Skip to main content

Rocket League replay parsing and analysis.

Project description

sprocket-rl-parser

An open-source project for decompiling and analyzing Rocket League replays. It exposes a Python API that returns protobuf metadata, JSON output, and a pandas DataFrame for frame-by-frame analysis.

Install

pip install sprocket-rl-parser

Quickstart (Python)

import carball

analysis_manager = carball.analyze_replay_file("path/to/replay.replay")

# Protobuf game metadata + stats
proto_game = analysis_manager.get_protobuf_data()

# JSON-friendly dict
json_game = analysis_manager.get_json_data()

# Frame-by-frame data
data_frame = analysis_manager.get_data_frame()

If you only need replay metadata and want to avoid parsing network frames entirely:

summary_manager = carball.summarize_replay_file("path/to/replay.replay")

# Protobuf metadata only
proto_game = summary_manager.get_protobuf_data()

# JSON-friendly dict without frame data
json_game = summary_manager.get_json_data()

CLI

The package installs a carball command for one-off parsing.

carball --input path/to/replay.replay --json output.json --proto output.proto --gzip frames.gzip

Output formats

Protobuf

analysis_manager.get_protobuf_data() returns a game_pb2.Game object. This is the authoritative metadata and stats output (players, teams, events, goals, etc.). The schema lives under api/ in this repo.

JSON

analysis_manager.get_json_data() returns a JSON-compatible dict matching the protobuf schema. Use analysis_manager.write_json_out_to_file() to persist the output.

DataFrame (frame-by-frame)

analysis_manager.get_data_frame() returns a pandas DataFrame with a MultiIndex column structure:

  • The index is the sequential frame number.
  • Columns are tuples like (object, field) where object is game, ball, or a player name.

Example: pull ball positions and a single player's positions.

ball = data_frame["ball"][["pos_x", "pos_y", "pos_z"]]
player = data_frame["SomePlayerName"][["pos_x", "pos_y", "pos_z"]]

You can also persist the DataFrame with gzip and read it back:

import gzip
from carball.analysis.utils.pandas_manager import PandasManager

with gzip.open("frames.gzip", "wb") as f:
    analysis_manager.write_pandas_out_to_file(f)

with gzip.open("frames.gzip", "rb") as f:
    df = PandasManager.read_numpy_from_memory(f)

Advanced options

analyze_replay_file supports additional flags:

  • analysis_per_goal=True to analyze each goal segment independently.
  • calculate_intensive_events=True for extra stats that are more expensive to compute.
  • clean=False to skip data cleanup if you want rawer frame data.
analysis_manager = carball.analyze_replay_file(
    "path/to/replay.replay",
    analysis_per_goal=False,
    calculate_intensive_events=True,
    clean=True,
)

Troubleshooting

  • If you see missing or invalid data, try calculate_intensive_events=False and clean=True first.
  • For reproducible analysis, make sure you are parsing the raw .replay file and not a previously decompiled JSON.
  • If a replay no longer has parsable network frames after a game update, use summarize_replay_file() or decompile_replay_header_only() for header-only parsing.

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

sprocket_rl_parser-1.2.74-cp312-cp312-win_amd64.whl (636.9 kB view details)

Uploaded CPython 3.12Windows x86-64

sprocket_rl_parser-1.2.74-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (800.6 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.74-cp312-cp312-macosx_11_0_arm64.whl (745.0 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

sprocket_rl_parser-1.2.74-cp312-cp312-macosx_10_12_x86_64.whl (754.2 kB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

sprocket_rl_parser-1.2.74-cp311-cp311-win_amd64.whl (636.9 kB view details)

Uploaded CPython 3.11Windows x86-64

sprocket_rl_parser-1.2.74-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (800.5 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.74-cp311-cp311-macosx_11_0_arm64.whl (745.0 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

sprocket_rl_parser-1.2.74-cp311-cp311-macosx_10_12_x86_64.whl (754.4 kB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

sprocket_rl_parser-1.2.74-cp310-cp310-win_amd64.whl (636.9 kB view details)

