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Last active April 28, 2022 12:10
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Data quality check for hierarchical linear data with outliers
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{
"cells": [
{
"cell_type": "markdown",
"id": "d4cb0652-9aad-4611-905e-98fd6dc6324f",
"metadata": {},
"source": [
"\n",
"# Data quality check for hierarchical linear data with outliers\n",
"\n",
"*Last updated: April 28, 2022*\n",
"\n",
"Follow along this notebook to build a simple Bayesian linear model using PyMC3, and how we can make it better in the presence of hierarchy and outliers in the data.\n",
"\n",
"\n",
"Requirements:\n",
"```\n",
"numpy==1.19.5\n",
"matplotlib==3.4.3\n",
"pandas==1.3.0\n",
"seaborn==0.11.2\n",
"scikit-learn==0.23.2\n",
"pymc3==3.11.4\n",
"arviz==0.11.2\n",
"```"
]
},
{
"cell_type": "markdown",
"id": "fdc2244a-82b1-4c0c-8907-659e10381327",
"metadata": {},
"source": [
"Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "7dd9f050-f8df-4aae-82a5-c09d953935bc",
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from sklearn.datasets import make_regression\n",
"import seaborn as sns\n",
"\n",
"import pymc3 as pm\n",
"import arviz as az\n",
"\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"RANDOM_SEED = 52041\n",
"rng = np.random.default_rng(RANDOM_SEED)\n",
"\n",
"sns.set_style(\"whitegrid\")"
]
},
{
"cell_type": "markdown",
"id": "e1f06467-2fc7-4dca-9da3-7b1e66a82704",
"metadata": {},
"source": [
"We'll make some toy data using scikit-learn's `make_regression` function."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7d771b8a-e5da-4c06-9c34-a4a6881c0397",
"metadata": {},
"outputs": [],
"source": [
"x, y = make_regression(\n",
" n_samples=40, \n",
" n_features=1, \n",
" noise=2., \n",
" effective_rank=1, \n",
" tail_strength=0.2, \n",
" random_state=52041\n",
")\n",
"x = x.flatten()\n",
"x_scaled = (x - x.mean()) / x.std()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ffaf45f6-a111-4357-b531-e89194e28fed",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 403.2x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(5.6, 4))\n",
"ax.plot(x_scaled, y, \"o\", ms=6, alpha=0.6,)\n",
"ax.set(xlabel=\"x (standardized)\", ylabel=\"y\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "7ac88b74-c913-4e25-984a-0b6ea188d86e",
"metadata": {},
"source": [
"# Bayesian linear model"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dcccf8cb-0d17-4424-84bd-2474abcf9fd0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [σ, β, α]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:04<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n"
]
}
],
"source": [
"coords = {\"obs_ind\": np.arange(len(x))}\n",
"\n",
"with pm.Model(coords=coords) as basic_linear_model:\n",
" # Data\n",
" x_data = pm.Data(\"x_data\", x_scaled)\n",
"\n",
" # Priors\n",
" alpha = pm.Normal(\"α\", 0, sigma=5)\n",
" beta = pm.Normal(\"β\", mu=0, sigma=2)\n",
" sigma = pm.HalfNormal(\"σ\", sigma=5)\n",
"\n",
" # Likelihood\n",
" likelihood = pm.Normal(\"y\", mu=alpha + beta * x_data, sigma=sigma, observed=y)\n",
"\n",
" # Inference\n",
" trace = pm.sample(1000, return_inferencedata=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "54437c9a-ba1e-45ef-adc1-d3572c5a9c3c",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(trace);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "78648d73-cf65-4ed0-8025-a3d389c904b4",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<graphviz.dot.Digraph at 0x7fdccea175e0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(basic_linear_model)"
]
},
{
"cell_type": "markdown",
"id": "93d465a2-9113-4364-a49d-e41d386b6049",
"metadata": {},
"source": [
"## How to make \"predictions\" on test data\n",
"\n",
"We want to see if new data points follow the linear pattern seen in old data."
