working FastAPI in docker

Dockerfile

@@ -0,0 +1,22 @@
+FROM python:3.12-slim
+
+ENV PYTHONDONTWRITEBYTECODE=1 \
+    PYTHONUNBUFFERED=1 \
+    POETRY_VIRTUALENVS_CREATE=false \
+    POETRY_NO_INTERACTION=1 \
+    POETRY_REQUESTS_TIMEOUT=120 \
+    POETRY_INSTALLER_MAX_WORKERS=4
+
+WORKDIR /app
+
+RUN pip install --no-cache-dir poetry
+
+# Dependencies first, for layer caching
+COPY pyproject.toml poetry.lock ./
+RUN --mount=type=cache,target=/root/.cache/pypoetry \
+    poetry install --only main --no-root --no-ansi
+
+COPY . .
+
+EXPOSE 8000
+CMD ["uvicorn", "museum_analytics.museum_api:app", "--host", "0.0.0.0", "--port", "8000"]

README.md

@@ -15,3 +15,16 @@ This project uses environment variables to secure sensitive information. Follow
    WIKIPEDIA_USER_AGENT="MuseumAnalytics/0.1 (your_email_address)"
    ```
 ⚠️ **Important:** Never commit your `.env` file to Git. It is already added to `.gitignore` to protect your secrets.
+
+## Installation
+
+1. **Make sure docker is installed: see https://docs.docker.com/get-started/get-docker/ for instructions.**
+2. **Clone the repo**
+   ```Bash
+   git clone https://git.hanspayer.com/hpayer/museum_analytics.git
+   ```
+3. Build and start the museum analytics server with docker:
+   ```Bash
+   cd ./museum_analytics
+   docker build --network=host --no-cache -t museum-analytics-server .
+   ```

museum_analytics/.env.example

@@ -1 +1 @@
-WIKIPEDIA_USER_AGENT="MuseumAnalytics/0.1 (your_email_address)" # johndoe@gmail.com
+WIKIPEDIA_USER_AGENT="MuseumAnalytics/0.1 (your_email_address@domain)" # johndoe@gmail.com

museum_analytics/constants.py

@@ -1,6 +1,11 @@
+from pathlib import Path
+
+# Resolve data files relative to this package, independent of the working directory
+DATA_DIR = Path(__file__).resolve().parent / "data"
+
 DEFAULT_MUSEUM_DATA_SOURCE_URL = "https://en.wikipedia.org/wiki/List_of_most_visited_museums"
 WIKIPEDIA_REST_API_URL_PREFIX = "https://en.wikipedia.org/api/rest_v1/page/html"
 
 # csv file downloaded from https://simplemaps.com/data/world-cities
-RAW_POPULATION_DATA_FILE = "data/worldcities.csv"
+RAW_POPULATION_DATA_FILE = DATA_DIR / "worldcities.csv"
-MUSEUM_DATA_FILE = "data/updated_museum_data.csv"
+MUSEUM_DATA_FILE = DATA_DIR / "updated_museum_data.csv"

museum_analytics/museum_api.py

@@ -1,27 +1,37 @@
 """
 Museum visitors vs. city population: regression model + FastAPI service.
 
-Usage, with a DataFrame you already have in memory:
+Run locally (from the repo root):
 
-    from museum_api import create_app
+    uvicorn museum_analytics.museum_api:app --reload
+
+or run this file directly (e.g. from the IDE):
+
+    python museum_analytics/museum_api.py
+
+Or with a DataFrame you already have in memory:
+
+    from museum_analytics.museum_api import create_app
     import uvicorn
     uvicorn.run(create_app(df), port=8000)
 
-Or from a file:
-
-    MUSEUM_DATA=museums.csv uvicorn museum_api:app --reload
-
 Expected columns: Name, Visitors, City, Country, Population
 """
 from __future__ import annotations
 
 import os
+import sys
+from pathlib import Path
+
+if __package__ in (None, ""):
+    # Started as a script (python museum_api.py): put the repo root on the
+    # path so the `museum_analytics` package imports below resolve.
+    sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
 from dataclasses import dataclass, field
 from typing import Literal
 import numpy as np
 import pandas as pd
-import data_setup
+from museum_analytics import constants, data_setup
-import constants
 from fastapi import FastAPI, HTTPException, Query
 from pydantic import BaseModel, Field
 from sklearn.linear_model import LinearRegression
@@ -268,21 +278,19 @@ def create_app(
 
 
 def _load_data() -> pd.DataFrame | None:
-    relative_path = constants.MUSEUM_DATA_FILE
+    path = constants.MUSEUM_DATA_FILE
 
-    absolute_path = os.path.abspath(relative_path)
+    if not path.exists():
-
-    if not os.path.exists(absolute_path):
         print("Fetching and conforming museum data and city population...")
         museum_data = data_setup.get_museum_data()
-        museum_data.to_csv(absolute_path)
+        museum_data.to_csv(path)
     else:
-        museum_data = pd.read_csv(absolute_path)
+        museum_data = pd.read_csv(path)
 
     return museum_data
 
 
-# Module-level app so `uvicorn museum_api:app` works.
+# Module-level app so `uvicorn museum_analytics.museum_api:app` works.
 app = create_app(
     _load_data(),
     scale=os.environ.get("MUSEUM_SCALE", "log"),  # type: ignore[arg-type]
@@ -292,4 +300,8 @@ app = create_app(
 
 if __name__ == "__main__":
     import uvicorn
-    uvicorn.run(app, host="0.0.0.0", port=8000)
+    uvicorn.run(
+        app,
+        host=os.environ.get("HOST", "127.0.0.1"),
+        port=int(os.environ.get("PORT", "8000")),
+    )

