{"library":"scikit-misc","title":"scikit-misc","description":"scikit-misc is a Python library providing a collection of miscellaneous tools for data analysis and scientific computing. It includes algorithms that were once part of SciPy's `scipy.misc` module but were removed or deemed unstable, now offered in a more robust form. The library is currently at version 0.5.2 and maintains an active development and release cadence, requiring Python >=3.10.","language":"python","status":"active","last_verified":"Mon May 18","install":{"commands":["pip install scikit-misc"],"cli":null},"imports":["from skmisc.loess import loess"],"auth":{"required":false,"env_vars":[]},"quickstart":{"code":"import numpy as np\nfrom skmisc.loess import loess\n\n# Generate some sample data\nx = np.linspace(0, 10, 100)\ny = np.sin(x) + np.random.normal(0, 0.5, 100)\n\n# Fit a LOESS model\nmodel = loess(x, y)\nmodel.fit()\n\n# Get smoothed predictions and statistics\npred = model.predict(x).values\n\nprint(f\"First 5 original y values: {y[:5]}\")\nprint(f\"First 5 smoothed y values: {pred[:5]}\")","lang":"python","description":"This example demonstrates how to use the `loess` function from `skmisc.loess` to perform locally-weighted regression on a sample dataset, generating smoothed predictions.","tag":null,"tag_description":null,"last_tested":null,"results":[]},"compatibility":{"tag":null,"tag_description":null,"last_tested":"2026-05-18","installed_version":"0.3.1","pypi_latest":"0.5.2","is_stale":true,"summary":{"python_range":"3.10–3.9","success_rate":50,"avg_install_s":3.7,"avg_import_s":0.35,"wheel_type":"wheel"},"results":[{"runtime":"python:3.10-alpine","python_version":"3.10","os_libc":"alpine (musl)","variant":"scikit-misc","exit_code":1,"wheel_type":null,"failure_reason":"build_error","import_side_effects":null,"install_time_s":null,"import_time_s":null,"mem_mb":null,"disk_size":null},{"runtime":"python:3.10-slim","python_version":"3.10","os_libc":"slim (glibc)","variant":"scikit-misc","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":3.6,"import_time_s":0.26,"mem_mb":9.4,"disk_size":"86M"},{"runtime":"python:3.11-alpine","python_version":"3.11","os_libc":"alpine (musl)","variant":"scikit-misc","exit_code":1,"wheel_type":null,"failure_reason":"build_error","import_side_effects":null,"install_time_s":null,"import_time_s":null,"mem_mb":null,"disk_size":null},{"runtime":"python:3.11-slim","python_version":"3.11","os_libc":"slim (glibc)","variant":"scikit-misc","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":3.5,"import_time_s":0.39,"mem_mb":10.5,"disk_size":"93M"},{"runtime":"python:3.12-alpine","python_version":"3.12","os_libc":"alpine (musl)","variant":"scikit-misc","exit_code":1,"wheel_type":null,"failure_reason":"build_error","import_side_effects":null,"install_time_s":null,"import_time_s":null,"mem_mb":null,"disk_size":null},{"runtime":"python:3.12-slim","python_version":"3.12","os_libc":"slim (glibc)","variant":"scikit-misc","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":3.3,"import_time_s":0.4,"mem_mb":10.3,"disk_size":"81M"},{"runtime":"python:3.13-alpine","python_version":"3.13","os_libc":"alpine (musl)","variant":"scikit-misc","exit_code":1,"wheel_type":null,"failure_reason":"build_error","import_side_effects":null,"install_time_s":null,"import_time_s":null,"mem_mb":null,"disk_size":null},{"runtime":"python:3.13-slim","python_version":"3.13","os_libc":"slim (glibc)","variant":"scikit-misc","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":3.4,"import_time_s":0.35,"mem_mb":10.1,"disk_size":"81M"},{"runtime":"python:3.9-alpine","python_version":"3.9","os_libc":"alpine (musl)","variant":"scikit-misc","exit_code":1,"wheel_type":null,"failure_reason":"build_error","import_side_effects":null,"install_time_s":null,"import_time_s":null,"mem_mb":null,"disk_size":null},{"runtime":"python:3.9-slim","python_version":"3.9","os_libc":"slim (glibc)","variant":"scikit-misc","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"broken","install_time_s":4.5,"import_time_s":null,"mem_mb":null,"disk_size":"130M"}]}}