ff5708d121dd0deaa8871e2d0/scipy-1.16.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:033570f1dcefd79547a88e18bccacff025c8c647a330381064f561d43b821232", size = 23553066, upload-time = "2025-09-11T17:40:59.014Z" },
{ url = "https://files.pythonhosted.org/packages/55/a7/22c739e2f21a42cc8f16bc76b47cff4ed54fbe0962832c589591c2abec34/scipy-1.16.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ea3421209bf00c8a5ef2227de496601087d8f638a2363ee09af059bd70976dc1", size = 33336407, upload-time = "2025-09-11T17:41:06.796Z" },
{ url = "https://files.pythonhosted.org/packages/53/11/a0160990b82999b45874dc60c0c183d3a3a969a563fffc476d5a9995c407/scipy-1.16.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f66bd07ba6f84cd4a380b41d1bf3c59ea488b590a2ff96744845163309ee8e2f", size = 35673281, upload-time = "2025-09-11T17:41:15.055Z" },
{ url = "https://files.pythonhosted.org/packages/96/53/7ef48a4cfcf243c3d0f1643f5887c81f29fdf76911c4e49331828e19fc0a/scipy-1.16.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5e9feab931bd2aea4a23388c962df6468af3d808ddf2d40f94a81c5dc38f32ef", size = 36004222, upload-time = "2025-09-11T17:41:23.868Z" },
{ url = "https://files.pythonhosted.org/packages/49/7f/71a69e0afd460049d41c65c630c919c537815277dfea214031005f474d78/scipy-1.16.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03dfc75e52f72cf23ec2ced468645321407faad8f0fe7b1f5b49264adbc29cb1", size = 38664586, upload-time = "2025-09-11T17:41:31.021Z" },
{ url = "https://files.pythonhosted.org/packages/34/95/20e02ca66fb495a95fba0642fd48e0c390d0ece9b9b14c6e931a60a12dea/scipy-1.16.2-cp312-cp312-win_amd64.whl", hash = "sha256:0ce54e07bbb394b417457409a64fd015be623f36e330ac49306433ffe04bc97e", size = 38550641, upload-time = "2025-09-11T17:41:36.61Z" },
{ url = "https://files.pythonhosted.org/packages/92/ad/13646b9beb0a95528ca46d52b7babafbe115017814a611f2065ee4e61d20/scipy-1.16.2-cp312-cp312-win_arm64.whl", hash = "sha256:2a8ffaa4ac0df81a0b94577b18ee079f13fecdb924df3328fc44a7dc5ac46851", size = 25456070, upload-time = "2025-09-11T17:41:41.3Z" },
{ url = "https://files.pythonhosted.org/packages/c1/27/c5b52f1ee81727a9fc457f5ac1e9bf3d6eab311805ea615c83c27ba06400/scipy-1.16.2-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:84f7bf944b43e20b8a894f5fe593976926744f6c185bacfcbdfbb62736b5cc70", size = 36604856, upload-time = "2025-09-11T17:41:47.695Z" },
{ url = "https://files.pythonhosted.org/packages/32/a9/15c20d08e950b540184caa8ced675ba1128accb0e09c653780ba023a4110/scipy-1.16.2-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5c39026d12edc826a1ef2ad35ad1e6d7f087f934bb868fc43fa3049c8b8508f9", size = 28864626, upload-time = "2025-09-11T17:41:52.642Z" },
{ url = "https://files.pythonhosted.org/packages/4c/fc/ea36098df653cca26062a627c1a94b0de659e97127c8491e18713ca0e3b9/scipy-1.16.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:e52729ffd45b68777c5319560014d6fd251294200625d9d70fd8626516fc49f5", size = 20855689, upload-time = "2025-09-11T17:41:57.886Z" },
{ url = "https://files.pythonhosted.org/packages/dc/6f/d0b53be55727f3e6d7c72687ec18ea6d0047cf95f1f77488b99a2bafaee1/scipy-1.16.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:024dd4a118cccec09ca3209b7e8e614931a6ffb804b2a601839499cb88bdf925", size = 23512151, upload-time = "2025-09-11T17:42:02.303Z" },
{ url = "https://files.pythonhosted.org/packages/11/85/bf7dab56e5c4b1d3d8eef92ca8ede788418ad38a7dc3ff50262f00808760/scipy-1.16.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7a5dc7ee9c33019973a470556081b0fd3c9f4c44019191039f9769183141a4d9", size = 33329824, upload-time = "2025-09-11T17:42:07.549Z" },
{ url = "https://files.pythonhosted.org/packages/da/6a/1a927b14ddc7714111ea51f4e568203b2bb6ed59bdd036d62127c1a360c8/scipy-1.16.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c2275ff105e508942f99d4e3bc56b6ef5e4b3c0af970386ca56b777608ce95b7", size = 35681881, upload-time = "2025-09-11T17:42:13.255Z" },
