TimeScope

Simple Python library written in Rust for analyzing and scoping out patterns in time series data. This is a pet project to practice programming in Rust and currently only contains two algorithms:

ED-Pelt change point detection
Steady State detection (based on change points)

Install

pip install timescope

Example Use

from timescope import TimeSeriesData, cpd_ed_pelt, ssd_cpd

A = [0, 0, 0, 0, 10, 10, 10, 10, 10, 0, 0, 0, 0]
B = list(range(len(A)))

cps = cpd_ed_pelt(A, 1)
print(f"change points: {cps}")
# change points: [4, 9]

ts = TimeSeriesData(B, A)
print(ts)
# TimeSeriesData(
#   time=[0, 1, ..., 11, 12],
#   data=[0, 0, ..., 0, 0],
#   granularity=1,
#   is_step=false
# )

resampled_ts = ts.equally_spaced_resampling()
print(resampled_ts.slice(3, 6))
# TimeSeriesData(
#   time=[3, 4, 5, 6],
#   data=[0, 10, 10, 10],
#   granularity=1,
#   is_step=false
# )

ss_map = ssd_cpd(resampled_ts, 1, 1.0, -1.0)
print(f"steady state map: {ss_map.data}")
# steady state map: [1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0]

For more comprehensive examples, check the notebooks folder.

Metadata

Release files for timescope 0.1.1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for timescope 0.1.1
File	Size	Uploaded
timescope-0.1.1.tar.gz	25.3 kB	Apr 4, 2023	Details

Built distributions (wheels)

Table of built distributions (wheels) for timescope 0.1.1
File	Interpreter	ABI	Platform	Reset
timescope-0.1.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.1 MB Apr 4, 2023	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ x86-64	Details
timescope-0.1.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 1.1 MB Apr 4, 2023	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARM64	Details
timescope-0.1.1-pp39-pypy39_pp73-macosx_10_7_x86_64.whl 293.3 kB Apr 4, 2023	PyPy 3.9	PyPy 3.9 7.3	macOS 10.7+ x86-64	Details
timescope-0.1.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.1 MB Apr 4, 2023	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ x86-64	Details
timescope-0.1.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 1.1 MB Apr 4, 2023	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ ARM64	Details
timescope-0.1.1-pp38-pypy38_pp73-macosx_10_7_x86_64.whl 293.2 kB Apr 4, 2023	PyPy 3.8	PyPy 3.8 7.3	macOS 10.7+ x86-64	Details
timescope-0.1.1-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.1 MB Apr 4, 2023	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ x86-64	Details
timescope-0.1.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 1.1 MB Apr 4, 2023	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ ARM64	Details
timescope-0.1.1-pp37-pypy37_pp73-macosx_10_7_x86_64.whl 296.5 kB Apr 4, 2023	PyPy 3.7	PyPy 3.7 7.3	macOS 10.7+ x86-64	Details
timescope-0.1.1-cp37-abi3-win_amd64.whl 165.6 kB Apr 4, 2023	CPython 3.7	abi3	Windows x86-64	Details
timescope-0.1.1-cp37-abi3-win32.whl 164.0 kB Apr 4, 2023	CPython 3.7	abi3	Windows x86-32	Details
timescope-0.1.1-cp37-abi3-musllinux_1_2_x86_64.whl 1.3 MB Apr 4, 2023	CPython 3.7	abi3	Linux musl 1.2+ x86-64	Details
timescope-0.1.1-cp37-abi3-musllinux_1_2_i686.whl 1.3 MB Apr 4, 2023	CPython 3.7	abi3	Linux musl 1.2+ x86-32	Details
timescope-0.1.1-cp37-abi3-musllinux_1_2_armv7l.whl 1.4 MB Apr 4, 2023	CPython 3.7	abi3	Linux musl 1.2+ ARMv7l	Details
timescope-0.1.1-cp37-abi3-musllinux_1_2_aarch64.whl 1.3 MB Apr 4, 2023	CPython 3.7	abi3	Linux musl 1.2+ ARM64	Details
timescope-0.1.1-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.1 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.17+ x86-64	Details
timescope-0.1.1-cp37-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl 1.3 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.17+ IBM System/390x	Details
timescope-0.1.1-cp37-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 1.2 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.17+ PowerPC 64-le	Details
timescope-0.1.1-cp37-abi3-manylinux_2_17_ppc64.manylinux2014_ppc64.whl 1.2 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.17+ PowerPC 64-be	Details
timescope-0.1.1-cp37-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 1.1 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.17+ ARMv7l	Details
timescope-0.1.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 1.1 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.17+ ARM64	Details
timescope-0.1.1-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.whl 1.1 MB Apr 4, 2023	CPython 3.7	abi3	Linux glibc 2.5+ x86-32	Details
timescope-0.1.1-cp37-abi3-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl 576.9 kB Apr 4, 2023	CPython 3.7	abi3	macOS 10.9+ x86-64, macOS 11.0+ ARM64, macOS 10.9+ universal2 (ARM64, x86-64)	Details
timescope-0.1.1-cp37-abi3-macosx_10_7_x86_64.whl 295.6 kB Apr 4, 2023	CPython 3.7	abi3	macOS 10.7+ x86-64	Details