museum_analytics/museum_regression.ipynb

@@ -0,0 +1,313 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0af7e8f5",
+   "metadata": {},
+   "source": [
+    "# Museum visitors vs. city population\n",
+    "\n",
+    "This notebook talks to the `museum_api` FastAPI server over HTTP: it starts the server (or uses one you already run), sends it the data, and plots the regression it returns.\n",
+    "\n",
+    "**Setup:** put `museum_api.py` next to this notebook, then `pip install scikit-learn pandas fastapi uvicorn requests matplotlib`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "id": "4c50f329",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2026-10-07T21:11:58.303386100Z",
+     "start_time": "2026-10-07T21:11:57.570566Z"
+    }
+   },
+   "source": [
+    "import threading, time\n",
+    "import requests\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.ticker import FuncFormatter\n",
+    "\n",
+    "API = \"http://127.0.0.1:8000\"   # change if your server runs elsewhere"
+   ],
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'matplotlib'",
+     "output_type": "error",
+     "traceback": [
+      "\u001B[31m---------------------------------------------------------------------------\u001B[39m",
+      "\u001B[31mModuleNotFoundError\u001B[39m                       Traceback (most recent call last)",
+      "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[1]\u001B[39m\u001B[32m, line 5\u001B[39m\n\u001B[32m      1\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m threading, time\n\u001B[32m      2\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m requests\n\u001B[32m      3\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m numpy \u001B[38;5;28;01mas\u001B[39;00m np\n\u001B[32m      4\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m pandas \u001B[38;5;28;01mas\u001B[39;00m pd\n\u001B[32m----> \u001B[39m\u001B[32m5\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m matplotlib.pyplot \u001B[38;5;28;01mas\u001B[39;00m plt\n\u001B[32m      6\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m matplotlib.ticker \u001B[38;5;28;01mimport\u001B[39;00m FuncFormatter\n\u001B[32m      7\u001B[39m \n\u001B[32m      8\u001B[39m API = \u001B[33m\"http://127.0.0.1:8000\"\u001B[39m   \u001B[38;5;66;03m# change if your server runs elsewhere\u001B[39;00m\n",
+      "\u001B[31mModuleNotFoundError\u001B[39m: No module named 'matplotlib'"
+     ]
+    }
+   ],
+   "execution_count": 1
+  },
+  {
+   "cell_type": "markdown",
+   "id": "69524967",
+   "metadata": {},
+   "source": [
+    "## 1. Start the server\n",
+    "\n",
+    "If a server is already answering at `API` (e.g. you started it with `uvicorn museum_api:app` in a terminal), this cell just uses it. Otherwise it launches one in a background thread inside this kernel. Restart the kernel to stop it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b9d41502",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'API' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001B[31m---------------------------------------------------------------------------\u001B[39m",
+      "\u001B[31mNameError\u001B[39m                                 Traceback (most recent call last)",
+      "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[2]\u001B[39m\u001B[32m, line 7\u001B[39m\n\u001B[32m      3\u001B[39m         \u001B[38;5;28;01mreturn\u001B[39;00m requests.get(f\"{API}/health\", timeout=\u001B[32m1\u001B[39m).ok\n\u001B[32m      4\u001B[39m     \u001B[38;5;28;01mexcept\u001B[39;00m requests.ConnectionError:\n\u001B[32m      5\u001B[39m         \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;01mFalse\u001B[39;00m\n\u001B[32m      6\u001B[39m \n\u001B[32m----> \u001B[39m\u001B[32m7\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28;01mnot\u001B[39;00m server_up():\n\u001B[32m      8\u001B[39m     \u001B[38;5;28;01mimport\u001B[39;00m uvicorn\n\u001B[32m      9\u001B[39m     \u001B[38;5;28;01mfrom\u001B[39;00m museum_api \u001B[38;5;28;01mimport\u001B[39;00m create_app\n\u001B[32m     10\u001B[39m     server = uvicorn.Server(uvicorn.Config(create_app(), host=\u001B[33m\"127.0.0.1\"\u001B[39m, port=\u001B[32m8000\u001B[39m, log_level=\u001B[33m\"warning\"\u001B[39m))\n",
+      "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[2]\u001B[39m\u001B[32m, line 4\u001B[39m, in \u001B[36mserver_up\u001B[39m\u001B[34m()\u001B[39m\n\u001B[32m      1\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m server_up():\n\u001B[32m      2\u001B[39m     \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[32m      3\u001B[39m         \u001B[38;5;28;01mreturn\u001B[39;00m requests.get(f\"{API}/health\", timeout=\u001B[32m1\u001B[39m).ok\n\u001B[32m----> \u001B[39m\u001B[32m4\u001B[39m     \u001B[38;5;28;01mexcept\u001B[39;00m requests.ConnectionError:\n\u001B[32m      5\u001B[39m         \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;01mFalse\u001B[39;00m\n",
+      "\u001B[31mNameError\u001B[39m: name 'API' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "def server_up():\n",
+    "    try:\n",
+    "        return requests.get(f\"{API}/health\", timeout=1).ok\n",
+    "    except requests.ConnectionError:\n",
+    "        return False\n",
+    "\n",
+    "if not server_up():\n",
+    "    import uvicorn\n",
+    "    from museum_api import create_app\n",
+    "    server = uvicorn.Server(uvicorn.Config(create_app(), host=\"127.0.0.1\", port=8000, log_level=\"warning\"))\n",
+    "    threading.Thread(target=server.run, daemon=True).start()\n",
+    "    for _ in range(50):\n",
+    "        if server_up(): break\n",
+    "        time.sleep(0.1)\n",
+    "\n",
+    "requests.get(f\"{API}/health\").json()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "742501f7",
+   "metadata": {},
+   "source": [
+    "## 2. Load your data\n",
+    "\n",
+    "Replace this with however you build your DataFrame. It needs the columns `Name, Visitors, City, Country, Population`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb58b0f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(\"museums.csv\")\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "362d6127",
+   "metadata": {},
+   "source": [
+    "## 3. Train the model through the API\n",
+    "\n",
+    "`scale=\"log\"` fits log(visitors) ~ log(population). Set `aggregate_by_city=True` to count each city once instead of once per museum."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ab229859",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def train(df, scale=\"log\", aggregate_by_city=False):\n",
+    "    records = df[[\"Name\", \"Visitors\", \"City\", \"Country\", \"Population\"]].dropna().to_dict(\"records\")\n",
+    "    r = requests.post(f\"{API}/train\", json={\"records\": records, \"scale\": scale,\n",
+    "                                            \"aggregate_by_city\": aggregate_by_city})\n",
+    "    r.raise_for_status()\n",
+    "    return r.json()\n",
+    "\n",
+    "summary = train(df, scale=\"log\")\n",
+    "pd.Series(summary).to_frame(\"value\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f655bbcf",
+   "metadata": {},
+   "source": [
+    "## 4. Plot the regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1a23269f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BLUE, ORANGE, INK, MUTED = \"#2a78d6\", \"#eb6834\", \"#0b0b0b\", \"#52514e\"\n",
+    "plt.rcParams.update({\"axes.spines.top\": False, \"axes.spines.right\": False,\n",
+    "                     \"axes.edgecolor\": MUTED, \"axes.labelcolor\": INK,\n",
+    "                     \"xtick.color\": MUTED, \"ytick.color\": MUTED,\n",
+    "                     \"axes.grid\": True, \"axes.axisbelow\": True, \"grid.color\": \"#e6e5e0\", \"grid.linewidth\": 0.8,\n",
+    "                     \"figure.dpi\": 110})\n",
+    "\n",
+    "def human(x, _=None):\n",
+    "    for div, suf in ((1e9, \"B\"), (1e6, \"M\"), (1e3, \"K\")):\n",
+    "        if abs(x) >= div: return f\"{x/div:g}{suf}\"\n",
+    "    return f\"{x:g}\"\n",
+    "\n",
+    "points = pd.DataFrame(requests.get(f\"{API}/data\").json())\n",
+    "\n",
+    "# Fitted curve: ask the API to predict across the population range\n",
+    "grid = np.geomspace(points.Population.min(), points.Population.max(), 100)\n",
+    "curve = pd.DataFrame(requests.post(f\"{API}/predict\", json={\"populations\": grid.tolist()}).json())\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(9, 6))\n",
+    "ax.scatter(points.Population, points.Visitors, s=40, color=BLUE, alpha=0.75,\n",
+    "           edgecolor=\"white\", linewidth=1, label=\"Museums\", zorder=3)\n",
+    "ax.plot(curve.population, curve.predicted_visitors, color=ORANGE, lw=2,\n",
+    "        label=f\"Fit: {summary['equation']}\", zorder=4)\n",
+    "\n",
+    "# Label the 5 biggest outliers (furthest from the line on the log scale)\n",
+    "points[\"logres\"] = np.log10(points.Visitors / points.Predicted)\n",
+    "for _, r in points.reindex(points.logres.abs().sort_values(ascending=False).index).head(5).iterrows():\n",
+    "    ax.annotate(r.Name, (r.Population, r.Visitors), xytext=(6, 4),\n",
+    "                textcoords=\"offset points\", fontsize=8, color=MUTED)\n",
+    "\n",
+    "if summary[\"scale\"] == \"log\":\n",
+    "    ax.set_xscale(\"log\"); ax.set_yscale(\"log\")\n",
+    "ax.xaxis.set_major_formatter(FuncFormatter(human))\n",
+    "ax.yaxis.set_major_formatter(FuncFormatter(human))\n",
+    "ax.set_xlabel(\"City population\"); ax.set_ylabel(\"Annual visitors\")\n",
+    "cv = summary[\"cv_r2_5fold\"]\n",
+    "ax.set_title(f\"Visitors vs. city population   R² = {summary['r2']:.2f}\"\n",
+    "             + (f\"   (cross-validated {cv:.2f})\" if cv is not None else \"\"),\n",
+    "             loc=\"left\", fontsize=12, color=INK)\n",
+    "ax.legend(frameon=False, loc=\"upper left\")\n",
+    "plt.tight_layout(); plt.show()\n",
+    "\n",
+    "print(summary[\"interpretation\"])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a4eafc4a",
+   "metadata": {},
+   "source": [
+    "## 5. Which museums beat (or miss) their city's size?\n",
+    "\n",
+    "Ratio = actual ÷ predicted visitors. Above 1× means the museum draws more than its city's size alone would suggest."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a823747",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "N = 8\n",
+    "over  = pd.DataFrame(requests.get(f\"{API}/residuals\", params={\"top\": N, \"order\": \"over\"}).json())\n",
+    "under = pd.DataFrame(requests.get(f\"{API}/residuals\", params={\"top\": N, \"order\": \"under\"}).json())\n",
+    "res = pd.concat([over, under.iloc[::-1]]).drop_duplicates(\"Name\").iloc[::-1]\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(9, 0.35 * len(res) + 1))\n",
+    "colors = [BLUE if r >= 1 else ORANGE for r in res.Ratio]\n",
+    "ax.barh(res.Name + \" (\" + res.City + \")\", np.log10(res.Ratio), color=colors, height=0.7)\n",
+    "ax.axvline(0, color=MUTED, lw=1)\n",
+    "ticks = np.array([0.1, 0.2, 0.5, 1, 2, 5, 10])\n",
+    "ticks = ticks[(np.log10(ticks) >= np.log10(res.Ratio).min() - 0.1) &\n",
+    "              (np.log10(ticks) <= np.log10(res.Ratio).max() + 0.1)]\n",
+    "ax.set_xticks(np.log10(ticks), [f\"{t:g}×\" for t in ticks])\n",
+    "ax.set_xlabel(\"Actual ÷ predicted visitors (log scale)\")\n",
+    "ax.set_title(\"Over-performers (blue) and under-performers (orange)\", loc=\"left\", fontsize=12, color=INK)\n",
+    "ax.grid(axis=\"y\", visible=False)\n",
+    "plt.tight_layout(); plt.show()\n",
+    "\n",
+    "res[[\"Name\", \"City\", \"Country\", \"Population\", \"Visitors\", \"Predicted\", \"Ratio\"]].round(2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce7a12d7",
+   "metadata": {},
+   "source": [
+    "## 6. Compare model variants\n",
+    "\n",
+    "Retrains the server with each setting and collects the fit statistics. The last setting tried stays loaded, so the final call re-trains the default."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9adca34e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rows = []\n",
+    "for scale in (\"linear\", \"log\"):\n",
+    "    for agg in (False, True):\n",
+    "        s = train(df, scale=scale, aggregate_by_city=agg)\n",
+    "        rows.append({k: s[k] for k in (\"scale\", \"aggregate_by_city\", \"n_samples\",\n",
+    "                                       \"r2\", \"cv_r2_5fold\", \"pearson_r\", \"spearman_rho\")})\n",
+    "train(df, scale=\"log\")   # restore the default model\n",
+    "pd.DataFrame(rows).round(3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1c0bcd2f",
+   "metadata": {},
+   "source": [
+    "## 7. Predict for any city"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ff399ee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cities = {\"Montréal\": 1_780_000, \"Lyon\": 520_000, \"Tokyo\": 14_000_000}\n",
+    "pred = requests.post(f\"{API}/predict\", json={\"populations\": list(cities.values())}).json()\n",
+    "pd.DataFrame(pred, index=cities.keys()).round(0)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

