From 9cbb346d66a6a6adf33241f2b8a8449d2b22ea6b Mon Sep 17 00:00:00 2001 From: Juan Orduz Date: Fri, 3 Feb 2023 17:42:12 +0100 Subject: [PATCH] BART: Fully non-parametric curve fit example (#519) * init * initial complete version * plot improvements * improve last sentence --- .../bart_heteroscedasticity.ipynb | 505 ++++++++++++++++++ .../bart_heteroscedasticity.myst.md | 166 ++++++ examples/data/marketing.csv | 201 +++++++ examples/references.bib | 7 + 4 files changed, 879 insertions(+) create mode 100644 examples/case_studies/bart_heteroscedasticity.ipynb create mode 100644 examples/case_studies/bart_heteroscedasticity.myst.md create mode 100644 examples/data/marketing.csv diff --git a/examples/case_studies/bart_heteroscedasticity.ipynb b/examples/case_studies/bart_heteroscedasticity.ipynb new file mode 100644 index 000000000..c8d2cb800 --- /dev/null +++ b/examples/case_studies/bart_heteroscedasticity.ipynb @@ -0,0 +1,505 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "id": "domestic-remove", + "metadata": {}, + "source": [ + "(bart_heteroscedasticity)=\n", + "# Modeling Heteroscedasticity with BART\n", + "\n", + ":::{post} January, 2023\n", + ":tags: bart regression \n", + ":category: beginner, reference\n", + ":author: [Juan Orduz](https://juanitorduz.github.io/)\n", + ":::" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "72588976-efc3-4adc-bec2-bc5b6ac4b7e1", + "metadata": {}, + "source": [ + "In this notebook we show how to use BART to model heteroscedasticity as described in Section 4.1 of [`pymc-bart`](https://github.com/pymc-devs/pymc-bart)'s paper {cite:p}`quiroga2022bart`. We use the `marketing` data set provided by the R package `datarium` {cite:p}`kassambara2019datarium`. The idea is to model a marketing channel contribution to sales as a function of budget." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "elect-softball", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pymc as pm\n", + "import pymc_bart as pmb" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "level-balance", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "%config InlineBackend.figure_format = \"retina\"\n", + "az.style.use(\"arviz-darkgrid\")\n", + "plt.rcParams[\"figure.figsize\"] = [10, 6]\n", + "rng = np.random.default_rng(42)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "4cae4407", + "metadata": {}, + "source": [ + "## Read Data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "21e66b38", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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youtubefacebooknewspapersales
0276.1245.3683.0426.52
153.4047.1654.1212.48
220.6455.0883.1611.16
3181.8049.5670.2022.20
4216.9612.9670.0815.48
\n", + "
" + ], + "text/plain": [ + " youtube facebook newspaper sales\n", + "0 276.12 45.36 83.04 26.52\n", + "1 53.40 47.16 54.12 12.48\n", + "2 20.64 55.08 83.16 11.16\n", + "3 181.80 49.56 70.20 22.20\n", + "4 216.96 12.96 70.08 15.48" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "try:\n", + " df = pd.read_csv(os.path.join(\"..\", \"data\", \"marketing.csv\"), sep=\";\", decimal=\",\")\n", + "except FileNotFoundError:\n", + " df = pd.read_csv(pm.get_data(\"marketing.csv\"), sep=\";\", decimal=\",\")\n", + "\n", + "n_obs = df.shape[0]\n", + "\n", + "df.head()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6d6364a9", + "metadata": {}, + "source": [ + "## EDA\n", + "\n", + "We start by looking into the data. We are going to focus on *Youtube*." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8bbae786", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 611, + "width": 1011 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(df[\"youtube\"], df[\"sales\"], \"o\", c=\"C0\")\n", + "ax.set(title=\"Sales as a function of Youtube budget\", xlabel=\"budget\", ylabel=\"sales\");" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "5c3971f2", + "metadata": {}, + "source": [ + "We clearly see that both the mean and variance are increasing as a function of budget. One possibility is to manually select an explicit parametrization of these functions, e.g. square root or logarithm. However, in this example we want to learn these functions from the data using a BART model." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "e8a3ce48", + "metadata": {}, + "source": [ + "## Model Specification\n", + "\n", + "We proceed to prepare the data for modeling. We are going to use the `budget` as the predictor and `sales` as the response." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "db0bbf73", + "metadata": {}, + "outputs": [], + "source": [ + "X = df[\"youtube\"].to_numpy().reshape(-1, 1)\n", + "Y = df[\"sales\"].to_numpy()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "a29b706c", + "metadata": {}, + "source": [ + "Next, we specify the model. Note that we just need one BART distribution which can be vectorized to model both the mean and variance. We use a Gamma distribution as likelihood as we expect the sales to be positive." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6d85d918", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": "\n\n\n\n\n\n\n\ncluster2 x 200\n\n2 x 200\n\n\ncluster200\n\n200\n\n\n\nw\n\nw\n~\nBART_w\n\n\n\ny\n\ny\n~\nGamma\n\n\n\nw->y\n\n\n\n\n\n", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with pm.Model() as model_marketing_full:\n", + " w = pmb.BART(name=\"w\", X=X, Y=Y, m=200, shape=(2, n_obs))\n", + " y = pm.Gamma(name=\"y\", mu=w[0], sigma=pm.math.abs(w[1]), observed=Y)\n", + "\n", + "pm.model_to_graphviz(model=model_marketing_full)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "9aa885a3", + "metadata": {}, + "source": [ + "We now fit the model." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "796874ee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with model_marketing_full:\n", + " idata_marketing_full = pm.sample(random_seed=rng)\n", + " posterior_predictive_marketing_full = pm.sample_posterior_predictive(\n", + " trace=idata_marketing_full, random_seed=rng\n", + " )" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "eba7cee5", + "metadata": {}, + "source": [ + "## Results\n", + "\n", + "We can now visualize the posterior predictive distribution of the mean and the likelihood." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c3245702", + "metadata": {}, + "outputs": [], + "source": [ + "posterior_mean = idata_marketing_full.posterior[\"w\"].mean(dim=(\"chain\", \"draw\"))[0]\n", + "\n", + "w_hdi = az.hdi(ary=idata_marketing_full, group=\"posterior\", var_names=[\"w\"])\n", + "\n", + "pps = az.extract(\n", + " posterior_predictive_marketing_full, group=\"posterior_predictive\", var_names=[\"y\"]\n", + ").T" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7f77d815", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/juanitorduz/opt/anaconda3/envs/pymc-examples-env/lib/python3.10/site-packages/arviz/plots/hdiplot.py:156: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 611, + "width": 1011 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "idx = np.argsort(X[:, 0])\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "az.plot_hdi(x=X[:, 0], y=pps, ax=ax, fill_kwargs={\"alpha\": 0.3, \"label\": r\"Likelihood $94\\%$ HDI\"})\n", + "az.plot_hdi(\n", + " x=X[:, 0],\n", + " hdi_data=w_hdi[\"w\"].sel(w_dim_0=0),\n", + " ax=ax,\n", + " fill_kwargs={\"alpha\": 0.6, \"label\": r\"Mean $94\\%$ HDI\"},\n", + ")\n", + "ax.plot(X[:, 0][idx], posterior_mean[idx], c=\"black\", lw=3, label=\"Posterior Mean\")\n", + "ax.plot(df[\"youtube\"], df[\"sales\"], \"o\", c=\"C0\", label=\"Raw Data\")\n", + "ax.legend(loc=\"upper left\")\n", + "ax.set(\n", + " title=\"Sales as a function of Youtube budget - Posterior Predictive\",\n", + " xlabel=\"budget\",\n", + " ylabel=\"sales\",\n", + ");" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "d1775acb", + "metadata": {}, + "source": [ + "The fit looks good! In fact, we see that the mean and variance increase as a function of the budget." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "b743d58b-2678-4e17-9947-a8fe4ed03e21", + "metadata": {}, + "source": [ + "## Authors\n", + "- Authored by [Juan Orduz](https://juanitorduz.github.io/) in February 2023 " + ] + }, + { + "cell_type": "markdown", + "id": "closed-frank", + "metadata": {}, + "source": [ + "## References\n", + ":::{bibliography}\n", + ":filter: docname in docnames\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "id": "0717070c-04aa-4836-ab95-6b3eff0dcaaf", + "metadata": {}, + "source": [ + "## Watermark" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "sound-calculation", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: Fri Feb 03 2023\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.10.9\n", + "IPython version : 8.8.0\n", + "\n", + "pytensor: 2.9.1\n", + "\n", + "pandas : 1.5.3\n", + "pymc : 5.0.2\n", + "pymc_bart : 0.3.2\n", + "arviz : 0.14.0\n", + "matplotlib: 3.5.2\n", + "numpy : 1.23.5\n", + "\n", + "Watermark: 2.3.1\n", + "\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark -n -u -v -iv -w -p pytensor" + ] + }, + { + "cell_type": "markdown", + "id": "1e4386fc-4de9-4535-a160-d929315633ef", + "metadata": {}, + "source": [ + ":::{include} ../page_footer.md\n", + ":::" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pymc-examples-env", + "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": "3.10.9" + }, + "vscode": { + "interpreter": { + "hash": "b3e192806ebc364eefb0fac2bed1d14663f4ae22a1b421171db9578f7bd1c30b" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/case_studies/bart_heteroscedasticity.myst.md b/examples/case_studies/bart_heteroscedasticity.myst.md new file mode 100644 index 000000000..d573ffcd7 --- /dev/null +++ b/examples/case_studies/bart_heteroscedasticity.myst.md @@ -0,0 +1,166 @@ +--- +jupytext: + text_representation: + extension: .md + format_name: myst + format_version: 0.13 +kernelspec: + display_name: pymc-examples-env + language: python + name: python3 +--- + +(bart_heteroscedasticity)= +# Modeling Heteroscedasticity with BART + +:::{post} January, 2023 +:tags: bart regression +:category: beginner, reference +:author: [Juan Orduz](https://juanitorduz.github.io/) +::: + ++++ + +In this notebook we show how to use BART to model heteroscedasticity as described in Section 4.1 of [`pymc-bart`](https://github.com/pymc-devs/pymc-bart)'s paper {cite:p}`quiroga2022bart`. We use the `marketing` data set provided by the R package `datarium` {cite:p}`kassambara2019datarium`. The idea is to model a marketing channel contribution to sales as a function of budget. + +```{code-cell} ipython3 +:tags: [] + +import os + +import arviz as az +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import pymc as pm +import pymc_bart as pmb +``` + +```{code-cell} ipython3 +:tags: [] + +%config InlineBackend.figure_format = "retina" +az.style.use("arviz-darkgrid") +plt.rcParams["figure.figsize"] = [10, 6] +rng = np.random.default_rng(42) +``` + +## Read Data + +```{code-cell} ipython3 +try: + df = pd.read_csv(os.path.join("..", "data", "marketing.csv"), sep=";", decimal=",") +except FileNotFoundError: + df = pd.read_csv(pm.get_data("marketing.csv"), sep=";", decimal=",") + +n_obs = df.shape[0] + +df.head() +``` + +## EDA + +We start by looking into the data. We are going to focus on *Youtube*. + +```{code-cell} ipython3 +fig, ax = plt.subplots() +ax.plot(df["youtube"], df["sales"], "o", c="C0") +ax.set(title="Sales as a function of Youtube budget", xlabel="budget", ylabel="sales"); +``` + +We clearly see that both the mean and variance are increasing as a function of budget. One possibility is to manually select an explicit parametrization of these functions, e.g. square root or logarithm. However, in this example we want to learn these functions from the data using a BART model. + ++++ + +## Model Specification + +We proceed to prepare the data for modeling. We are going to use the `budget` as the predictor and `sales` as the response. + +```{code-cell} ipython3 +X = df["youtube"].to_numpy().reshape(-1, 1) +Y = df["sales"].to_numpy() +``` + +Next, we specify the model. Note that we just need one BART distribution which can be vectorized to model both the mean and variance. We use a Gamma distribution as likelihood as we expect the sales to be positive. + +```{code-cell} ipython3 +with pm.Model() as model_marketing_full: + w = pmb.BART(name="w", X=X, Y=Y, m=200, shape=(2, n_obs)) + y = pm.Gamma(name="y", mu=w[0], sigma=pm.math.abs(w[1]), observed=Y) + +pm.model_to_graphviz(model=model_marketing_full) +``` + +We now fit the model. + +```{code-cell} ipython3 +with model_marketing_full: + idata_marketing_full = pm.sample(random_seed=rng) + posterior_predictive_marketing_full = pm.sample_posterior_predictive( + trace=idata_marketing_full, random_seed=rng + ) +``` + +## Results + +We can now visualize the posterior predictive distribution of the mean and the likelihood. + +```{code-cell} ipython3 +posterior_mean = idata_marketing_full.posterior["w"].mean(dim=("chain", "draw"))[0] + +w_hdi = az.hdi(ary=idata_marketing_full, group="posterior", var_names=["w"]) + +pps = az.extract( + posterior_predictive_marketing_full, group="posterior_predictive", var_names=["y"] +).T +``` + +```{code-cell} ipython3 +idx = np.argsort(X[:, 0]) + + +fig, ax = plt.subplots() +az.plot_hdi(x=X[:, 0], y=pps, ax=ax, fill_kwargs={"alpha": 0.3, "label": r"Likelihood $94\%$ HDI"}) +az.plot_hdi( + x=X[:, 0], + hdi_data=w_hdi["w"].sel(w_dim_0=0), + ax=ax, + fill_kwargs={"alpha": 0.6, "label": r"Mean $94\%$ HDI"}, +) +ax.plot(X[:, 0][idx], posterior_mean[idx], c="black", lw=3, label="Posterior Mean") +ax.plot(df["youtube"], df["sales"], "o", c="C0", label="Raw Data") +ax.legend(loc="upper left") +ax.set( + title="Sales as a function of Youtube budget - Posterior Predictive", + xlabel="budget", + ylabel="sales", +); +``` + +The fit looks good! In fact, we see that the mean and variance increase as a function of the budget. + ++++ + +## Authors +- Authored by [Juan Orduz](https://juanitorduz.github.io/) in February 2023 + ++++ + +## References +:::{bibliography} +:filter: docname in docnames +::: + ++++ + +## Watermark + +```{code-cell} ipython3 +:tags: [] + +%load_ext watermark +%watermark -n -u -v -iv -w -p pytensor +``` + +:::{include} ../page_footer.md +::: diff --git a/examples/data/marketing.csv b/examples/data/marketing.csv new file mode 100644 index 000000000..bd9e78a09 --- /dev/null +++ b/examples/data/marketing.csv @@ -0,0 +1,201 @@ +youtube;facebook;newspaper;sales +276,12;45,36;83,04;26,52 +53,40;47,16;54,12;12,48 +20,64;55,08;83,16;11,16 +181,80;49,56;70,20;22,20 +216,96;12,96;70,08;15,48 +10,44;58,68;90,00;8,64 +69,00;39,36;28,20;14,16 +144,24;23,52;13,92;15,84 +10,32;2,52;1,20;5,76 +239,76;3,12;25,44;12,72 +79,32;6,96;29,04;10,32 +257,64;28,80;4,80;20,88 +28,56;42,12;79,08;11,04 +117,00;9,12;8,64;11,64 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Significance Testing}, journal = {The Journal of Wildlife Management} } +@manual{kassambara2019datarium, + title = {datarium: Data Bank for Statistical Analysis and Visualization}, + author = {Alboukadel Kassambara}, + year = {2019}, + note = {R package version 0.1.0}, + url = {https://CRAN.R-project.org/package=datarium} +} @misc{kingma2014autoencoding, title = {Auto-Encoding Variational Bayes}, author = {Diederik P Kingma and Max Welling},