Total release size: 22.4 MB

Release files / timescope-0.1.1.tar.gz

Download URL	timescope-0.1.1.tar.gz
Size	25.3 kB
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Download URL	timescope-0.1.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Download URL	timescope-0.1.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Tags	Linux glibc 2.17+ ARM64 PyPy 3.8 PyPy 3.8 7.3
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Size	293.2 kB
Tags	PyPy 3.8 PyPy 3.8 7.3 macOS 10.7+ x86-64
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Release files / timescope-0.1.1-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	timescope-0.1.1-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	1.1 MB
Tags	Linux glibc 2.17+ x86-64 PyPy 3.7 PyPy 3.7 7.3
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Release files / timescope-0.1.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	timescope-0.1.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Tags	Linux glibc 2.17+ ARM64 PyPy 3.7 PyPy 3.7 7.3
SHA-256 checksum How to use checksums	`03713fdfecffad76368a1ea28562a8802c24894e97d854f27087b2ae490a1870`
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Release files / timescope-0.1.1-pp37-pypy37_pp73-macosx_10_7_x86_64.whl

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Size	296.5 kB
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Release files / timescope-0.1.1-cp37-abi3-win_amd64.whl

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Release files / timescope-0.1.1-cp37-abi3-musllinux_1_2_x86_64.whl

Download URL	timescope-0.1.1-cp37-abi3-musllinux_1_2_x86_64.whl
Size	1.3 MB
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Download URL	timescope-0.1.1-cp37-abi3-musllinux_1_2_i686.whl
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Size	1.4 MB
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Download URL	timescope-0.1.1-cp37-abi3-musllinux_1_2_aarch64.whl
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Size	1.2 MB
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Upload date	Apr 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.11.2`

Release files / timescope-0.1.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	timescope-0.1.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	1.1 MB
Tags	CPython 3.7 Linux glibc 2.17+ ARM64 abi3
SHA-256 checksum How to use checksums	`7d93417f7582f6e41680706d2d0c0fdbf0fdfd6543e74382fec15221f938dfa8`
BLAKE2b-256 checksum How to use checksums	`c7a98b7317940a3a44bee9af28f9dadf7a4f92d77788eaf2bb062067551c27cf`
Upload date	Apr 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.11.2`

Release files / timescope-0.1.1-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	timescope-0.1.1-cp37-abi3-manylinux_2_5_i686.manylinux1_i686.whl
Size	1.1 MB
Tags	CPython 3.7 Linux glibc 2.5+ x86-32 abi3
SHA-256 checksum How to use checksums	`b1bd8746aba7bfa6022117c64d0ca848281fd0b1b8ade5ba4c16bf9caae1cb62`
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Upload date	Apr 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.11.2`

Release files / timescope-0.1.1-cp37-abi3-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl

Download URL	timescope-0.1.1-cp37-abi3-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl
Size	576.9 kB
Tags	CPython 3.7 abi3 macOS 10.9+ universal2 (ARM64, x86-64) macOS 10.9+ x86-64 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`e676f474b5c609e6ee54a82cf97968d08ee11d054e2c096130e6b02d25fcf349`
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Upload date	Apr 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.11.2`

Release files / timescope-0.1.1-cp37-abi3-macosx_10_7_x86_64.whl

Download URL	timescope-0.1.1-cp37-abi3-macosx_10_7_x86_64.whl
Size	295.6 kB
Tags	CPython 3.7 abi3 macOS 10.7+ x86-64
SHA-256 checksum How to use checksums	`97b270acdd6f4d8d727cd55be6e124c61a0e433622a9af3a5717c9e8b61945a9`
BLAKE2b-256 checksum How to use checksums	`d3c66801be0237657e87ca682551aac567a156b4df129ade1229313b2df01752`
Upload date	Apr 4, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.2 CPython/3.11.2`

Release history Release notifications | RSS feed

This release

0.1.1 This release

Apr 4, 2023 25 release files

0.1.0

Mar 10, 2023 25 release files

timescope 0.1.1