{ "cells": [ { "cell_type": "markdown", "id": "efa18263", "metadata": {}, "source": [ "# Epidemiological Time Series Forecasting & Plotting\n", "## Integrating `epidatpy` (Delphi Epidata V5 API) with `omnicast`\n", "\n", "This tutorial demonstrates how to fit diverse statistical forecasters with [`omnicast`](https://github.com/Afraz496/omnicast), evaluate models via rolling-origin backtests, and visualize results across multiple forecasting scenarios." ] }, { "cell_type": "markdown", "id": "8be331d5", "metadata": {}, "source": [ "## Setup & Environment\n", "\n", "Install the required libraries:\n", "```bash\n", "pip install -e . git+https://github.com/cmu-delphi/epidatpy.git\n", "```" ] }, { "cell_type": "code", "execution_count": null, "id": "eb936e5b", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "from epidatpy import EpiDataContext, EpiRange\n", "\n", "from omnicast import (\n", " AutoForecaster,\n", " backtest,\n", " plot_metric_by_horizon,\n", ")\n", "from omnicast.models import (\n", " AutoARIMAForecaster,\n", " ETSForecaster,\n", " NaiveForecaster,\n", " ThetaForecaster,\n", ")\n", "\n", "# Set plot styling defaults\n", "sns.set_theme(style=\"whitegrid\")\n", "plt.rcParams[\"figure.figsize\"] = (10, 5)" ] }, { "cell_type": "markdown", "id": "45d59c00", "metadata": {}, "source": [ "## Ingesting Data via `epidatpy`\n", "\n", "We query the Delphi V5 API snapshot endpoint for inpatient claims admissions (`claims_inpatient_adm_pct_claims_flu`) in California (`ca`)." ] }, { "cell_type": "code", "execution_count": 2, "id": "5a3b7036", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/javiermtz/Library/Mobile Documents/com~apple~CloudDocs/code-projects/omnicast/.venv/lib/python3.12/site-packages/epidatpy/_auth.py:9: UserWarning: DELPHI_EPIDATA_KEY environment variable not set. Please set it to your Epidata API key to avoid rate limits. You can get a free key at: https://api.delphi.cmu.edu/epidata/admin/registration_form\n", " warnings.warn(\n" ] }, { "data": { "text/plain": [ "reference_time\n", "2024-01-07 0.453684\n", "2024-01-14 0.236010\n", "2024-01-21 0.160317\n", "2024-01-28 0.195574\n", "2024-02-04 0.152667\n", "Freq: W-SUN, Name: Weekly Inpatient Claims (% flu), dtype: float64" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "epidata = EpiDataContext()\n", "\n", "# Query Delphi V5 snapshot endpoint directly\n", "df = epidata.epidata_snapshot(\n", " source=\"claims_inpatient\",\n", " signals=\"claims_inpatient_adm_pct_claims_flu\",\n", " geo_type=\"state\",\n", " geo_values=\"ca\",\n", "\n", " reference_time=EpiRange(20240101, 20260215),\n", ").df()\n", "\n", "# Convert reference_time to weekly time series\n", "df[\"reference_time\"] = pd.to_datetime(df[\"reference_time\"])\n", "y = (\n", " df.set_index(\"reference_time\")[\"value\"]\n", " .sort_index()\n", " .asfreq(\"D\")\n", " .ffill()\n", " .resample(\"W-SUN\")\n", " .mean()\n", " .astype(float)\n", " .rename(\"Weekly Inpatient Claims (% flu)\")\n", ")\n", "\n", "display(y.head())" ] }, { "cell_type": "markdown", "id": "f802a6c4", "metadata": {}, "source": [ "## A First Forecast with Uncertainty\n", "\n", "Hold out the last 8 weeks, fit on the rest, and forecast that window with `.predict(horizon, level=[80, 95])`. Plotting the `ForecastResult` with `.plot(observed=y)` draws the point forecast and its nested 80% / 95% bands against the full series, so the forecast can be eyeballed against the held-out truth. The forecast line joins the last training point." ] }, { "cell_type": "code", "execution_count": 10, "id": "291f0daa", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# One model's forecast with nested 80% and 95% uncertainty bands\n", "y_train, y_test = y.iloc[:-8], y.iloc[-8:]\n", "ets_fc = ETSForecaster().fit(y_train).predict(horizon=8, level=[80, 95])\n", "ax = ets_fc.plot(\n", " observed = y,\n", " title=\"ETSForecaster: 8-Week Forecast with 80% and 95% Uncertainty Bands\",\n", ")\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"% COVID-19 Inpatient Claims\")\n", "ax.