]
},
{
"cell_type": "markdown",
"id": "1165de36-3f2e-4581-a862-a85a776eaab5",
"metadata": {},
"source": [
"First, we'll create some test data from the same distribution as the train data."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c47e17a7-4ef3-404b-a70b-1713c542b498",
"metadata": {},
"outputs": [],
"source": [
"x_test, y_test = make_regression(\n",
" n_samples=10, \n",
" n_features=1, \n",
" noise=2., \n",
" effective_rank=1, \n",
" tail_strength=0.2, \n",
" random_state=52041\n",
")\n",
"x_test = x_test.flatten()\n",
"x_test_scaled = (x_test - x.mean()) / x.std() # scale using training data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "dd4da73d-9fb2-494a-93b9-3f5ee80da56c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x_scaled, y)\n",
"plt.scatter(x_test_scaled, y_test, c=\"orange\");"
]
},
{
"cell_type": "markdown",
"id": "45003de1-95d3-47ef-a237-b3d5338e08ab",
"metadata": {},
"source": [
"We set the x values to test data, and sample from posterior predictive."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "18251f77-fc7a-40b4-a82d-21fb01e4024d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 00:14<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with basic_linear_model:\n",
" pm.set_data({\"x_data\": x_test_scaled})\n",
" ppc = pm.sample_posterior_predictive(trace, var_names=[\"α\", \"β\", \"y\"], random_seed=RANDOM_SEED)"
]
},
{
"cell_type": "markdown",
"id": "7a8f26e6",
"metadata": {},
"source": [
"Let's plot the test data, the mean value of posterior predictions, and the 95% highest density credible interval."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8b300f48-613a-4b1f-af82-da1b2123586d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 403.2x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(5.6, 4))\n",
"\n",
"ax.plot(x_test_scaled, y_test, \"o\", ms=4, alpha=0.4, label=\"Test data\")\n",
"ax.plot(x_test_scaled, ppc[\"y\"].mean(0), alpha=0.6, label=\"Mean posterior prediction\")\n",
"az.plot_hdi(\n",
" x_test_scaled,\n",
" ppc[\"y\"],\n",
" ax=ax,\n",
" fill_kwargs={\"alpha\": 0.3, \"label\": \"Posterior predictive 95% HDI\"},\n",
" hdi_prob=0.95,\n",
")\n",
"ax.legend(fontsize=8)\n",
"ax.set(xlabel=\"x\", ylabel=\"y\");"
]
},
{
"cell_type": "markdown",
"id": "a3addf01-c4a8-4a20-b099-f10fca05b4c4",
"metadata": {},
"source": [
"# Hierarchical data\n",
"\n",
"In our data, the linear relationships looked similar yet different across different groups. How might we deal with that?\n",
"\n",
"Let's first create some hierarchical toy data."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "11ff2692-8c34-4420-b707-e0cc65069130",
"metadata": {},
"outputs": [],
"source": [
"n_samples = 40\n",
"n_groups = 8\n",
"\n",
"# Sample parameters for each group\n",
"noises = np.random.normal(2., 1., size=n_groups)\n",
"tail_strengths = np.random.normal(0.2, 0.5, size=n_groups)\n",
"\n",
"xs, ys, group_ids, is_test = [], [], [], []\n",
"for i, (noise, tail_strength) in enumerate(zip(noises, tail_strengths)):\n",
" x, y = make_regression(\n",
" n_samples=n_samples, \n",
" n_features=1,\n",
" noise=noise,\n",
" effective_rank=1,\n",
" tail_strength=tail_strength, \n",
" )\n",
" xs.extend(x.flatten())\n",
" ys.extend(y + np.random.uniform(-10, 10))\n",
" group_ids.extend([i] * n_samples)\n",
" is_test.extend([False] * int(n_samples * 0.8) + [True] * int(n_samples * 0.2))\n",
"\n",
"data = pd.DataFrame(\n",
" {\"x\": xs, \"y\": ys, \"Group\": group_ids, \"is_test\": is_test}\n",
")\n",
"\n",
"data[\"x (scaled)\"] = (data.x - data.x.mean()) / data.x.std()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "dcfc9c37-1095-4c12-9d73-b0373e9eacfb",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=data, x=\"x (scaled)\", y=\"y\", hue=\"Group\", palette=\"deep\", alpha=0.8);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "46b8135e-2966-4224-9baf-6fb6174b9427",
"metadata": {},
"outputs": [],
"source": [
"train_data, test_data = data[~data.is_test], data[data.is_test]"
]
},
{
"cell_type": "markdown",
"id": "0e033ba6-f897-48f5-bc05-a74b92062b24",
"metadata": {},
"source": [
"## Uncentered\n",
"\n",
"We used the uncentered parametrization as this converged much better than the centered parametrization."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1691c581-c9fd-4bda-8a91-f4467dc0643a",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as hierarchical_model:\n",
" # 0. Data\n",
" x_data = pm.Data(\"x_data\", train_data['x (scaled)'])\n",
" group_index = pm.Data(\"group_idx\", train_data['Group'])\n",
"\n",
" # 1. Priors\n",
" # Parameters of global intercept\n",
" mu_alpha = pm.Normal(\"μ_α\", mu=0, sigma=2)\n",
" sigma_alpha = pm.HalfNormal(\"σ_α\", sigma=5)\n",
" # Parameters of global slope\n",
" mu_beta = pm.Normal(\"μ_β\", mu=1, sigma=2)\n",
" sigma_beta = pm.HalfNormal(\"σ_β\", sigma=5)\n",
" # Parameters for likelihood\n",
" sigma = pm.HalfNormal(\"σ\", 2)\n",
"\n",
" # 2. Likelihood\n",
" # uncentered parametrization of group-wise intercept\n",
" a_offset = pm.Normal(\"α_offset\", mu=0, sigma=1, shape=n_groups)\n",
" alpha = pm.Deterministic(\"α\", mu_alpha + a_offset * sigma_alpha)\n",
" # uncentered parametrization of group-wise slope\n",
" b_offset = pm.Normal(\"β_offset\", mu=0, sigma=1, shape=n_groups)\n",
" beta = pm.Deterministic(\"β\", mu_beta + b_offset * sigma_beta)\n",
"\n",
" y_pred = alpha[group_index] + beta[group_index] * x_data\n",
" likelihood = pm.Normal(\"likelihood\", mu=y_pred, sigma=sigma, observed=train_data.y)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "27f0fe40-7644-4009-a64d-dd2c779b615f",
"metadata": {},
"outputs": [
{
"data": {
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"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(hierarchical_model)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "9f699109-fd8d-456a-9c54-ad271f5589f4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [β_offset, α_offset, σ, σ_β, μ_β, σ_α, μ_α]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
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" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:29<00:00 Sampling 4 chains, 38 divergences]\n",
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"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 45 seconds.\n",
"There were 10 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 6 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 19 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
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" background: #F44336;\n",
" }\n",
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" 100.00% [4000/4000 00:24<00:00]\n",
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" "
],
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},
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],
"source": [
"with hierarchical_model:\n",
" # 3. Inference\n",
" trace = pm.sample(1000, return_inferencedata=True)\n",
" # 4. Test data\n",
" pm.set_data({\"x_data\": test_data['x (scaled)'], \"group_idx\": test_data['Group']})\n",
" # 5. Posterior predictive distribution\n",
" ppc = pm.sample_posterior_predictive(trace, var_names=[\"α\", \"β\", \"likelihood\"])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "70bb8bda-763d-4c53-98d5-91826d450612",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 806.4x1152 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(int(n_groups / 2), 2, figsize=(5.6* 2, 4*n_groups / 2))\n",
"\n",
"for group_id in range(n_groups):\n",
" i, j = group_id // 2, group_id % 2\n",
" ax = axes[i, j]\n",
"\n",
" test_group_mask = test_data['Group'] == group_id\n",
" train_group_mask = train_data['Group'] == group_id\n",
" \n",
" x_test = test_data.loc[test_group_mask, \"x (scaled)\"]\n",
" y_test = test_data[test_group_mask].y\n",
" \n",
" ax.plot(x_test, y_test, \"o\", ms=4, alpha=0.4, label=\"Test data\")\n",
" ax.plot(x_test, ppc[\"likelihood\"].mean(0)[test_group_mask], alpha=0.6, label=\"Mean posterior prediction\")\n",
" az.plot_hdi(\n",
" x_test,\n",
" ppc[\"likelihood\"][:, test_group_mask].reshape(4, 1000, -1),\n",
" ax=ax,\n",
" fill_kwargs={\"alpha\": 0.3, \"label\": \"Posterior predictive 95% HDI\"},\n",
" hdi_prob=0.95,\n",
" )\n",
"\n",
" ax.legend(fontsize=8)\n",
" ax.set(xlabel=\"x\", ylabel=\"y\")\n",
" ax.set_title(f\"Group {group_id}\")\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "4145f25d-4cd3-4c09-8659-56fc43b2509d",
"metadata": {},
"source": [
"## Centered\n",
"\n",
"We don't use this approach here, but here is the code in case you want to experiment."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "09549329-5528-4cea-b5d4-8294ae6a1b0e",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as hierarchical_model_centered:\n",
" # 0. Data\n",
" x_data = pm.Data(\"x_data\", train_data['x (scaled)'])\n",
" group_index = pm.Data(\"group_idx\", train_data['Group'])\n",
"\n",
" # 1. Priors\n",
" # Parameters of global intercept\n",
" mu_alpha = pm.Normal(\"μ_α\", mu=0, sigma=2)\n",
" sigma_alpha = pm.HalfNormal(\"σ_α\", sigma=5)\n",
" # Parameters of global slope\n",
" mu_beta = pm.Normal(\"μ_β\", mu=1, sigma=2)\n",
" sigma_beta = pm.HalfNormal(\"σ_β\", sigma=5)\n",
" # Parameters for likelihood\n",
" sigma = pm.HalfNormal(\"σ\", 2)\n",
"\n",
" # 2. Likelihood\n",
" # centered parametrization of group-wise intercept\n",
" alpha = pm.Normal(\"α\", mu_alpha, sigma_alpha, shape=n_groups)\n",
" # centered parametrization of group-wise slope\n",
" beta = pm.Normal(\"β\", mu_beta, sigma_beta, shape=n_groups)\n",
"\n",
" y_pred = alpha[train_data['Group']] + beta[train_data['Group']] * train_data['x (scaled)']\n",
" likelihood = pm.Normal(\"likelihood\", mu=y_pred, sigma=sigma, observed=train_data.y)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "2ebd9c75-33f6-41b6-8e10-a71be57a9d31",
"metadata": {},
"outputs": [
{
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},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(hierarchical_model_centered)"
]
},
{
"cell_type": "markdown",
"id": "9d27bf50-3265-4b77-ae11-afbe04ef5a3e",
"metadata": {},
"source": [
"# Robust regression\n",
"\n",
"## Data with outliers\n",
"\n",
"We'll create a hierarchical dataset with outliers. For each group 2~4 of the training data points are perturbed to create outliers."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "968394d2-4d1c-4007-a33b-86f45dd46246",
"metadata": {},
"outputs": [],
"source": [
"n_outliers = np.random.choice([2, 3, 4], size=n_groups, p=[0.2, 0.4, 0.4])\n",
"data_with_outliers = []\n",
"for group_id, group_data in data.groupby(\"Group\"):\n",
" group_data_with_outliers = group_data.copy()\n",
" outlier_idx = np.random.choice(group_data.index[(group_data.y.abs() > 2) & (~group_data.is_test)], size=n_outliers[group_id], replace=False)\n",
" group_data_with_outliers.loc[outlier_idx, \"y\"] *= np.random.uniform(1.75, 3)\n",
" group_data_with_outliers[\"is_outlier\"] = 0\n",
" group_data_with_outliers.loc[outlier_idx, \"is_outlier\"] = 1\n",
" data_with_outliers.append(group_data_with_outliers)\n",
"\n",
"data_with_outliers = pd.concat(data_with_outliers)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "5bf07272-4a3d-4cbb-a188-477dc1203b50",
"metadata": {},
"outputs": [
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",
"text/plain": [
"<Figure size 1200.5x720 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(x='x (scaled)', y='y', hue='is_outlier', data=data_with_outliers, col='Group', col_wrap=4, aspect=0.8)\n",
"plt.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "78e0ab54-ea8b-4c03-83d2-002f1b24d1c8",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>Group</th>\n",
" <th>is_test</th>\n",
" <th>x (scaled)</th>\n",
" <th>is_outlier</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>-0.156005</td>\n",
" <td>-6.993887</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>-0.973939</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>0.194671</td>\n",
" <td>13.366303</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>1.240607</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>-0.072983</td>\n",
" <td>1.418553</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>-0.449646</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>-0.103368</td>\n",
" <td>-2.750358</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>-0.641534</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>0.030278</td>\n",
" <td>1.967383</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" <td>0.202452</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>315</th>\n",
" <td>0.250489</td>\n",
" <td>23.317877</td>\n",
" <td>7</td>\n",
" <td>True</td>\n",
" <td>1.593097</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>316</th>\n",
" <td>0.049452</td>\n",
" <td>14.292761</td>\n",
" <td>7</td>\n",
" <td>True</td>\n",
" <td>0.323539</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>317</th>\n",
" <td>-0.200286</td>\n",
" <td>-9.895330</td>\n",
" <td>7</td>\n",
" <td>True</td>\n",
" <td>-1.253574</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>318</th>\n",
" <td>-0.045842</td>\n",
" <td>5.865672</td>\n",
" <td>7</td>\n",
" <td>True</td>\n",
" <td>-0.278253</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>319</th>\n",
" <td>0.310805</td>\n",
" <td>27.237977</td>\n",
" <td>7</td>\n",
" <td>True</td>\n",
" <td>1.973998</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>64 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" x y Group is_test x (scaled) is_outlier\n",
"32 -0.156005 -6.993887 0 True -0.973939 0\n",
"33 0.194671 13.366303 0 True 1.240607 0\n",
"34 -0.072983 1.418553 0 True -0.449646 0\n",
"35 -0.103368 -2.750358 0 True -0.641534 0\n",
"36 0.030278 1.967383 0 True 0.202452 0\n",
".. ... ... ... ... ... ...\n",
"315 0.250489 23.317877 7 True 1.593097 0\n",
"316 0.049452 14.292761 7 True 0.323539 0\n",
"317 -0.200286 -9.895330 7 True -1.253574 0\n",
"318 -0.045842 5.865672 7 True -0.278253 0\n",
"319 0.310805 27.237977 7 True 1.973998 0\n",
"\n",
"[64 rows x 6 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_with_outliers[data_with_outliers.is_test]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "cfcca4bf-20d7-421a-99ca-6e0a7bf13fb8",
"metadata": {},
"outputs": [],
"source": [
"train_data, test_data = data_with_outliers[~data_with_outliers.is_test], data_with_outliers[data_with_outliers.is_test]"
]
},
{
"cell_type": "markdown",
"id": "62e8284a-e1c5-46d9-bfb6-1a817bf602f1",
"metadata": {},
"source": [
"Let's see how the hierarchical linear model will do with outliers."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "ef15a8f8-295d-4e39-85fb-2f03f7ecb441",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [β_offset, α_offset, σ, σ_β, μ_β, σ_α, μ_α]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:11<00:00 Sampling 4 chains, 7 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n",
"There were 5 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 00:25<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with pm.Model() as hierarchical_model_with_outliers:\n",
" # 0. Data\n",
" x_data = pm.Data(\"x_data\", train_data['x (scaled)'])\n",
" group_index = pm.Data(\"group_idx\", train_data.Group)\n",
"\n",
" # 1. Priors\n",
" # Parameters of global intercept\n",
" mu_alpha = pm.Normal(\"μ_α\", mu=0, sigma=2)\n",
" sigma_alpha = pm.HalfNormal(\"σ_α\", sigma=5)\n",
" # Parameters of global slope\n",
" mu_beta = pm.Normal(\"μ_β\", mu=1, sigma=2)\n",
" sigma_beta = pm.HalfNormal(\"σ_β\", sigma=5)\n",
" # Parameters for likelihood\n",
" sigma = pm.HalfNormal(\"σ\", 2)\n",
"\n",
" # 2. Likelihood\n",
" # uncentered parametrization of group-wise intercept\n",
" a_offset = pm.Normal(\"α_offset\", mu=0, sigma=1, shape=n_groups)\n",
" alpha = pm.Deterministic(\"α\", mu_alpha + a_offset * sigma_alpha)\n",
" # uncentered parametrization of group-wise slope\n",
" b_offset = pm.Normal(\"β_offset\", mu=0, sigma=1, shape=n_groups)\n",
" beta = pm.Deterministic(\"β\", mu_beta + b_offset * sigma_beta)\n",
"\n",
" y_pred = alpha[group_index] + beta[group_index] * x_data\n",
" likelihood = pm.Normal(\"likelihood\", mu=y_pred, sigma=sigma, observed=train_data.y)\n",
" \n",
" # 3. Inference!\n",
" trace = pm.sample(1000, return_inferencedata=True)\n",
" # 4. Test data\n",
