{"library":"pygam","title":"Generalized Additive Models in Python (pyGAM)","description":"pyGAM is a Python library for building Generalized Additive Models (GAMs), emphasizing modularity and performance. It extends generalized linear models by allowing non-linear functions of features using penalized B-splines while maintaining additivity, making models both flexible and interpretable. The current stable version is 0.12.0. It is actively maintained with a focus on compatibility and contributions are welcome.","language":"python","status":"active","last_verified":"Sun May 17","install":{"commands":["pip install pygam"],"cli":null},"imports":["from pygam import LinearGAM","from pygam import LogisticGAM","from pygam import PoissonGAM","from pygam import s","from pygam import f","from pygam import te"],"auth":{"required":false,"env_vars":[]},"quickstart":{"code":"import numpy as np\nfrom pygam import LinearGAM, s, f\nfrom pygam.datasets import wage\n\nX, y = wage() # Load example data\n\n# Define a GAM with a spline term for features 0 and 1, and a factor term for feature 2\ngam = LinearGAM(s(0) + s(1) + f(2))\n\n# Fit the model\ngam.fit(X, y)\n\n# Print a summary of the model fit\nprint(gam.summary())\n\n# Example of predicting (using dummy data for simplicity)\ndummy_X = np.array([[10, 20, 1], [15, 25, 0]])\npredictions = gam.predict(dummy_X)\nprint(f\"Predictions for dummy data: {predictions}\")","lang":"python","description":"This quickstart demonstrates how to install pyGAM, load an example dataset, define a LinearGAM with spline and factor terms, fit the model to the data, and then print a statistical summary. It also includes a basic prediction example.","tag":null,"tag_description":null,"last_tested":null,"results":[]},"compatibility":{"tag":null,"tag_description":null,"last_tested":"2026-05-17","installed_version":"0.10.1","pypi_latest":"0.12.0","is_stale":true,"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":7.4,"avg_import_s":2.21,"wheel_type":"wheel"},"results":[{"runtime":"python:3.10-alpine","python_version":"3.10","os_libc":"alpine (musl)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":null,"import_time_s":2,"mem_mb":40.8,"disk_size":"232.5M"},{"runtime":"python:3.10-slim","python_version":"3.10","os_libc":"slim (glibc)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":7.2,"import_time_s":1.54,"mem_mb":40.8,"disk_size":"224M"},{"runtime":"python:3.11-alpine","python_version":"3.11","os_libc":"alpine (musl)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":null,"import_time_s":2.72,"mem_mb":46.7,"disk_size":"252.2M"},{"runtime":"python:3.11-slim","python_version":"3.11","os_libc":"slim (glibc)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":7.1,"import_time_s":2.49,"mem_mb":46.7,"disk_size":"240M"},{"runtime":"python:3.12-alpine","python_version":"3.12","os_libc":"alpine (musl)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":null,"import_time_s":2.57,"mem_mb":45.8,"disk_size":"238.0M"},{"runtime":"python:3.12-slim","python_version":"3.12","os_libc":"slim (glibc)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":7.2,"import_time_s":2.73,"mem_mb":45.8,"disk_size":"226M"},{"runtime":"python:3.13-alpine","python_version":"3.13","os_libc":"alpine (musl)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":null,"import_time_s":2.38,"mem_mb":46.5,"disk_size":"237.0M"},{"runtime":"python:3.13-slim","python_version":"3.13","os_libc":"slim (glibc)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":7.2,"import_time_s":2.48,"mem_mb":46.5,"disk_size":"225M"},{"runtime":"python:3.9-alpine","python_version":"3.9","os_libc":"alpine (musl)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":null,"import_time_s":1.67,"mem_mb":39.7,"disk_size":"234.7M"},{"runtime":"python:3.9-slim","python_version":"3.9","os_libc":"slim (glibc)","variant":"pygam","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":8.1,"import_time_s":1.56,"mem_mb":39.7,"disk_size":"231M"}]}}