poetry.lock

@@ -30,7 +30,7 @@ version = "4.15.1"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "anyio-4.15.1-py3-none-any.whl", hash = "sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101"},
     {file = "anyio-4.15.1.tar.gz", hash = "sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94"},
@@ -49,7 +49,7 @@ version = "1.0.0"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-1.0.0-py3-none-any.whl", hash = "sha256:6fe0c04218aab65c54c4ff81638cdbf848d89f5653b74d68638a137f200dd16e"},
@@ -62,7 +62,7 @@ version = "25.1.0"
 description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
     {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
@@ -77,7 +77,7 @@ version = "26.1.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "argon2_cffi_bindings-26.1.0-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:21ca0396fe5ec995dd54431c32698189666f9224810acfa752e50d2bd94d9df2"},
     {file = "argon2_cffi_bindings-26.1.0-cp310-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:78de2d65e0b9ea7ce9d1b1c3e87297b2d7305a02c266ee2a2d6910daddd7ee69"},
@@ -134,7 +134,7 @@ version = "1.4.0"
 description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205"},
     {file = "arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7"},
@@ -154,7 +154,7 @@ version = "3.0.2"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "asttokens-3.0.2-py3-none-any.whl", hash = "sha256:9da13157f5b28becde0bd374fc677dcd3c290614264eff096f167c469cd9f933"},
     {file = "asttokens-3.0.2.tar.gz", hash = "sha256:3ecdbd8f2cc195f53ccada3a613538bb5f9ef6f6869129f13e03c30a677b8fe2"},
@@ -170,7 +170,7 @@ version = "2.3.0"
 description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "async_lru-2.3.0-py3-none-any.whl", hash = "sha256:eea27b01841909316f2cc739807acea1c623df2be8c5cfad7583286397bb8315"},
     {file = "async_lru-2.3.0.tar.gz", hash = "sha256:89bdb258a0140d7313cf8f4031d816a042202faa61d0ab310a0a538baa1c24b6"},
@@ -182,7 +182,7 @@ version = "26.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309"},
     {file = "attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32"},
@@ -194,7 +194,7 @@ version = "2.18.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35"},
     {file = "babel-2.18.0.tar.gz", hash = "sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d"},
@@ -209,7 +209,7 @@ version = "4.15.0"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9"},
     {file = "beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7"},
@@ -232,7 +232,7 @@ version = "6.4.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "bleach-6.4.0-py3-none-any.whl", hash = "sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081"},
     {file = "bleach-6.4.0.tar.gz", hash = "sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452"},
@@ -251,7 +251,7 @@ version = "2026.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775"},
     {file = "certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55"},
@@ -263,7 +263,7 @@ version = "2.1.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "cffi-2.1.1-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:baed1e86cc735622097354b9d1281406caf42ff42a886d29faa8e8d1630333be"},
     {file = "cffi-2.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ca82be1a1d406ecfe1d25dc16cb33488e5a16bf4438c9fb590484ea29d92478b"},
@@ -376,7 +376,7 @@ version = "3.5.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "charset_normalizer-3.5.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:195c26fb65950f8fce54e26349852b7bdd7c5f120aeefbcc440b8a20faaed4a3"},
     {file = "charset_normalizer-3.5.2-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9373ad13ef0d2c0fb761e04e55bfdee5a08b52cef2c882c8fbe9935b1517152e"},
@@ -582,7 +582,7 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main"]
+groups = ["dev"]
 markers = "sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
@@ -595,7 +595,7 @@ version = "0.2.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "comm-0.2.3-py3-none-any.whl", hash = "sha256:c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417"},
     {file = "comm-0.2.3.tar.gz", hash = "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971"},
@@ -610,7 +610,7 @@ version = "1.4.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.12"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "contourpy-1.4.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:186ba929df36d61b6127da2e89cd1357e4cb79aca647381ab1a6feb0b152877b"},
     {file = "contourpy-1.4.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c76f3a5318164db7d9401132fc1b5364b784c613c93fa506e3b5e6d1bf353ec8"},
@@ -700,7 +700,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -716,7 +716,7 @@ version = "1.8.22"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "debugpy-1.8.22-cp310-cp310-macosx_15_0_x86_64.whl", hash = "sha256:fa47099176d1d612bef69e9f74658a5687a9f05bd80fb5710f99959bace85735"},
     {file = "debugpy-1.8.22-cp310-cp310-manylinux_2_34_x86_64.whl", hash = "sha256:7bf29e0d8ce80b100d37fb333e1b193b790d962739f3067796c2b03ffdc9afee"},
@@ -756,7 +756,7 @@ version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -768,7 +768,7 @@ version = "2.2.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017"},
     {file = "executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4"},
@@ -809,7 +809,7 @@ version = "2.22.2"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "fastjsonschema-2.22.2-py3-none-any.whl", hash = "sha256:0fb3915616adac85ccfdd737d26be1089845d2019819505b42d39888458f74d4"},
     {file = "fastjsonschema-2.22.2.tar.gz", hash = "sha256:72064e12356a7d6ef02165be2946b9abadbdf238536e07eb587e3dbaa33099cf"},
@@ -824,7 +824,7 @@ version = "4.66.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "fonttools-4.66.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d4f76868aea9cc4ce47fdbeaa904c02ee7d85dd0ad095071ae77f0bda6e62cf5"},
     {file = "fonttools-4.66.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:34378db9a398b59de18cc79d942f0a907c6fc6301945e065ec888202f607aa3f"},
@@ -905,7 +905,7 @@ version = "1.6.0"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern browsers"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,<4,>=2.7"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "fqdn-1.6.0-py3-none-any.whl", hash = "sha256:6c793c312ccfa29981e1135b3ef5e1277ebe639731a6b0f7350d90e96e63f0b4"},
     {file = "fqdn-1.6.0.tar.gz", hash = "sha256:e39bf62e2a9481aa2cb780554fdfd944dd8ee5f230eb831684d539cbafed8de2"},
@@ -920,7 +920,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -954,7 +954,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -976,7 +976,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1001,7 +1001,7 @@ version = "3.20"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "idna-3.20-py3-none-any.whl", hash = "sha256:ab7ae7122974553370f0bdb919e1a960b2cd1bc1ef0276416d896db81c14582c"},
     {file = "idna-3.20.tar.gz", hash = "sha256:a7db850025b95ded1eae8a46181a1a6c56c92c96f0e2b005d9ff8dc0210cab44"},
@@ -1016,7 +1016,7 @@ version = "7.4.0"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "ipykernel-7.4.0-py3-none-any.whl", hash = "sha256:a6757f790ddc5a6006b813d82da1a9dbb65b3a00f2b6607df776418c6566ec1c"},
     {file = "ipykernel-7.4.0.tar.gz", hash = "sha256:4330114d22b9b33575b2c7c68753fc8faabbbcfbc60b0cdff9f14dd4ce63742f"},
@@ -1042,7 +1042,7 @@ version = "9.17.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "ipython-9.17.1-py3-none-any.whl", hash = "sha256:6d1645743cfd1a07eb695d85aa2b5fa66721f8cbae9431d4049f7084bbf06509"},
     {file = "ipython-9.17.1.tar.gz", hash = "sha256:8919be8c27f20a6f4423145028063f6637b42a03ce57665bb12015ee1f073529"},
@@ -1074,7 +1074,7 @@ version = "1.1.1"
 description = "Defines a variety of Pygments lexers for highlighting IPython code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
     {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
@@ -1089,7 +1089,7 @@ version = "20.11.0"
 description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -1104,7 +1104,7 @@ version = "0.20.0"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jedi-0.20.0-py2.py3-none-any.whl", hash = "sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67"},
     {file = "jedi-0.20.0.tar.gz", hash = "sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011"},