{ url = "https://files.pythonhosted.org/packages/c1/5f/331148ea5780b4fcc7007a4a6a6ee0a0c1507a796365cc642d4d226e1c3a/scipy-1.16.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:af80196eaa84f033e48444d2e0786ec47d328ba00c71e4299b602235ffef9acb", size = 36006219, upload-time = "2025-09-11T17:42:18.765Z" },
{ url = "https://files.pythonhosted.org/packages/46/3a/e991aa9d2aec723b4a8dcfbfc8365edec5d5e5f9f133888067f1cbb7dfc1/scipy-1.16.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9fb1eb735fe3d6ed1f89918224e3385fbf6f9e23757cacc35f9c78d3b712dd6e", size = 38682147, upload-time = "2025-09-11T17:42:25.177Z" },
{ url = "https://files.pythonhosted.org/packages/a1/57/0f38e396ad19e41b4c5db66130167eef8ee620a49bc7d0512e3bb67e0cab/scipy-1.16.2-cp313-cp313-win_amd64.whl", hash = "sha256:fda714cf45ba43c9d3bae8f2585c777f64e3f89a2e073b668b32ede412d8f52c", size = 38520766, upload-time = "2025-09-11T17:43:25.342Z" },
{ url = "https://files.pythonhosted.org/packages/1b/a5/85d3e867b6822d331e26c862a91375bb7746a0b458db5effa093d34cdb89/scipy-1.16.2-cp313-cp313-win_arm64.whl", hash = "sha256:2f5350da923ccfd0b00e07c3e5cfb316c1c0d6c1d864c07a72d092e9f20db104", size = 25451169, upload-time = "2025-09-11T17:43:30.198Z" },
{ url = "https://files.pythonhosted.org/packages/09/d9/60679189bcebda55992d1a45498de6d080dcaf21ce0c8f24f888117e0c2d/scipy-1.16.2-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:53d8d2ee29b925344c13bda64ab51785f016b1b9617849dac10897f0701b20c1", size = 37012682, upload-time = "2025-09-11T17:42:30.677Z" },
{ url = "https://files.pythonhosted.org/packages/83/be/a99d13ee4d3b7887a96f8c71361b9659ba4ef34da0338f14891e102a127f/scipy-1.16.2-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:9e05e33657efb4c6a9d23bd8300101536abd99c85cca82da0bffff8d8764d08a", size = 29389926, upload-time = "2025-09-11T17:42:35.845Z" },
{ url = "https://files.pythonhosted.org/packages/bf/0a/130164a4881cec6ca8c00faf3b57926f28ed429cd6001a673f83c7c2a579/scipy-1.16.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:7fe65b36036357003b3ef9d37547abeefaa353b237e989c21027b8ed62b12d4f", size = 21381152, upload-time = "2025-09-11T17:42:40.07Z" },
{ url = "https://files.pythonhosted.org/packages/47/a6/503ffb0310ae77fba874e10cddfc4a1280bdcca1d13c3751b8c3c2996cf8/scipy-1.16.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:6406d2ac6d40b861cccf57f49592f9779071655e9f75cd4f977fa0bdd09cb2e4", size = 23914410, upload-time = "2025-09-11T17:42:44.313Z" },
{ url = "https://files.pythonhosted.org/packages/fa/c7/1147774bcea50d00c02600aadaa919facbd8537997a62496270133536ed6/scipy-1.16.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ff4dc42bd321991fbf611c23fc35912d690f731c9914bf3af8f417e64aca0f21", size = 33481880, upload-time = "2025-09-11T17:42:49.325Z" },
{ url = "https://files.pythonhosted.org/packages/6a/74/99d5415e4c3e46b2586f30cdbecb95e101c7192628a484a40dd0d163811a/scipy-1.16.2-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:654324826654d4d9133e10675325708fb954bc84dae6e9ad0a52e75c6b1a01d7", size = 35791425, upload-time = "2025-09-11T17:42:54.711Z" },
{ url = "https://files.pythonhosted.org/packages/1b/ee/a6559de7c1cc710e938c0355d9d4fbcd732dac4d0d131959d1f3b63eb29c/scipy-1.16.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:63870a84cd15c44e65220eaed2dac0e8f8b26bbb991456a033c1d9abfe8a94f8", size = 36178622, upload-time = "2025-09-11T17:43:00.375Z" },
{ url = "https://files.pythonhosted.org/packages/4e/7b/f127a5795d5ba8ece4e0dce7d4a9fb7cb9e4f4757137757d7a69ab7d4f1a/scipy-1.16.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:fa01f0f6a3050fa6a9771a95d5faccc8e2f5a92b4a2e5440a0fa7264a2398472", size = 38783985, upload-time = "2025-09-11T17:43:06.661Z" },
