Adding poetry.lock, pyproject.toml
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@@ -26,13 +26,10 @@ from fastapi import FastAPI, HTTPException, Query
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from pydantic import BaseModel, Field
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from pydantic import BaseModel, Field
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from sklearn.linear_model import LinearRegression
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from sklearn.linear_model import LinearRegression
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from sklearn.model_selection import KFold, cross_val_score
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from sklearn.model_selection import KFold, cross_val_score
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from dotenv import load_dotenv
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from dotenv import load_dotenv
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load_dotenv()
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load_dotenv()
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REQUIRED_COLUMNS = ["Name", "Visitors", "City", "Country", "Population"]
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REQUIRED_COLUMNS = ["Name", "Visitors", "City", "Country", "Population"]
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@@ -245,6 +242,14 @@ def create_app(
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return [Prediction(population=p, predicted_visitors=float(v))
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return [Prediction(population=p, predicted_visitors=float(v))
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for p, v in zip(req.populations, preds)]
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for p, v in zip(req.populations, preds)]
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@app.get("/data")
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def data():
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"""Every row the model was fitted on, with its prediction."""
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m = get_model()
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d = m.data.copy()
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d["Predicted"] = m.predictions
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return d.to_dict(orient="records")
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@app.get("/residuals")
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@app.get("/residuals")
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def residuals(
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def residuals(
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top: int = Query(10, ge=1, le=500),
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top: int = Query(10, ge=1, le=500),
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@@ -0,0 +1,29 @@
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[project]
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name = "museum-analytics"
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version = "0.1.0"
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description = ""
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authors = [
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{name = "hansp",email = "hanspayer@gmail.com"}
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]
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readme = "README.md"
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requires-python = "^3.12"
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dependencies = [
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"requests (>=2.34.2,<3.0.0)",
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"pandas (>=3.0.6,<4.0.0)",
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"python-dotenv (>=1.2.4,<2.0.0)",
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"wikipedia-api (>=0.16.0,<0.17.0)",
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"lxml (>=6.1.3,<7.0.0)",
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"html5lib (>=1.1,<2.0)",
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"beautifulsoup4 (>=4.15.0,<5.0.0)",
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"numpy (>=2.5.3,<3.0.0)",
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"fastapi (>=0.142.3,<0.143.0)",
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"scikit-learn (>=1.9.1,<2.0.0)",
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"uvicorn (>=0.54.0,<0.55.0)",
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"jupyterlab (>=4.6.4,<5.0.0)",
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"matplotlib (>=3.11.2,<4.0.0)",
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]
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[build-system]
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requires = ["poetry-core>=2.0.0,<3.0.0"]
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build-backend = "poetry.core.masonry.api"
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