{"library":"pyts","title":"pyts","description":"pyts is a Python package dedicated to time series classification. It provides preprocessing and utility tools, along with implementations of various time series classification algorithms. The library maintains an active development status, with major versions often introducing new Python support and algorithms, currently at version 0.13.0.","language":"python","status":"active","last_verified":"Mon May 18","install":{"commands":["pip install pyts"],"cli":null},"imports":["from pyts.classification import TimeSeriesForest","from pyts.bag_of_words import BagOfWords","from pyts.bag_of_words import WordExtractor","from pyts.datasets import load_gunpoint","from pyts.preprocessing import StandardScaler","from pyts.transformation import BOSS"],"auth":{"required":false,"env_vars":[]},"quickstart":{"code":"import numpy as np\nfrom pyts.datasets import load_gunpoint\nfrom pyts.classification import TimeSeriesForest\n\n# Load the GunPoint dataset\nX_train, X_test, y_train, y_test = load_gunpoint(return_X_y=True)\n\n# Initialize and train the Time Series Forest classifier\nclf = TimeSeriesForest(random_state=43)\nclf.fit(X_train, y_train)\n\n# Evaluate the classifier\naccuracy = clf.score(X_test, y_test)\nprint(f\"Accuracy of TimeSeriesForest: {accuracy:.4f}\")","lang":"python","description":"This quickstart loads the 'GunPoint' dataset, initializes a `TimeSeriesForest` classifier, trains it on the training data, and evaluates its accuracy on the test set. This demonstrates a common workflow for time series classification using `pyts`.","tag":null,"tag_description":null,"last_tested":null,"results":[]},"compatibility":{"tag":null,"tag_description":null,"last_tested":"2026-05-18","installed_version":"0.13.0","pypi_latest":"0.13.0","is_stale":false,"summary":{"python_range":"3.10–3.9","success_rate":50,"avg_install_s":12.9,"avg_import_s":4.36,"wheel_type":"wheel"},"results":[{"runtime":"python:3.10-alpine","python_version":"3.10","os_libc":"alpine (musl)","variant":"pyts","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":"pyts","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":12.3,"import_time_s":2.85,"mem_mb":65.7,"disk_size":"470M"},{"runtime":"python:3.11-alpine","python_version":"3.11","os_libc":"alpine (musl)","variant":"pyts","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":"pyts","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":12.4,"import_time_s":4.89,"mem_mb":79.7,"disk_size":"495M"},{"runtime":"python:3.12-alpine","python_version":"3.12","os_libc":"alpine (musl)","variant":"pyts","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":"pyts","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":13,"import_time_s":5.71,"mem_mb":78.2,"disk_size":"478M"},{"runtime":"python:3.13-alpine","python_version":"3.13","os_libc":"alpine (musl)","variant":"pyts","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":"pyts","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":12.9,"import_time_s":5.1,"mem_mb":77.5,"disk_size":"476M"},{"runtime":"python:3.9-alpine","python_version":"3.9","os_libc":"alpine (musl)","variant":"pyts","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":"pyts","exit_code":0,"wheel_type":"wheel","failure_reason":null,"import_side_effects":"clean","install_time_s":13.7,"import_time_s":3.23,"mem_mb":62,"disk_size":"453M"}]}}