@@ -1123,7 +1123,7 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -1160,7 +1160,7 @@ version = "0.15.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "json5-0.15.0-py3-none-any.whl", hash = "sha256:56636a30c0e8a4665fe2179c0212f32eae3796dea89ea6f649b9436ecdb39618"},
     {file = "json5-0.15.0.tar.gz", hash = "sha256:7424d1f1eb1d56da6e3d70643f53619862b4ce81440bdb8ecfd6f875e5ba4a71"},
@@ -1172,7 +1172,7 @@ version = "3.2.0"
 description = "Identify specific nodes in a JSON document (RFC 6901) "
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jsonpointer-3.2.0-py3-none-any.whl", hash = "sha256:3e25c9bcadf5ae20c3420922234eaba1ae36ab9bef64cd72454aeaceb0b29aad"},
     {file = "jsonpointer-3.2.0.tar.gz", hash = "sha256:807db557622fbe07a0d49e19cf4795a269d55eee5ba345fb9959d148eba5ef94"},
@@ -1184,7 +1184,7 @@ version = "4.26.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jsonschema-4.26.0-py3-none-any.whl", hash = "sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce"},
     {file = "jsonschema-4.26.0.tar.gz", hash = "sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326"},
@@ -1215,7 +1215,7 @@ version = "2025.9.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
     {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
@@ -1230,7 +1230,7 @@ version = "1.2.3"
 description = "JupyterLab build tools"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_builder-1.2.3-py3-none-any.whl", hash = "sha256:c5ea5a7190c2a7b082494abade98eece1b2b5bd5dbd7d610606cbcd10a1d08b3"},
     {file = "jupyter_builder-1.2.3.tar.gz", hash = "sha256:01aba6794eb9b19e0e29ae21137ca60ba4135c70347d4b9f664a586822b8c809"},
@@ -1250,7 +1250,7 @@ version = "8.10.0"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_client-8.10.0-py3-none-any.whl", hash = "sha256:5f73f24f22fa25192cfff6b23c051932a2473a797b05734aff495b392103e14e"},
     {file = "jupyter_client-8.10.0.tar.gz", hash = "sha256:9f7116294dca55f1785be880057d44544db9b1567718d92cb33c58886afb9497"},
@@ -1275,7 +1275,7 @@ version = "5.9.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407"},
     {file = "jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508"},
@@ -1295,7 +1295,7 @@ version = "0.12.1"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_events-0.12.1-py3-none-any.whl", hash = "sha256:c366585253f537a627da52fa7ca7410c5b5301fe893f511e7b077c2d93ec8bcf"},
     {file = "jupyter_events-0.12.1.tar.gz", hash = "sha256:faff25f77218335752f35f23c5fe6e4a392a7bd99a5939ccb9b8fbf594636cf3"},
@@ -1322,7 +1322,7 @@ version = "2.3.1"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_lsp-2.3.1-py3-none-any.whl", hash = "sha256:71b954d834e85ff3096400554f2eefaf7fe37053036f9a782b0f7c5e42dadb81"},
     {file = "jupyter_lsp-2.3.1.tar.gz", hash = "sha256:fdf8a4aa7d85813976d6e29e95e6a2c8f752701f926f2715305249a3829805a6"},
@@ -1337,7 +1337,7 @@ version = "2.21.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_server-2.21.1-py3-none-any.whl", hash = "sha256:2a6467606af7dbae2e7e31640030025969e15db6a649eae334af90415dc71dca"},
     {file = "jupyter_server-2.21.1.tar.gz", hash = "sha256:a8960aa29263f6041283e97d4756b099fb49b767baab6371891ecb1bd40a63df"},
@@ -1373,7 +1373,7 @@ version = "0.5.4"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyter_server_terminals-0.5.4-py3-none-any.whl", hash = "sha256:55be353fc74a80bc7f3b20e6be50a55a61cd525626f578dcb66a5708e2007d14"},
     {file = "jupyter_server_terminals-0.5.4.tar.gz", hash = "sha256:bbda128ed41d0be9020349f9f1f2a4ab9952a73ed5f5ac9f1419794761fb87f5"},
@@ -1393,7 +1393,7 @@ version = "4.6.4"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyterlab-4.6.4-py3-none-any.whl", hash = "sha256:15b13f991d3985129c797eb84d9949eeb8b6615e14b444868e642411f2c418b2"},
     {file = "jupyterlab-4.6.4.tar.gz", hash = "sha256:404f49b081819378524886c9db66dba57a5565981eff885830df1baba3a17df5"},
@@ -1426,7 +1426,7 @@ version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -1438,7 +1438,7 @@ version = "2.28.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "jupyterlab_server-2.28.1-py3-none-any.whl", hash = "sha256:4bd36c7c11d872e15cefa4951e12380a47e6901687165332dd50a007cb367ad9"},
     {file = "jupyterlab_server-2.28.1.tar.gz", hash = "sha256:0c3c2418d51021ce280916e63dfe4cba8386b4e2787be5c25433c98f560ddb31"},
@@ -1464,7 +1464,7 @@ version = "1.5.1"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "kiwisolver-1.5.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1acc7e5b7ef05e9da8bb70cd6c7c4513090213d2e1ad9720f599f0bf6c52aec5"},
     {file = "kiwisolver-1.5.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bad20d4c69c851c982a1e3606f4c293edfd5a87885786c50082412240c4b1ffd"},
@@ -1615,7 +1615,7 @@ version = "1.3.1"
 description = "a modern parsing library"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "lark-1.3.1-py3-none-any.whl", hash = "sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12"},
     {file = "lark-1.3.1.tar.gz", hash = "sha256:b426a7a6d6d53189d318f2b6236ab5d6429eaf09259f1ca33eb716eed10d2905"},
@@ -1825,7 +1825,7 @@ version = "3.0.4"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "markupsafe-3.0.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dd8ea6ebee7aedbf7c749fa80521d9ccf1ba473e0d1e14805caafbaad281c889"},
     {file = "markupsafe-3.0.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dff05cb7016dff1e9fd68f4122c127b65dfc59de5306cfb7ad92f956f230bee2"},
@@ -1986,7 +1986,7 @@ version = "3.11.2"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "matplotlib-3.11.2-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:5e1e923a3fc3326b99ec0a6ff1ab1338ac6c6cc62ad9d8a9c944197c7f8c6221"},
     {file = "matplotlib-3.11.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c27e577ece613ea12a0790e00b4eb80d901c59a3e16cad474f31d8b1529690b9"},
@@ -2060,7 +2060,7 @@ version = "0.2.2"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "matplotlib_inline-0.2.2-py3-none-any.whl", hash = "sha256:3c821cf1c209f59fb2d2d64abbf5b23b67bcb2210d663f9918dd851c6da1fcf6"},
     {file = "matplotlib_inline-0.2.2.tar.gz", hash = "sha256:72f3fe8fce36b70d4a5b612f899090cd0401deddc4ea90e1572b9f4bfb058c79"},
@@ -2078,7 +2078,7 @@ version = "3.3.4"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "mistune-3.3.4-py3-none-any.whl", hash = "sha256:ee015381e955e370962968befe1d729ab60fafb6a715ac6751763fbce38c8d4a"},
     {file = "mistune-3.3.4.tar.gz", hash = "sha256:58b5c96d6fcb61190dfe5fae498d2b2065f99cf61e9649418fd54cf1ada86dfe"},
@@ -2116,7 +2116,7 @@ version = "0.11.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.10.0"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "nbclient-0.11.0-py3-none-any.whl", hash = "sha256:ef7fa0d59d6e1d41103933d8a445a18d5de860ca6b613b87b8574accdb3c2895"},
     {file = "nbclient-0.11.0.tar.gz", hash = "sha256:04a134a5b087f2c5887f228aca155db50169b8cd9334dee6942c8e927e56081a"},
@@ -2139,7 +2139,7 @@ version = "7.17.1"
 description = "Convert Jupyter Notebooks (.ipynb files) to other formats."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "nbconvert-7.17.1-py3-none-any.whl", hash = "sha256:aa85c087b435e7bf1ffd03319f658e285f2b89eccab33bc1ba7025495ab3e7c8"},
     {file = "nbconvert-7.17.1.tar.gz", hash = "sha256:34d0d0a7e73ce3cbab6c5aae8f4f468797280b01fd8bd2ca746da8569eddd7d2"},
@@ -2176,7 +2176,7 @@ version = "5.11.1"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "nbformat-5.11.1-py3-none-any.whl", hash = "sha256:cc6698fa75f4fab8755ead786317815f13a6fee3b53311c0abb1a8b51d52f7ec"},
     {file = "nbformat-5.11.1.tar.gz", hash = "sha256:32d4521c68c6e7d5b29c76defaeed9f42ea733142b9b19f88277ce10390b9c4d"},
@@ -2198,7 +2198,7 @@ version = "1.7.3"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "nest_asyncio2-1.7.3-py3-none-any.whl", hash = "sha256:2bc87bdca654e719425145f5e84eaeb0080b013fdd47d65729a7d66243f4987c"},
     {file = "nest_asyncio2-1.7.3.tar.gz", hash = "sha256:2e9a84d5d1efe6d020c72988d21aec569bac42d98af2ff6b9de24640c5d22a34"},
@@ -2210,7 +2210,7 @@ version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
     {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
