Skip to main content

fast-forward logo

Python

Fast, Robust, Rust-powered Positional Tracking Data Loading for Football Analytics

FASTFORWARD Supports 11 positional tracking data providers: SecondSpectrum, SkillCorner, Sportec, Tracab, HawkEye, GradientSports, Signality, StatsPerform, RespoVision, OptaVision. Additionally, it supports the Common Data Format.

This project owes a depth of gratitude to Kloppy and all its contributors.

⚠️ STATUS: This project is currently in Beta. Only the Python bindings are available (not the Rust code). Please try it, and report any issues here.

❓ ENQUIRIES: If you work for a (skeletal) tracking provider, or have access to (skeletal) tracking data from an unsupported provider and would like to see support for your data, please contact me at joris at unravelsports dot com.

Installation

pip install fast-forward-football

Usage

from fastforward import secondspectrum, skillcorner, sportec, tracab, hawkeye, cdf, gradientsports, signality, statsperform, respovision, optavision

# Load tracking data (example with SecondSpectrum)
dataset = secondspectrum.load_tracking(
    raw_data="tracking.jsonl",
    meta_data="metadata.json",
    layout="long",           # "long", "long_ball", "wide"
    coordinates="cdf",       # Coordinate system
    orientation="static_home_away",
    only_alive=True,
)

# Access data via properties
tracking_df = dataset.tracking    # pl.DataFrame 
metadata_df = dataset.metadata    # Match metadata
teams_df = dataset.teams          # Team info
players_df = dataset.players      # Player info
periods_df = dataset.periods      # Period info

Provider Support

Provider Tracking Data Public Data Docs Notes
CDF ✓ ↗
GradientSports ✓ ↗ ↗ Formerly PFF
Hawkeye (2D) ✓ ↗ Joint tracking data is not yet supported
OptaVision ✓ StatsPerform FIFA EPTS format
RespoVision ✓ ↗ Includes support for v1 data
SecondSpectrum ✓ ↗
Signality ✓ ↗
SkillCorner ✓ ↗ ↗ Includes support for v3 data
Sportec ✓ ↗ ↗
Stats Perform ✓ ↗ Includes support for MA1, MA3, and MA25 data feeds
Tracab ✓ ↗

Benchmarks

Load Time

Repository conventions

  • /internal_docs/ is a working-drafts directory. It is gitignored and never published to the docs site. Put any in-progress notes or analyses there instead of under docs/.

Metadata

Release files for fast-forward-football 0.1.3

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

Built distributions (wheels)

Table of built distributions (wheels) for fast-forward-football 0.1.3
File
fast_forward_football-0.1.3-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
fast_forward_football-0.1.3-cp313-cp313-manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64 Details
fast_forward_football-0.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
fast_forward_football-0.1.3-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
fast_forward_football-0.1.3-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
fast_forward_football-0.1.3-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
fast_forward_football-0.1.3-cp312-cp312-manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64 Details
fast_forward_football-0.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
fast_forward_football-0.1.3-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
fast_forward_football-0.1.3-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
fast_forward_football-0.1.3-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
fast_forward_football-0.1.3-cp311-cp311-manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ ARM64 Details
fast_forward_football-0.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
fast_forward_football-0.1.3-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
fast_forward_football-0.1.3-cp311-cp311-macosx_10_12_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details

Total release size: 274.8 MB

Release files / fast_forward_football-0.1.3-cp313-cp313-win_amd64.whl

Download URL fast_forward_football-0.1.3-cp313-cp313-win_amd64.whl
Size 19.3 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
57bb5e68be976908bf24daa388aedd723581516d1c2f495c22759ad0220c13f6
BLAKE2b-256 checksum
How to use checksums
72df0e73b12d0f204fea005a4e955c532ca843fdd7b579ee687644c9d2763005
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp313-cp313-manylinux_2_28_aarch64.whl

Download URL fast_forward_football-0.1.3-cp313-cp313-manylinux_2_28_aarch64.whl
Size 16.5 MB
Tags CPython 3.13 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
fd9d13937b2a9678f6dfa2847bc5e1a14b5d89959e520fe34971192a45e06821
BLAKE2b-256 checksum
How to use checksums
46eb4639bb09beed9ef0df0b9c790c46c75da27db0337432e7bc9f1953ca8ed5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL fast_forward_football-0.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 19.4 MB
Tags CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
2db2776b011a7a71daab431dc83a31ed800194aace99e6681cd02fc60277cfb1
BLAKE2b-256 checksum
How to use checksums
11b3ad85011bb7723d8cb20b7c72ece29a139b60fc5691333fb1a0bed17bad6b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp313-cp313-macosx_11_0_arm64.whl

Download URL fast_forward_football-0.1.3-cp313-cp313-macosx_11_0_arm64.whl
Size 17.5 MB
Tags CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
8e6840dc553a958fc8d6152b5ea4056a17aa29f74dc5b1be6a3534c17918bab1
BLAKE2b-256 checksum
How to use checksums
e9c171db52f59786ff1d24455af767f3e18101b91abcf8951f2888759414f0c7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp313-cp313-macosx_10_12_x86_64.whl

Download URL fast_forward_football-0.1.3-cp313-cp313-macosx_10_12_x86_64.whl
Size 19.0 MB
Tags CPython 3.13 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
080e1fa8ad44a33c33103b0635025f7a2bb083e495f481f826fdf103ae6992f1
BLAKE2b-256 checksum
How to use checksums
df1e9181ebb81b3fd43562c88b3a487970186a8597abdd287377a590739a7fbb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp312-cp312-win_amd64.whl

Download URL fast_forward_football-0.1.3-cp312-cp312-win_amd64.whl
Size 19.3 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
79b83209e8b10493267593be48148593ddafa811fd0baa2b7144f3511c9a318d
BLAKE2b-256 checksum
How to use checksums
5039a7fcecbf52be4da553a902365a6f05bf2d04556fca38a8e9183c087ed568
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp312-cp312-manylinux_2_28_aarch64.whl

Download URL fast_forward_football-0.1.3-cp312-cp312-manylinux_2_28_aarch64.whl
Size 16.5 MB
Tags CPython 3.12 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
b239ead4e4c41ab5eda86e081d83aeeaa97aad03cda3fc41330b688cac5d5f85
BLAKE2b-256 checksum
How to use checksums
f7920b08e0dc54f92f90dbf07208f961bd76ea0eb5fc9915b814c8e36f521f8c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL fast_forward_football-0.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 19.4 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
9db15581a02e48b1fb50985b17b89e3fed48e42eefa098ef890a9c7845b7484b
BLAKE2b-256 checksum
How to use checksums
f86b80c3f159c7e5a8790b8529630bf7e49207df37763277e945c09a965e60c8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp312-cp312-macosx_11_0_arm64.whl

Download URL fast_forward_football-0.1.3-cp312-cp312-macosx_11_0_arm64.whl
Size 17.5 MB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
261f71277993f65201dcc53968423c4cf6e4efe7f65fe867d579bebc72ea3b96
BLAKE2b-256 checksum
How to use checksums
befac4587a94db0730693cc0e4da842fd3da979577ab1d275fc179e966f97c82
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp312-cp312-macosx_10_12_x86_64.whl

Download URL fast_forward_football-0.1.3-cp312-cp312-macosx_10_12_x86_64.whl
Size 19.0 MB
Tags CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
4427289a56a51957a9a6e96cf597fa4128899003fc6361cf5bc313bd82ef31fa
BLAKE2b-256 checksum
How to use checksums
db9f200892b2e0ec88b00c6e5d26c5bb6d1edb74aafe103a2162b73afa31f224
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp311-cp311-win_amd64.whl

Download URL fast_forward_football-0.1.3-cp311-cp311-win_amd64.whl
Size 19.3 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
ea182756683a5abde4d25d950134f99c9f9e2c05bd0fd4a6fd70c06cb60be1fb
BLAKE2b-256 checksum
How to use checksums
5fa819b5daf61b6642c8dc583a744d2dee3b50213a0aad7818cf4ea398e6c502
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp311-cp311-manylinux_2_28_aarch64.whl

Download URL fast_forward_football-0.1.3-cp311-cp311-manylinux_2_28_aarch64.whl
Size 16.5 MB
Tags CPython 3.11 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
54d21b25ed3e91fcbe9c3f8d79bce6b1376fb69854e474e7199a6afb53d9598c
BLAKE2b-256 checksum
How to use checksums
70b61581dc6bf06e7605542646c0a27bf22081d2f4b4cf6ebbed46307ec93331
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL fast_forward_football-0.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 19.4 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
afe0ed75b91a9ce0eb245c932a12ba84bd15797f21a9d64bb2a26f32a62917c8
BLAKE2b-256 checksum
How to use checksums
b842e6a394449b6cef70632aa35d7c25ae773f563c997408fcfeb2e493a286c3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp311-cp311-macosx_11_0_arm64.whl

Download URL fast_forward_football-0.1.3-cp311-cp311-macosx_11_0_arm64.whl
Size 17.5 MB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
42d5cb6f7c1b21fdd59e8a9e25542acc9ee8874d7ef3519386df64ac0a7cf456
BLAKE2b-256 checksum
How to use checksums
79f36fb076c291c13b93327f6b2e74eccba42222923b796dabb4fc2e34ce0da0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release files / fast_forward_football-0.1.3-cp311-cp311-macosx_10_12_x86_64.whl

Download URL fast_forward_football-0.1.3-cp311-cp311-macosx_10_12_x86_64.whl
Size 18.9 MB
Tags CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum
How to use checksums
9798d933c3579652609882eccfcd8662842a355758a2707480a2df2483dc1abc
BLAKE2b-256 checksum
How to use checksums
aa42d27cbf20b342652b7861b453cdeb6da94f37320244acc9b43e831db1bcd9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.1.0 CPython/3.13.12

Release history Release notifications | RSS feed

0.3.0

15 release files

0.2.0

15 release files

0.1.4

15 release files

This release

0.1.3 This release

15 release files

0.1.1

15 release files

0.1.0

15 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page