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-1.2.109-cp312-cp312-win_amd64.whl (637.0 kB view details)

Uploaded CPython 3.12Windows x86-64

sprocket_rl_parser-1.2.109-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (797.0 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.109-cp312-cp312-macosx_11_0_arm64.whl (744.7 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

sprocket_rl_parser-1.2.109-cp312-cp312-macosx_10_12_x86_64.whl (750.2 kB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

sprocket_rl_parser-1.2.109-cp311-cp311-win_amd64.whl (637.1 kB view details)

Uploaded CPython 3.11Windows x86-64

sprocket_rl_parser-1.2.109-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (796.8 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.109-cp311-cp311-macosx_11_0_arm64.whl (744.9 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

sprocket_rl_parser-1.2.109-cp311-cp311-macosx_10_12_x86_64.whl (750.4 kB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

sprocket_rl_parser-1.2.109-cp310-cp310-win_amd64.whl (637.2 kB view details)

Uploaded CPython 3.10Windows x86-64

sprocket_rl_parser-1.2.109-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (797.0 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.109-cp310-cp310-macosx_11_0_arm64.whl (745.1 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

sprocket_rl_parser-1.2.109-cp310-cp310-macosx_10_12_x86_64.whl (750.5 kB view details)

Uploaded CPython 3.10macOS 10.12+ x86-64

sprocket_rl_parser-1.2.109-cp39-cp39-win_amd64.whl (637.1 kB view details)

Uploaded CPython 3.9Windows x86-64

sprocket_rl_parser-1.2.109-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (797.1 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.109-cp39-cp39-macosx_11_0_arm64.whl (745.0 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

sprocket_rl_parser-1.2.109-cp39-cp39-macosx_10_12_x86_64.whl (750.6 kB view details)

Uploaded CPython 3.9macOS 10.12+ x86-64

sprocket_rl_parser-1.2.109-cp38-cp38-win_amd64.whl (636.8 kB view details)

Uploaded CPython 3.8Windows x86-64

sprocket_rl_parser-1.2.109-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (796.9 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.109-cp38-cp38-macosx_11_0_arm64.whl (744.7 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

sprocket_rl_parser-1.2.109-cp38-cp38-macosx_10_12_x86_64.whl (750.1 kB view details)

Uploaded CPython 3.8macOS 10.12+ x86-64

File details

Details for the file sprocket_rl_parser-1.2.109-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 5dd91ded2e865e84136e87eae1f4f8ac68a0f84f7c07e0fce37752f57f70bffe
MD5 f1cd329105411a1f5d59a13ce2fa4b76
BLAKE2b-256 ea71a3680eb45de188c9761435015f009488e83c2a607a32e917bbe11fd2f72b

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e322a3ae9f6fa6e8913a89ee3d579949354b7dd96343cd8b77c8d3ae3a97ead1
MD5 2a95ac98ab86f2ba0f9ed6ad3f386d47
BLAKE2b-256 8a71d6bc2b25c224cf065187644a01bff0df30840d773d2b43319746ca524f6b

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3549ce43523a0560873038408f39abd24ae53f23b2c86da1153bf77b47a4b06b
MD5 195199b730d529274cd887c4275bf90d
BLAKE2b-256 f19ba0bf0af6df2d306dcb128e531c1ced242683e6e10ea0dc7b62c80f550075

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 2b95b2598d4faedeb463084c4f1d327bd5957c70759f5c38a689421700de4115
MD5 5752ceebef1697cec09b4c9e7c8dbaec
BLAKE2b-256 b5e544116cb167e701f89c6f9790071a67ac5d3828bc3c792e11cf7d215932ee

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 7cac498b7b75e19109e381ac2c1d5de2bdb65c3fec03679ea5aa993fbbc8eeeb
MD5 5066ff3c006ec07d99cd237531c45571
BLAKE2b-256 fc1b55c20266e8de590dc57a767a1bc1625cea493b6e731a9519fceb83326418

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e7927914184248333ffd43a0c14091774df0c02e5f535b8356be2e7e5166e1fb
MD5 6a5477e8ac209347986a2e9c7c295cdd
BLAKE2b-256 f13f894d256045c3ed95b368825378e962ef76a1948262f19d2cce12a9186377

