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Add custom chart script and docs
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@@ -12,10 +12,10 @@ data:
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plot:
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./startup.sh
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# Custom plot
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# Usage: make plot-custom ARGS="--offset 12 --end 2025-05-31 --extend-years 5"
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# Custom plot of arbitrary series
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# Usage: make plot-custom ARGS="--series UNRATE CPIAUCSL --start 2000-01-01"
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plot-custom:
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./startup.sh $(ARGS)
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./startup.sh python scripts/custom_chart.py $(ARGS)
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# Run tests
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test:
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@@ -80,6 +80,23 @@ requested period before rendering the chart.
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| `--end` | End date (YYYY-MM-DD) |
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| `--extend-years` | Years to extend the x-axis beyond the end date |
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## Custom Charts
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Plot any combination of FRED series stored in `data/fred.db` using
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`scripts/custom_chart.py`.
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```bash
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# Example: unemployment and oil
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./startup.sh python scripts/custom_chart.py \
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--series UNRATE DCOILWTICO --start 2000-01-01 --end 2020-12-31
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```
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The same invocation is available via Make:
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```bash
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make plot-custom ARGS="--series UNRATE DCOILWTICO --start 2000-01-01 --end 2020-12-31"
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```
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---
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## 📝 Details
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@@ -0,0 +1,100 @@
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#!/usr/bin/env python3
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"""custom_chart.py
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------------------
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Plot arbitrary FRED series stored in ``data/fred.db``.
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Example:
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python scripts/custom_chart.py --series UNRATE DCOILWTICO --start 2000-01-01 --end 2020-12-31
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"""
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from __future__ import annotations
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import argparse
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from datetime import datetime
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from pathlib import Path
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from typing import Iterable
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import matplotlib.dates as mdates
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import matplotlib.pyplot as plt
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import pandas as pd
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import sqlite3
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def fetch_series_multi(
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series: Iterable[str],
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start: datetime,
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end: datetime,
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db_path: str | Path = Path("data/fred.db"),
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) -> pd.DataFrame:
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"""Load one or more FRED series from a local SQLite DB."""
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db_path = Path(db_path)
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if not db_path.exists():
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raise FileNotFoundError(
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f"{db_path} not found. Run scripts/refresh_data.py on a machine with internet, commit the DB, then retry."
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)
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frames: list[pd.DataFrame] = []
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with sqlite3.connect(db_path) as conn:
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for name in series:
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df = pd.read_sql(
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f"SELECT date, {name} FROM {name}",
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conn,
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parse_dates=["date"],
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index_col="date",
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).loc[start:end]
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df.rename(columns={name: name}, inplace=True)
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frames.append(df)
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if not frames:
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raise ValueError("No series loaded")
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combined = pd.concat(frames, axis=1).sort_index()
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return combined
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def plot_series(df: pd.DataFrame) -> plt.Figure:
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"""Plot each column of ``df`` on a shared axis."""
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fig, ax = plt.subplots(figsize=(10, 5))
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for col in df.columns:
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ax.plot(df.index, df[col], label=col)
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ax.set_xlabel("Date")
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ax.set_ylabel("Value")
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ax.legend(frameon=False)
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ax.grid(axis="y", linestyle="--", alpha=0.4)
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ax.xaxis.set_major_locator(mdates.YearLocator(base=5))
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ax.xaxis.set_minor_locator(mdates.YearLocator())
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ax.xaxis.set_major_formatter(mdates.DateFormatter("%Y"))
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fig.autofmt_xdate()
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fig.tight_layout()
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return fig
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def main(argv: list[str] | None = None) -> plt.Figure:
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p = argparse.ArgumentParser(description="Plot FRED series from a local DB")
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p.add_argument("--series", nargs="+", required=True, help="FRED series names")
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p.add_argument(
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"--start", type=str, default="1970-01-01", help="start date YYYY-MM-DD"
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)
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p.add_argument(
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"--end",
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type=str,
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default=datetime.today().strftime("%Y-%m-%d"),
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help="end date YYYY-MM-DD",
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)
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p.add_argument("--db", type=str, default="data/fred.db", help="path to SQLite DB")
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args = p.parse_args(argv)
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start_dt = datetime.fromisoformat(args.start)
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end_dt = datetime.fromisoformat(args.end)
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data = fetch_series_multi(args.series, start_dt, end_dt, args.db)
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fig = plot_series(data)
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if argv is None:
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fig.show()
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return fig
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if __name__ == "__main__":
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main()
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@@ -9,6 +9,7 @@ import pandas as pd
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sys.path.append(os.path.abspath("."))
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from scripts.lagged_oil_unrate_chart_styled import plot_lagged
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from scripts.custom_chart import plot_series, main as custom_main
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def test_plot_lagged_returns_figure():
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@@ -20,3 +21,27 @@ def test_plot_lagged_returns_figure():
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assert len(fig.axes) == 2
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assert any(ax.get_lines() for ax in fig.axes)
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def test_plot_series_and_main():
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dates = pd.date_range("2020-01-01", periods=3, freq="D")
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df = pd.DataFrame({"A": [1, 2, 3], "B": [4, 5, 6]}, index=dates)
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fig = plot_series(df)
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assert len(fig.axes) == 1
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assert any(fig.axes[0].get_lines())
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fig2 = custom_main(
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[
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"--series",
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"UNRATE",
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"DCOILWTICO",
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"--start",
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"2020-01-01",
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"--end",
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"2020-03-01",
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"--db",
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"data/fred.db",
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]
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)
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assert len(fig2.axes) == 1
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assert any(fig2.axes[0].get_lines())
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