@@ -2228,7 +2228,7 @@ version = "2.5.3"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.12"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "numpy-2.5.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:cb189f09db39283b26bfd061ec16189e14f71c6755207f72a0f7540867afe5b9"},
     {file = "numpy-2.5.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f59a878c33d6b88122d80d239bb3b845d58708750b0cb06a09aebb9b18ec696c"},
@@ -2319,7 +2319,7 @@ version = "26.3"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c"},
     {file = "packaging-26.3.tar.gz", hash = "sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79"},
@@ -2433,7 +2433,7 @@ version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -2445,7 +2445,7 @@ version = "0.8.7"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "parso-0.8.7-py2.py3-none-any.whl", hash = "sha256:a8926eb2a1b915486941fdbd31e86a4baf88fe8c210f25f2f35ecec5b574ca1c"},
     {file = "parso-0.8.7.tar.gz", hash = "sha256:eaaac4c9fdd5e9e8852dc778d2d7405897ec510f2a298071453e5e3a07914bb1"},
@@ -2461,7 +2461,7 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev"]
 markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
@@ -2477,7 +2477,7 @@ version = "12.3.0"
 description = "Python Imaging Library (fork)"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "pillow-12.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:6c0016e7b354317c4e9e525b937ac8596c38d2d232b419529b9cd7a1cd46e39a"},
     {file = "pillow-12.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bcc33feacfaefce60c12fd500a277533bdc02b10a19f7f6d348763d8140bbba7"},
@@ -2582,7 +2582,7 @@ version = "4.12.3"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "platformdirs-4.12.3-py3-none-any.whl", hash = "sha256:080f3b39423b5abfca9a23d84c4e9795f54d395cd8459867a8ded44084fcd5f8"},
     {file = "platformdirs-4.12.3.tar.gz", hash = "sha256:427fc0bb321ae0c5b037fa03238ca74820437be162e78b4848c4d4055b9b766c"},
@@ -2594,7 +2594,7 @@ version = "0.26.0"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "prometheus_client-0.26.0-py3-none-any.whl", hash = "sha256:fa93d06737aa02bacd05794768508bb97d2fbee28cb3bca04eaae92f0ca953d6"},
     {file = "prometheus_client-0.26.0.tar.gz", hash = "sha256:04a91bcf94e2cf74a44a1a874d651a2e853ed354b6e822f3b7487751465d5c2b"},
@@ -2611,7 +2611,7 @@ version = "3.0.53"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "prompt_toolkit-3.0.53-py3-none-any.whl", hash = "sha256:01c0891d7f9237d5e339f7d3e42cdae80b7534abb1c7c0e3352efba6231492f2"},
     {file = "prompt_toolkit-3.0.53.tar.gz", hash = "sha256:9ec8a0ad96d5c56148b3f914aa79c1564c3fde5d2e6b876e7bc327e353cf8fa6"},
@@ -2626,7 +2626,7 @@ version = "7.2.2"
 description = "Cross-platform lib for process and system monitoring."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
+groups = ["dev"]
 markers = "sys_platform != \"emscripten\" and sys_platform != \"cygwin\""
 files = [
     {file = "psutil-7.2.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:2edccc433cbfa046b980b0df0171cd25bcaeb3a68fe9022db0979e7aa74a826b"},
@@ -2662,7 +2662,7 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev"]
 markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\" or os_name != \"nt\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
@@ -2675,7 +2675,7 @@ version = "0.2.4"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "pure_eval-0.2.4-py3-none-any.whl", hash = "sha256:96cae060a313cfaad51bb761278bfb0e62dc0248d9315a81173752dc546cd37a"},
     {file = "pure_eval-0.2.4.tar.gz", hash = "sha256:260c2774686e651b79f8b8e7fc9d80b3599ea6a66334b47d5f4abb69fc2c0ea1"},
@@ -2690,7 +2690,7 @@ version = "3.0"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 markers = "implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
@@ -2858,7 +2858,7 @@ version = "2.21.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "pygments-2.21.0-py3-none-any.whl", hash = "sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9"},
     {file = "pygments-2.21.0.tar.gz", hash = "sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c"},
@@ -2873,7 +2873,7 @@ version = "3.3.3"
 description = "pyparsing - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "pyparsing-3.3.3-py3-none-any.whl", hash = "sha256:ece8c00a69cf01b45d0b1dedabb469c90d8caf996d4fda40f147627a122849a4"},
     {file = "pyparsing-3.3.3.tar.gz", hash = "sha256:928ae7e20211f3b6f3915a72f06a0cfd29ab9d24279dd6346b6b1a7146397d36"},
@@ -2888,7 +2888,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -2918,7 +2918,7 @@ version = "4.2.0"
 description = "JSON Log Formatter for the Python Logging Package"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "python_json_logger-4.2.0-py3-none-any.whl", hash = "sha256:158a52126fcd6869e09574d2b66272666f3dc8f468c62637ef9a1fa883719cb9"},
     {file = "python_json_logger-4.2.0.tar.gz", hash = "sha256:e371ebe22ec01e289850102091a2b1f6fc9e655c7f1f5f29073936756c290afa"},
@@ -2930,7 +2930,7 @@ version = "3.0.5"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 markers = "os_name == \"nt\""
 files = [
     {file = "pywinpty-3.0.5-cp310-cp310-win_amd64.whl", hash = "sha256:b467dcad72365bc2205ed8b6e694e817d71de269d46e56cfe267dfa9d3d30e1b"},
@@ -2956,7 +2956,7 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
     {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
@@ -3039,7 +3039,7 @@ version = "27.2.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "pyzmq-27.2.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:480dba27b145373b5e103890f17969d891bc9e86746d6b8b29dd70b0d4addc62"},
     {file = "pyzmq-27.2.0-cp310-cp310-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:722f0a6940be1a483c81029a271d950e04dc2ff113a42e21b3d2b7a0d8e59638"},
@@ -3138,7 +3138,7 @@ version = "0.37.0"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "referencing-0.37.0-py3-none-any.whl", hash = "sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231"},
     {file = "referencing-0.37.0.tar.gz", hash = "sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8"},
@@ -3155,7 +3155,7 @@ version = "2.34.2"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0"},
     {file = "requests-2.34.2.tar.gz", hash = "sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed"},
@@ -3177,7 +3177,7 @@ version = "0.1.4"
 description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
     {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
@@ -3192,7 +3192,7 @@ version = "0.1.1"
 description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
@@ -3204,7 +3204,7 @@ version = "1.1.0"
 description = "Helper functions to syntactically validate strings according to RFC 3987."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "rfc3987_syntax-1.1.0-py3-none-any.whl", hash = "sha256:6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f"},
     {file = "rfc3987_syntax-1.1.0.tar.gz", hash = "sha256:717a62cbf33cffdd16dfa3a497d81ce48a660ea691b1ddd7be710c22f00b4a0d"},
@@ -3222,7 +3222,7 @@ version = "2026.9.1"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "rpds_py-2026.9.1-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:2711d29b653b3bce48a63d18b9c6b53274669e6d6c4094dddeb4d9a0e45128b2"},
     {file = "rpds_py-2026.9.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3231c4c0e521dafa5be0c9f114ee2c2ad46650836f2d72caa86801950c3e7044"},
@@ -3499,7 +3499,7 @@ version = "2.1.0"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "send2trash-2.1.0-py3-none-any.whl", hash = "sha256:0da2f112e6d6bb22de6aa6daa7e144831a4febf2a87261451c4ad849fe9a873c"},
     {file = "send2trash-2.1.0.tar.gz", hash = "sha256:1c72b39f09457db3c05ce1d19158c2cbef4c32b8bedd02c155e49282b7ea7459"},
@@ -3515,7 +3515,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -3527,7 +3527,7 @@ version = "2.10"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "soupsieve-2.10-py3-none-any.whl", hash = "sha256:8596eb8967d744174820280fa62b4542a2e955bfaccca73ed8a13c6eb8e9b502"},
     {file = "soupsieve-2.10.tar.gz", hash = "sha256:49e9380d7d2905463583bafe285e818c7366a9ed7b3aee221c1ac79c905d8bc0"},
@@ -3539,7 +3539,7 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -3572,29 +3572,13 @@ typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.13\""
 [package.extras]
 full = ["httpx (>=0.27.0,<0.29.0)", "httpx2 (>=2.0.0)", "itsdangerous", "jinja2", "opentelemetry-api", "python-multipart (>=0.0.18)", "pyyaml"]
 