{ url = "https://files.pythonhosted.org/packages/3e/9f/bc81c1d1e033951eb5912cd3750cc005943afa3e65a725d2443a3b3c4347/scipy-1.16.2-cp313-cp313t-win_amd64.whl", hash = "sha256:116296e89fba96f76353a8579820c2512f6e55835d3fad7780fece04367de351", size = 38631367, upload-time = "2025-09-11T17:43:14.44Z" },
{ url = "https://files.pythonhosted.org/packages/d6/5e/2cc7555fd81d01814271412a1d59a289d25f8b63208a0a16c21069d55d3e/scipy-1.16.2-cp313-cp313t-win_arm64.whl", hash = "sha256:98e22834650be81d42982360382b43b17f7ba95e0e6993e2a4f5b9ad9283a94d", size = 25787992, upload-time = "2025-09-11T17:43:19.745Z" },
{ url = "https://files.pythonhosted.org/packages/8b/ac/ad8951250516db71619f0bd3b2eb2448db04b720a003dd98619b78b692c0/scipy-1.16.2-cp314-cp314-macosx_10_14_x86_64.whl", hash = "sha256:567e77755019bb7461513c87f02bb73fb65b11f049aaaa8ca17cfaa5a5c45d77", size = 36595109, upload-time = "2025-09-11T17:43:35.713Z" },
{ url = "https://files.pythonhosted.org/packages/ff/f6/5779049ed119c5b503b0f3dc6d6f3f68eefc3a9190d4ad4c276f854f051b/scipy-1.16.2-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:17d9bb346194e8967296621208fcdfd39b55498ef7d2f376884d5ac47cec1a70", size = 28859110, upload-time = "2025-09-11T17:43:40.814Z" },
{ url = "https://files.pythonhosted.org/packages/82/09/9986e410ae38bf0a0c737ff8189ac81a93b8e42349aac009891c054403d7/scipy-1.16.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:0a17541827a9b78b777d33b623a6dcfe2ef4a25806204d08ead0768f4e529a88", size = 20850110, upload-time = "2025-09-11T17:43:44.981Z" },
{ url = "https://files.pythonhosted.org/packages/0d/ad/485cdef2d9215e2a7df6d61b81d2ac073dfacf6ae24b9ae87274c4e936ae/scipy-1.16.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:d7d4c6ba016ffc0f9568d012f5f1eb77ddd99412aea121e6fa8b4c3b7cbad91f", size = 23497014, upload-time = "2025-09-11T17:43:49.074Z" },
{ url = "https://files.pythonhosted.org/packages/a7/74/f6a852e5d581122b8f0f831f1d1e32fb8987776ed3658e95c377d308ed86/scipy-1.16.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:9702c4c023227785c779cba2e1d6f7635dbb5b2e0936cdd3a4ecb98d78fd41eb", size = 33401155, upload-time = "2025-09-11T17:43:54.661Z" },
{ url = "https://files.pythonhosted.org/packages/d9/f5/61d243bbc7c6e5e4e13dde9887e84a5cbe9e0f75fd09843044af1590844e/scipy-1.16.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d1cdf0ac28948d225decdefcc45ad7dd91716c29ab56ef32f8e0d50657dffcc7", size = 35691174, upload-time = "2025-09-11T17:44:00.101Z" },
{ url = "https://files.pythonhosted.org/packages/03/99/59933956331f8cc57e406cdb7a483906c74706b156998f322913e789c7e1/scipy-1.16.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:70327d6aa572a17c2941cdfb20673f82e536e91850a2e4cb0c5b858b690e1548", size = 36070752, upload-time = "2025-09-11T17:44:05.619Z" },
{ url = "https://files.pythonhosted.org/packages/c6/7d/00f825cfb47ee19ef74ecf01244b43e95eae74e7e0ff796026ea7cd98456/scipy-1.16.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5221c0b2a4b58aa7c4ed0387d360fd90ee9086d383bb34d9f2789fafddc8a936", size = 38701010, upload-time = "2025-09-11T17:44:11.322Z" },
{ url = "https://files.pythonhosted.org/packages/e4/9f/b62587029980378304ba5a8563d376c96f40b1e133daacee76efdcae32de/scipy-1.16.2-cp314-cp314-win_amd64.whl", hash = "sha256:f5a85d7b2b708025af08f060a496dd261055b617d776fc05a1a1cc69e09fe9ff", size = 39360061, upload-time = "2025-09-11T17:45:09.814Z" },
{ url = "https://files.pythonhosted.org/packages/82/04/7a2f1609921352c7fbee0815811b5050582f67f19983096c4769867ca45f/scipy-1.16.2-cp314-cp314-win_arm64.whl", hash = "sha256:2cc73a33305b4b24556957d5857d6253ce1e2dcd67fa0ff46d87d1670b3e1e1d", size = 26126914, upload-time = "2025-09-11T17:45:14.73Z" },
{ url = "https://files.pythonhosted.org/packages/51/b9/60929ce350c16b221928725d2d1d7f86cf96b8bc07415547057d1196dc92/scipy-1.16.2-cp314-cp314t-macosx_10_14_x86_64.whl", hash = "sha256:9ea2a3fed83065d77367775d689401a703d0f697420719ee10c0780bcab594d8", size = 37013193, upload-time = "2025-09-11T17:44:16.757Z" },
{ url = "https://files.pythonhosted.org/packages/2a/41/ed80e67782d4bc5fc85a966bc356c601afddd175856ba7c7bb6d9490607e/scipy-1.16.2-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7280d926f11ca945c3ef92ba960fa924e1465f8d07ce3a9923080363390624c4", size = 29390172, upload-time = "2025-09-11T17:44:21.783Z" },
{ url = "https://files.pythonhosted.org/packages/c4/a3/2f673ace4090452696ccded5f5f8efffb353b8f3628f823a110e0170b605/scipy-1.16.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:8afae1756f6a1fe04636407ef7dbece33d826a5d462b74f3d0eb82deabefd831", size = 21381326, upload-time = "2025-09-11T17:44:25.982Z" },
{ url = "https://files.pythonhosted.org/packages/42/bf/59df61c5d51395066c35836b78136accf506197617c8662e60ea209881e1/scipy-1.16.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:5c66511f29aa8d233388e7416a3f20d5cae7a2744d5cee2ecd38c081f4e861b3", size = 23915036, upload-time = "2025-09-11T17:44:30.527Z" },
{ url = "https://files.pythonhosted.org/packages/91/c3/edc7b300dc16847ad3672f1a6f3f7c5d13522b21b84b81c265f4f2760d4a/scipy-1.16.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:efe6305aeaa0e96b0ccca5ff647a43737d9a092064a3894e46c414db84bc54ac", size = 33484341, upload-time = "2025-09-11T17:44:35.981Z" },
{ url = "https://files.pythonhosted.org/packages/26/c7/24d1524e72f06ff141e8d04b833c20db3021020563272ccb1b83860082a9/scipy-1.16.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7f3a337d9ae06a1e8d655ee9d8ecb835ea5ddcdcbd8d23012afa055ab014f374", size = 35790840, upload-time = "2025-09-11T17:44:41.76Z" },
{ url = "https://files.pythonhosted.org/packages/aa/b7/5aaad984eeedd56858dc33d75efa59e8ce798d918e1033ef62d2708f2c3d/scipy-1.16.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bab3605795d269067d8ce78a910220262711b753de8913d3deeaedb5dded3bb6", size = 36174716, upload-time = "2025-09-11T17:44:47.316Z" },
{ url = "https://files.pythonhosted.org/packages/fd/c2/e276a237acb09824822b0ada11b028ed4067fdc367a946730979feacb870/scipy-1.16.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b0348d8ddb55be2a844c518cd8cc8deeeb8aeba707cf834db5758fc89b476a2c", size = 38790088, upload-time = "2025-09-11T17:44:53.011Z" },
{ url = "https://files.pythonhosted.org/packages/c6/b4/5c18a766e8353015439f3780f5fc473f36f9762edc1a2e45da3ff5a31b21/scipy-1.16.2-cp314-cp314t-win_amd64.whl", hash = "sha256:26284797e38b8a75e14ea6631d29bda11e76ceaa6ddb6fdebbfe4c4d90faf2f9", size = 39457455, upload-time = "2025-09-11T17:44:58.899Z" },
{ url = "https://files.pythonhosted.org/packages/97/30/2f9a5243008f76dfc5dee9a53dfb939d9b31e16ce4bd4f2e628bfc5d89d2/scipy-1.16.2-cp314-cp314t-win_arm64.whl", hash = "sha256:d2a4472c231328d4de38d5f1f68fdd6d28a615138f842580a8a321b5845cf779", size = 26448374, upload-time = "2025-09-11T17:45:03.45Z" },
]
[[package]]
name = "six"
version = "1.17.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" },
]
[[package]]
name = "threadpoolctl"
version = "3.6.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/b7/4d/08c89e34946fce2aec4fbb45c9016efd5f4d7f24af8e5d93296e935631d8/threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e", size = 21274, upload-time = "2025-03-13T13:49:23.031Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/32/d5/f9a850d79b0851d1d4ef6456097579a9005b31fea68726a4ae5f2d82ddd9/threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb", size = 18638, upload-time = "2025-03-13T13:49:21.846Z" },
]
[[package]]
name = "tzdata"
version = "2025.2"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/95/32/1a225d6164441be760d75c2c42e2780dc0873fe382da3e98a2e1e48361e5/tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9", size = 196380, upload-time = "2025-03-23T13:54:43.652Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" },
]