" pm.set_data({\"x_data\": test_data['x (scaled)'], \"group_idx\": test_data.Group})\n",
" # 5. Posterior predictive distribution\n",
" ppc = pm.sample_posterior_predictive(trace, var_names=[\"α\", \"β\", \"likelihood\"])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "226d3354-1382-490a-b1bf-c95102d7bca9",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 806.4x1152 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(int(n_groups / 2), 2, figsize=(5.6* 2, 4*n_groups / 2))\n",
"\n",
"for group_id in range(n_groups):\n",
" i, j = group_id // 2, group_id % 2\n",
" ax = axes[i, j]\n",
"\n",
" test_group_mask = test_data.Group == group_id\n",
" train_group_mask = train_data.Group == group_id\n",
" \n",
" x_test = test_data[test_group_mask]['x (scaled)']\n",
" y_test = test_data[test_group_mask].y\n",
" \n",
" ax.plot(x_test, y_test, \"o\", ms=4, alpha=0.4, label=\"Test data\")\n",
" ax.plot(train_data[train_group_mask]['x (scaled)'], train_data[train_group_mask].y, \"o\", ms=4, alpha=0.4, c=\"tab:red\", label=\"Train data\")\n",
" ax.plot(x_test, ppc[\"likelihood\"].mean(0)[test_group_mask], alpha=0.6, label=\"Mean posterior prediction\")\n",
" az.plot_hdi(\n",
" x_test,\n",
" ppc[\"likelihood\"][:, test_group_mask].reshape(4, 1000, -1),\n",
" ax=ax,\n",
" fill_kwargs={\"alpha\": 0.3, \"label\": \"Posterior predictive 95% HDI\"},\n",
" hdi_prob=0.95,\n",
" )\n",
"\n",
" ax.legend(fontsize=8)\n",
" ax.set(xlabel=\"x\", ylabel=\"y\")\n",
" ax.set_title(f\"Group {group_id}\")\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "b9eaa59e-7b9a-403d-b0d6-ef942880938d",
"metadata": {},
"source": [
"Especially in the case of Group 3, we see the model tilting slightly upwards to fit the three outliers.\n",
"\n",
"\n",
"We can use Student's T likelihood to make our model more robust."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "d88f2022-5be0-475a-95b4-59225209364d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">NUTS: [β_offset, α_offset, σ, σ_β, μ_β, σ_α, μ_α]\n",
">Metropolis: [nu]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:36<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 49 seconds.\n",
"The number of effective samples is smaller than 10% for some parameters.\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 00:34<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with pm.Model() as robust_hierarchical_model:\n",
" # 0. Data\n",
" x_data = pm.Data(\"x_data\", train_data['x (scaled)'])\n",
" group_index = pm.Data(\"group_idx\", train_data.Group)\n",
"\n",
" # 1. Priors\n",
" # Parameters of global intercept\n",
" mu_alpha = pm.Normal(\"μ_α\", mu=0, sigma=2)\n",
" sigma_alpha = pm.HalfNormal(\"σ_α\", sigma=5)\n",
" # Parameters of global slope\n",
" mu_beta = pm.Normal(\"μ_β\", mu=1, sigma=2)\n",
" sigma_beta = pm.HalfNormal(\"σ_β\", sigma=5)\n",
" # Parameters for likelihood\n",
" nu = pm.Poisson(\"nu\", mu=1, testval=1)\n",
" sigma = pm.HalfNormal(\"σ\", 2)\n",
" \n",
" # 2. Likelihood\n",
" # uncentered parametrization of group-wise intercept\n",
" a_offset = pm.Normal(\"α_offset\", mu=0, sigma=1, shape=n_groups)\n",
" alpha = pm.Deterministic(\"α\", mu_alpha + a_offset * sigma_alpha)\n",
" # uncentered parametrization of group-wise slope\n",
" b_offset = pm.Normal(\"β_offset\", mu=0, sigma=1, shape=n_groups)\n",
" beta = pm.Deterministic(\"β\", mu_beta + b_offset * sigma_beta)\n",
"\n",
" y_pred = alpha[group_index] + beta[group_index] * x_data\n",
" likelihood = pm.StudentT(\"likelihood\", mu=y_pred, sigma=sigma, nu=nu, observed=train_data.y)\n",
" \n",
" # 3. Inference!\n",
" trace = pm.sample(1000, return_inferencedata=True)\n",
" \n",
" # 4. Test data\n",
" pm.set_data({\"x_data\": test_data['x (scaled)'], \"group_idx\": test_data.Group})\n",
" \n",
" # 5. Posterior predictive distribution\n",
" ppc_robust = pm.sample_posterior_predictive(trace, var_names=[\"α\", \"β\", \"likelihood\"])"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "2890268a-6a33-4e79-b793-fc81c3584312",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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