-[[package]]
-name = "tenacity"
-version = "9.1.4"
-description = "Retry code until it succeeds"
-optional = false
-python-versions = ">=3.10"
-groups = ["main"]
-files = [
-    {file = "tenacity-9.1.4-py3-none-any.whl", hash = "sha256:6095a360c919085f28c6527de529e76a06ad89b23659fa881ae0649b867a9d55"},
-    {file = "tenacity-9.1.4.tar.gz", hash = "sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a"},
-]
-
-[package.extras]
-doc = ["reno", "sphinx"]
-test = ["pytest", "tornado (>=4.5)", "typeguard"]
-
 [[package]]
 name = "terminado"
 version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -3628,7 +3612,7 @@ version = "1.5.1"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "tinycss2-1.5.1-py3-none-any.whl", hash = "sha256:3415ba0f5839c062696996998176c4a3751d18b7edaaeeb658c9ce21ec150661"},
     {file = "tinycss2-1.5.1.tar.gz", hash = "sha256:d339d2b616ba90ccce58da8495a78f46e55d4d25f9fd71dfd526f07e7d53f957"},
@@ -3647,7 +3631,7 @@ version = "6.5.10"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "tornado-6.5.10-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:9261783640e23258694a9ff0795df430a5a7b0a651d3dd53dd0969ad6be16da7"},
     {file = "tornado-6.5.10-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:83e6cf438b106c6b3852d70960967bb1b70c87438050dca0981e4b9aa751a4c1"},
@@ -3667,7 +3651,7 @@ version = "5.16.1"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "traitlets-5.16.1-py3-none-any.whl", hash = "sha256:f775618166caa0396c8e337099240f2bd3e5e917d203b2e6fbe21a58d3cb1f6b"},
     {file = "traitlets-5.16.1.tar.gz", hash = "sha256:ed900c2b631aa3a112811139fa97b8d2c3bad5e989656bba4b7e52c7852c18c1"},
@@ -3683,7 +3667,7 @@ version = "4.16.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "typing_extensions-4.16.0-py3-none-any.whl", hash = "sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8"},
     {file = "typing_extensions-4.16.0.tar.gz", hash = "sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5"},
@@ -3710,11 +3694,12 @@ version = "2026.5"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "tzdata-2026.5-py2.py3-none-any.whl", hash = "sha256:b683bd1b6659ddcd810ff02ad09ba821d4bf1065072805063eb35c49617905ac"},
     {file = "tzdata-2026.5.tar.gz", hash = "sha256:8cc73c0a0bfca7dbfa59235d60b2eff82231dee33f53d206db1acd9173cfc0a7"},
 ]
+markers = {main = "sys_platform == \"win32\" or sys_platform == \"emscripten\""}
 
 [[package]]
 name = "uri-template"
@@ -3722,7 +3707,7 @@ version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -3737,7 +3722,7 @@ version = "2.8.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "urllib3-2.8.0-py3-none-any.whl", hash = "sha256:0cf3cae568d36aa9576b28dfb35f11328f1cb974ca7647d9475ebb86c75ac6e3"},
     {file = "urllib3-2.8.0.tar.gz", hash = "sha256:63bf2ead4c879426ebf22ef2a781eeb4aa3b4ae798a0435506f8687fd5bb9b63"},
@@ -3774,7 +3759,7 @@ version = "0.9.2"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "wcwidth-0.9.2-cp310-abi3-macosx_10_9_x86_64.whl", hash = "sha256:7ef5a940bd5e30bac6e721f1a48fce0cd7bb3ece19e9c5d139e72c76c35cfd07"},
     {file = "wcwidth-0.9.2-cp310-abi3-macosx_11_0_arm64.whl", hash = "sha256:ae0800c5339423cc53d33a266ad264b42ba8aaa16d4464f6e6b1bee607f50b17"},
@@ -3813,7 +3798,7 @@ version = "25.10.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "webcolors-25.10.0-py3-none-any.whl", hash = "sha256:032c727334856fc0b968f63daa252a1ac93d33db2f5267756623c210e57a4f1d"},
     {file = "webcolors-25.10.0.tar.gz", hash = "sha256:62abae86504f66d0f6364c2a8520de4a0c47b80c03fc3a5f1815fedbef7c19bf"},
@@ -3825,7 +3810,7 @@ version = "0.6.1"
 description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["main", "dev"]
 files = [
     {file = "webencodings-0.6.1-py3-none-any.whl", hash = "sha256:7fab6269c8bf237c657876b52058ccb182e861518d1c695c1a9aaa8c1c105d5b"},
     {file = "webencodings-0.6.1.tar.gz", hash = "sha256:565f9ad031c702dae404e27a099e3e09186a3ab1b9520f06d215502b651fd910"},
@@ -3841,7 +3826,7 @@ version = "1.9.2"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
+groups = ["dev"]
 files = [
     {file = "websocket_client-1.9.2-py3-none-any.whl", hash = "sha256:e1a673830a9c7bfa47b1cd3d5e4178f4c9651d80a4eab02c9c23a1c3ec6250ce"},
     {file = "websocket_client-1.9.2.tar.gz", hash = "sha256:0fcb57545848be86992e128218fd96dd87a6769ffdb1a968dff79632b85604d0"},
@@ -3852,24 +3837,7 @@ docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx_rtd_theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
 test = ["pytest", "websockets"]
 
-[[package]]
-name = "wikipedia-api"
-version = "0.16.0"
-description = "Python Wrapper for Wikipedia"
-optional = false
-python-versions = ">=3.10"
-groups = ["main"]
-files = [
-    {file = "wikipedia_api-0.16.0-py3-none-any.whl", hash = "sha256:60da19a8e380c72f7dc259c85aced764c671890ec8708ab6a7afd24c553bf843"},
-    {file = "wikipedia_api-0.16.0.tar.gz", hash = "sha256:27967d058cc26d94752e22f81c3a999bbd3ac3fe2dbac8838b53c56db9cdd8ef"},
-]
-
-[package.dependencies]
-click = "8.5.0"
-httpx = "0.28.1"
-tenacity = "9.1.4"
-
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.12"
-content-hash = "8abe2b7cd92853b9be76fec2e8d3f9bd8f3ea45a4da3b8e1f621b975076a0947"
+content-hash = "a382e6762d608bd4e4faf944236adb4258b03065be27c24676e4f0b2e2b8aa71"

pyproject.toml

@@ -11,7 +11,6 @@ dependencies = [
     "requests (>=2.34.2,<3.0.0)",
     "pandas (>=3.0.6,<4.0.0)",
     "python-dotenv (>=1.2.4,<2.0.0)",
-    "wikipedia-api (>=0.16.0,<0.17.0)",
     "lxml (>=6.1.3,<7.0.0)",
     "html5lib (>=1.1,<2.0)",
     "beautifulsoup4 (>=4.15.0,<5.0.0)",
@@ -19,10 +18,16 @@ dependencies = [
     "fastapi (>=0.142.3,<0.143.0)",
     "scikit-learn (>=1.9.1,<2.0.0)",
     "uvicorn (>=0.54.0,<0.55.0)",
-    "jupyterlab (>=4.6.4,<5.0.0)",
+#    "jupyterlab (>=4.6.4,<5.0.0)",
-    "matplotlib (>=3.11.2,<4.0.0)",
+#    "matplotlib (>=3.11.2,<4.0.0)",
 ]
 
+[tool.poetry.group.dev.dependencies]
+jupyterlab = "^4.6.4"
+matplotlib = "^3.11.2"
+
+[tool.poetry]
+package-mode = false
 
 [build-system]
 requires = ["poetry-core>=2.0.0,<3.0.0"]