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 80eaf11049848611717956d831e4ceb8e7c207d718f33e2ebc3c27e545f84002
MD5 a5a40ab9a5cbd79baac97c9f38a0694c
BLAKE2b-256 c71490f1fe53765fe639eeb1c872b1f38e5b9edf1ad3d38710a2300ff7c66223

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 407fdc23c0f45fe0fdef86f173432b6556580ae11a64ceaa08dae227119d9068
MD5 49a6408ab860edca9b53d3944d8e1c53
BLAKE2b-256 dd82ae6cc563d247cf706bef7740c3803bd1fac994280a259b7705b5a596f3d2

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 234902217a887aa07428ab6a47662695a1eab27410030e68592947cd97d8d832
MD5 75110076eaedaca0a75b0e273f330112
BLAKE2b-256 be24cc24e76f00c04f5120590b40113b21bf9aac60ed31f0d541bfed8719d7b7

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5f6650473d7c0f6f5b52c088e556311767c7e2dd1a47ccb1450736cc48791058
MD5 d91e8d8fd2d793cccc8df3c066501dd8
BLAKE2b-256 ace3ef87ef9f7c43025b60325f050d3b85f5417eaec6946493551c8657e0db57

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d8cc5f844bb919f2a1251b8101112b6f3356f7552008a670f91b6a14c5f45bad
MD5 a4c389786358776aae106ca49a1df60a
BLAKE2b-256 2229d8a7f7ebcbf12648d90eedc9fefb7e17ace8c28280ba6538708cbcbbf1c2

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 4a8d1376bd1446924f56cf5671b44908e78b44e5242d7528f53fa4cefa5dfaef
MD5 2e2a6c7efbd11bb63cf084a918312d4c
BLAKE2b-256 1a8c21a9576820aedf463822c81a09ce37a8ae8b63a886c279e211e46d95e1d4

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 63f76c5be3374b29eb7bcf86b914ee51dea8a20a21eb2abf1163db1077afdd8b
MD5 b008e093b79cd8f480361067888e5fbd
BLAKE2b-256 09e0566ff0a535f21c30e45e21a66fece291a83a25691a798b69f5e1742fe488

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7ac09ee382f5faa6b2c3a1da3a3e94f4d091b071510e87771cb4d84125440e50
MD5 17e7238c121805642f92d7f584908549
BLAKE2b-256 8550180fb69c5a46b43d1a15e85583fdf43c1b4fdbef7359caa7e8b6e973c521

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 da6a053412928b3dc276245f61cb8d2fd72c104ea3f8f750748d393a4c39b23a
MD5 b0a030cd65a9b6436b9a580dec06426e
BLAKE2b-256 568ce7f6c752aa2a0d956c5c536c66bcb28be29b7814e9b453b756520f85a977

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 997ccc2f258481ed9f72d7a505054a8a6cb2c40068741b81a8286d20261ab42d
MD5 b33c19ea33f5a351a0515fac0659ed2d
BLAKE2b-256 492426de67b5a64b086d34cbb5f22864677e722a7e058e99aa3a457cdc38da30

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp38-cp38-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 5903962af099a904ed2e1bad6d2d1b2363707700b0a75f296da531943f2d3ecb
MD5 3e2ec4b9da93c9fcf9071cfcb186efd0
BLAKE2b-256 06c526c54369d38ee6a61e8ccd3b5cfd319ae5712f24aa29da946ccfa3c85ed1

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f71ad4b28d343c33537b49fdf5bc306f03c28c4fcb290c9adcecc3ff775946ea
MD5 4c48e5aa7d17c1ffb2e0f6c5f999e7cb
BLAKE2b-256 92c555f98e962625f661230b7f9051a65c9ed1c543a71ee0d78e242f423355f3

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 2b10025c0e655228cb7fcaa944e66ab4d152c2a13d2da33578a0e01cabd5153f
MD5 79f8c1c6da42c70e659c484cd0236d64
BLAKE2b-256 c71f9384b1440b7d5bf2ab7afe8c984752278399842f2c1089d3ba39cef64609

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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-1.2.109-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.109-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 a14aaf8bb0742041ddf416f6e4b2a64f9727984840bbaf564495b42e65a4b8c9
MD5 0037732abbf939d70f64b00f909937ac
BLAKE2b-256 604c4cc54a7c6dcd3e8659d255f66a9ca2122bc254b09b98432180c209cd1525

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.109-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