Uploaded CPython 3.10Windows x86-64

sprocket_rl_parser-1.2.74-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (800.5 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.74-cp310-cp310-macosx_11_0_arm64.whl (745.1 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

sprocket_rl_parser-1.2.74-cp310-cp310-macosx_10_12_x86_64.whl (754.6 kB view details)

Uploaded CPython 3.10macOS 10.12+ x86-64

sprocket_rl_parser-1.2.74-cp39-cp39-win_amd64.whl (636.9 kB view details)

Uploaded CPython 3.9Windows x86-64

sprocket_rl_parser-1.2.74-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (800.5 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.74-cp39-cp39-macosx_11_0_arm64.whl (745.0 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

sprocket_rl_parser-1.2.74-cp39-cp39-macosx_10_12_x86_64.whl (754.5 kB view details)

Uploaded CPython 3.9macOS 10.12+ x86-64

sprocket_rl_parser-1.2.74-cp38-cp38-win_amd64.whl (636.7 kB view details)

Uploaded CPython 3.8Windows x86-64

sprocket_rl_parser-1.2.74-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (800.3 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.74-cp38-cp38-macosx_11_0_arm64.whl (744.9 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

sprocket_rl_parser-1.2.74-cp38-cp38-macosx_10_12_x86_64.whl (754.4 kB view details)

Uploaded CPython 3.8macOS 10.12+ x86-64

File details

Details for the file sprocket_rl_parser-1.2.74-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 8f3f676d712cac7e92dc760a19ad8808b01fcf5e47d3869c65080e967ac150be
MD5 ca914d1bd6084259157696b4ad19ea28
BLAKE2b-256 1e680a366c007172d350bc43f9ccf552682bef1a52447ba6a544087adc13fa7c

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp312-cp312-win_amd64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 d1bdb172b0a5f2fb08605bfdb87f6ef7b130a43027dbddcd371158c657702d25
MD5 fc9e3b8cd2c17f751fb5dc3d9c527e2a
BLAKE2b-256 2d9028f37aa60d249ec0bca7a23cc1346be2698097b3cfdd6a0accf5c6b3534f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 00cf025be021e69a5a629a8bf1396166475343c36462e548c71bbdc6173c4671
MD5 12ba1bc4adc47642034e4921c18e3168
BLAKE2b-256 e0010d8e6b187a22e482084d6e8fe2d0d05a6f62d11ee35be7c0cb1fd96efe7b

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 b2390a4c0b59bc9707d19608f92758fc7bfb8f827089a3535ef584da23c76141
MD5 80f0d104eaaf47bdfc3a7af3ca42958c
BLAKE2b-256 7d79f72971daa5fe1070042139c8a73c0edc69db24efac56c1f859026301d439

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp312-cp312-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 971fb10485d3b90e9d982bb867c5003908d927681c07890c290ad7afe867cf64
MD5 bb3be0063767d2bdcc8763ee4f91a2f7
BLAKE2b-256 85907495237f42e087c59ea0586abb6ae4ac8dd788ca2f984424f1b154b8c6ae

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp311-cp311-win_amd64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8a4b95ae707403ed078e13e7aa4f182cf9a0e22dc1192c21e15a24629c155b0d
MD5 5c3191d3582abea1da9d02dd3136ebf5
BLAKE2b-256 598c9c681b3f4cadc4cd03c56ec4876776461b681ea0124a109eaccf06494090

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3635dd7c2e1fa667e8f029e1f9ac0e5cf2fb2ad575c829ec134fcfb38585598f
MD5 341abb95337069959a990673dd2b6c6e
BLAKE2b-256 b72595fc683b18a4a4f3bb4966944332ffddcdf3c04c4e292cc1b230173e5f80

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 224d3ec140cab6aaa58ad65d7e380ee0029c548496fdb4124987a67618068f69
MD5 1aa7204eb5cacf3cfc86088f804983db
BLAKE2b-256 75a712d4a9813872b6f7afdb1d97534d1e1e1a04782df385ffa5f154f056fdef