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "59386dbd", "metadata": {}, "source": [ "## Rolling-Origin Backtesting\n", "\n", "Expanding-window splits score a model on data it never saw at fit time, avoiding look-ahead bias.\n", "\n", "`backtest()` returns a `BacktestResult` with per-fold scores (`.scores`), every fold's out-of-sample predictions (`.predictions`), a `.summary()`, and a `.plot()` that overlays all rolling folds." ] }, { "cell_type": "code", "execution_count": 11, "id": "45de076c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Backtest Scores Table:\n" ] }, { "data": { "text/html": [ "
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cutoffscoren_train
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22025-11-230.02453099
32025-12-070.106275101
42025-12-210.088923103
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" ], "text/plain": [ " cutoff score n_train\n", "0 2025-10-26 0.010361 95\n", "1 2025-11-09 0.027186 97\n", "2 2025-11-23 0.024530 99\n", "3 2025-12-07 0.106275 101\n", "4 2025-12-21 0.088923 103" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Fold Predictions:\n" ] }, { "data": { "text/html": [ "
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cutofftarget_datesteppredictedlower_80upper_80actual
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12025-10-262025-11-0920.023928-0.1023220.1501780.034341
22025-10-262025-11-1630.024070-0.1305540.1786940.023479
32025-11-092025-11-1610.034407-0.0540140.1228280.023479
42025-11-092025-11-2320.034474-0.0905730.1595200.064262
\n", "
" ], "text/plain": [ " cutoff target_date step predicted lower_80 upper_80 actual\n", "0 2025-10-26 2025-11-02 1 0.023787 -0.065485 0.113059 0.009184\n", "1 2025-10-26 2025-11-09 2 0.023928 -0.102322 0.150178 0.034341\n", "2 2025-10-26 2025-11-16 3 0.024070 -0.130554 0.178694 0.023479\n", "3 2025-11-09 2025-11-16 1 0.034407 -0.054014 0.122828 0.023479\n", "4 2025-11-09 2025-11-23 2 0.034474 -0.090573 0.159520 0.064262" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "horizon = 3\n", "initial = len(y) - 16\n", "\n", "bt_result = backtest(\n", " ThetaForecaster(),\n", " y,\n", " horizon=horizon,\n", " initial=initial,\n", " step=2,\n", " metric=\"rmse\",\n", ")\n", "\n", "print(\"Backtest Scores Table:\")\n", "display(bt_result.scores.head())\n", "\n", "print(\"\\nFold Predictions:\")\n", "display(bt_result.predictions.head())\n", "\n", "# Visualize out-of-sample forecast trajectories across all cutoffs\n", "ax = bt_result.plot(observed=y.iloc[-25:], title=\"ThetaForecaster: Rolling-Origin Backtest Predictions (3-Week Folds)\")\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"% Inpatient Claims\")\n", "ax.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "270d57f4", "metadata": {}, "source": [ "## Forecast Accuracy by Horizon\n", "\n", "Error usually grows with the forecast horizon. We backtest each candidate at horizons $h \\in \\{1, 2, 3, 4, 6\\}$ and compare with `plot_metric_by_horizon()`." ] }, { "cell_type": "code", "execution_count": 12, "id": "d65fb9b4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/javiermtz/Library/Mobile Documents/com~apple~CloudDocs/code-projects/omnicast/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/Users/javiermtz/Library/Mobile