hierarchical_model_template
This template provides a complete workflow for Bayesian hierarchical models, useful for grouped/nested data (e.g., students within schools, patients within hospitals).
- Skills
- Scientific
- 0
What it does and how to use it
A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.
- Install the skill (command above).
- In Claude Code, describe what you need - the skill turns on by itself when the context fits.
- No commands to memorize: you talk in plain language and the skill does the rest.
Install (Claude Code)
mkdir -p .claude/skills/hierarchical-model-template && curl -fsSL https://doutorai.pt/data/lib/skills__hierarchical-model-template.md -o .claude/skills/hierarchical-model-template/SKILL.mdPaste this command into the terminal, in your project folder, and the component installs automatically.
Content
"""
PyMC Hierarchical/Multilevel Model Template
This template provides a complete workflow for Bayesian hierarchical models,
useful for grouped/nested data (e.g., students within schools, patients within hospitals).
Customize the sections marked with # TODO
"""
import pymc as pm
import arviz as az
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
# =============================================================================
# 1. DATA PREPARATION
# =============================================================================
# TODO: Load your data with group structure
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