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp311-cp311-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 8779a619f6c342b734fab51142be35e715979c485a7283e3bcc0d4c9ed24f874
MD5 35f52ebf5297b80ff6ace6c4ddc35e8d
BLAKE2b-256 cf9fac25b7878d97ad32eeb1957daef9116f4a2d573734b20f3e4a680a08b59c

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp310-cp310-win_amd64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 cd49001695e464048035f803c77dbe13e1c8075f0bfac424c5bf5c9c9dae4ef6
MD5 8403e816a3ef6b36e0bff85756f8fe37
BLAKE2b-256 ff32b95f64b303c5305cd4f916790f41bede0e1793da691841e03cc3be56c5b6

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d5af91d029937d380909e7f2cfddb33a36c9c668aa536ff97db6788d96a65985
MD5 632167ccbdee1fcef5ac6d1146abcbb7
BLAKE2b-256 e1d5a9c240080c7ead6a7f2ef617e6e43031e62b3219cf01a11505174a81e739

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 52566949578fb71b34187609551c1acab683f8d1d599cea79b1c5951112036e9
MD5 e58d246179de25e7cff40d7b7755c749
BLAKE2b-256 8ad2407b26ee8e32d850c971b450ea9539c7391898d9ef7a710368e4f3e8b21c

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp310-cp310-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 02dc7397ed17c9a0e9398c43f4efb5412f3c62a52238f64bf798adeaf3c6f22b
MD5 cbd7d5dcacca48542ca34b3769f0ed73
BLAKE2b-256 a8b10f68c1fc1cfc548f28d0a9dbb5a59d566377f865286c664c96d398834f81

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp39-cp39-win_amd64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 649c1caf11033af03b95cd890997974b0fdd2d8386af1c649f0a22db4fad3aff
MD5 d408281eb58a56c1ec1c104660c017b9
BLAKE2b-256 111163837a0c08161d7000fa6de4f6b63d77bbc455380b8220f42b9df4873f1f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ffca5d50d9879cee93e01c9b9cb0995c09034bfd7a89da92548b4169a199c747
MD5 49be2388e82e5f0f1a3351ccd99fae75
BLAKE2b-256 b3378e4b5be2b8e719be865a5d4450dbd07ec40aa414480478116b9d6a6db78d

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 70112304939e95125cb5346e6fa38c4525332250ad7bc337e9a300f324c5a2ab
MD5 a63499beebc9d838e25f34c06e9bbd8c
BLAKE2b-256 e423b96da03b541cd5391c67400c5668434655f12cdf971a3404bfd1002f5e18

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp39-cp39-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp38-cp38-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 f0d4ad7961c42f17efcbe3ca06b27067cf2d0236c6d887485028ab51595d72f9
MD5 6a73d8c81c46cd773fafa449d426583b
BLAKE2b-256 c42bc0cae1e47f85c7b2e27319b07a6adf2eecb7711ddda57dd451965fe3968f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp38-cp38-win_amd64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 ef96a23f74dcf34ee231802eae4ad739f2374650cca0985e7805eb6f899ff63b
MD5 f5dbfd7e4c1eac4e817f44a2e078a99f
BLAKE2b-256 62f4cea76efc5c49f51d9206160df2456bcd37782af15603e0afb3a04a784ece

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 0cd0984343512cb2f20ba426e79c3feb4a02807de8c9b75c4bc6a95fc1fb99ec
MD5 9c6e19ef5dd7febf8f3aa8509d69c088
BLAKE2b-256 444a7d500c1a601dee1f60182379a7b710f5a99de309d3241616503aafc45380

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sprocket_rl_parser-1.2.74-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.74-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 49c7d7d36d0d837f9b94ca8a7b6a52b03c7914e3a180cef43334f93480cd89b4
MD5 53778f4244157107a5acbc13e9bcc4cc
BLAKE2b-256 e9a841c9eb9e04dec1bc9f85f71c0bd8454f38dc9340f874a2e435c71731f440

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.74-cp38-cp38-macosx_10_12_x86_64.whl:

Publisher: publish-pypi.yml on SprocketBot/sprocket-rl-parser

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page