Documents/com~apple~CloudDocs/code-projects/omnicast/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/Users/javiermtz/Library/Mobile Documents/com~apple~CloudDocs/code-projects/omnicast/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/Users/javiermtz/Library/Mobile Documents/com~apple~CloudDocs/code-projects/omnicast/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "horizons = [1, 2, 3, 4, 6]\n", "candidate_models = {\n", " \"NaiveForecaster\": NaiveForecaster(),\n", " \"ThetaForecaster\": ThetaForecaster(),\n", " \"ETSForecaster\": ETSForecaster(),\n", " \"AutoARIMAForecaster\": AutoARIMAForecaster(),\n", "}\n", "\n", "rows = []\n", "for name, model in candidate_models.items():\n", " for h in horizons:\n", " res = backtest(model, y, horizon=h, initial=initial, metric=\"rmse\")\n", " rows.append({\n", " \"model\": name,\n", " \"horizon\": h,\n", " \"rmse\": res.scores[\"score\"].mean(),\n", " })\n", "\n", "metrics_df = pd.DataFrame(rows)\n", "\n", "ax = plot_metric_by_horizon(\n", " metrics_df=metrics_df,\n", " metric_col=\"rmse\",\n", " title=\"Forecast Error (RMSE) across Increasing Horizons\",\n", " ylabel=\"RMSE (% Inpatient Claims)\",\n", " colors={\n", " \"NaiveForecaster\": \"#E24A33\",\n", " \"ThetaForecaster\": \"#348ABD\",\n", " \"ETSForecaster\": \"#988ED5\",\n", " \"AutoARIMAForecaster\": \"#467821\",\n", " },\n", " horizons=horizons,\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "525b9f42", "metadata": {}, "source": [ "## Automated Selection with `AutoForecaster`\n", "\n", "`AutoForecaster` runs the rolling-origin backtest above for every candidate, ranks them by the chosen metric, and refits the winner on the full series. The leaderboard and the winning forecast:" ] }, { "cell_type": "code", "execution_count": 6, "id": "b0c5d982", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AutoForecaster Leaderboard:\n" ] }, { "data": { "text/html": [ "
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modelscorestatus
0ThetaForecaster0.033873ok
1NaiveForecaster0.033934ok
2AutoARIMAForecaster0.038197ok
3ETSForecaster0.038622ok
\n", "
" ], "text/plain": [ " model score status\n", "0 ThetaForecaster 0.033873 ok\n", "1 NaiveForecaster 0.033934 ok\n", "2 AutoARIMAForecaster 0.038197 ok\n", "3 ETSForecaster 0.038622 ok" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "auto = AutoForecaster(\n", " models=[NaiveForecaster(), ThetaForecaster(), ETSForecaster(), AutoARIMAForecaster()],\n", " metric=\"rmse\",\n", " validation_horizon=4,\n", ")\n", "auto.fit(y_train)\n", "\n", "print(\"AutoForecaster Leaderboard:\")\n", "display(auto.leaderboard_)\n", "\n", "auto_fc = auto.predict(horizon=8, level=[80, 95])\n", "ax = auto_fc.plot(\n", " observed=y,\n", " title=f\"AutoForecaster Winning Model ({auto.best_model_.__class__.__name__})\",\n", ")\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"% COVID-19 Inpatient Claims\")\n", "ax.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "13a8d9be", "metadata": {}, "source": [ "## Comparing Every Candidate\n", "\n", "`plot_all()` refits each candidate the selector kept and overlays their trajectories -- the visual complement to the leaderboard." ] }, { "cell_type": "code", "execution_count": 7, "id": "a30e8562", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = auto.plot_all(\n", " horizon=8,\n", " observed=y.iloc[-35:],\n", " intervals=False, # shade each candidate's 80% / 95% bands\n", " title=\"Multi-Model Forecast Trajectory Comparison (8 Weeks Ahead)\",\n", ")\n", "ax.set_ylabel(\"% COVID-19 Inpatient Claims\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }