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-1.2.101-cp312-cp312-win_amd64.whl (637.4 kB view details)

Uploaded CPython 3.12Windows x86-64

sprocket_rl_parser-1.2.101-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (795.4 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.101-cp312-cp312-macosx_11_0_arm64.whl (745.6 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

sprocket_rl_parser-1.2.101-cp312-cp312-macosx_10_12_x86_64.whl (755.4 kB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

sprocket_rl_parser-1.2.101-cp311-cp311-win_amd64.whl (637.3 kB view details)

Uploaded CPython 3.11Windows x86-64

sprocket_rl_parser-1.2.101-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (794.6 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.101-cp311-cp311-macosx_11_0_arm64.whl (745.5 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

sprocket_rl_parser-1.2.101-cp311-cp311-macosx_10_12_x86_64.whl (755.6 kB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

sprocket_rl_parser-1.2.101-cp310-cp310-win_amd64.whl (637.4 kB view details)

Uploaded CPython 3.10Windows x86-64

sprocket_rl_parser-1.2.101-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (794.7 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.101-cp310-cp310-macosx_11_0_arm64.whl (745.7 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

sprocket_rl_parser-1.2.101-cp310-cp310-macosx_10_12_x86_64.whl (755.8 kB view details)

Uploaded CPython 3.10macOS 10.12+ x86-64

sprocket_rl_parser-1.2.101-cp39-cp39-win_amd64.whl (637.4 kB view details)

Uploaded CPython 3.9Windows x86-64

sprocket_rl_parser-1.2.101-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (794.7 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.101-cp39-cp39-macosx_11_0_arm64.whl (745.5 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

sprocket_rl_parser-1.2.101-cp39-cp39-macosx_10_12_x86_64.whl (755.7 kB view details)

Uploaded CPython 3.9macOS 10.12+ x86-64

sprocket_rl_parser-1.2.101-cp38-cp38-win_amd64.whl (637.0 kB view details)

Uploaded CPython 3.8Windows x86-64

sprocket_rl_parser-1.2.101-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (794.5 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.101-cp38-cp38-macosx_11_0_arm64.whl (745.5 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

sprocket_rl_parser-1.2.101-cp38-cp38-macosx_10_12_x86_64.whl (755.6 kB view details)

Uploaded CPython 3.8macOS 10.12+ x86-64

File details

Details for the file sprocket_rl_parser-1.2.101-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 bf504a2bb96b1d61929849e0517d581b9e1c513edfc99fa103cf7ecaac233a8f
MD5 3e4a03f75d7bdc7cd5c312bdb4c10e3f
BLAKE2b-256 65f4ec962fecf6a845e82d034616c1a0be79bcd046ec05063613792fa40fd6d0

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 83aa9647f825adceffb9409db84089fd6e02d403fde2b0a9d14aed2b6abf7c04
MD5 c133d0f77c04213d1fffae7d71c0e8f0
BLAKE2b-256 90fea0a87fa705a85f2641e132b6ed31667a0fde199cee6528c6c63677e87e5f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 0a981bdacd416b04aacb57194ad048eedf14a60a2fc0944a52e70767ecd917a5
MD5 629e6a3caf70bafeb2aaa1fb63df9bc9
BLAKE2b-256 49e03043a04b49885c87f193708f76c6165491cb9fefab86083543e9ad789f7a

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 dd6a1ea2fdd8117e2a6453a94958241c214af31ace7203476f778071c27c7660
MD5 23b8fec4e5eea9972df0e1910333a127
BLAKE2b-256 0489285187be0ed9ccd11577c5e3c1dcba6254eca9f55b2af3184fe2fee30c46

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 8a221d6afce29dd62a7bbeabea3162329e9484af78f4f60c120db54c64ba7f3f
MD5 36e905c2417637bf7cf50c979bd0a61f
BLAKE2b-256 daec874320ec95cff946800485c45153e3c3f72de6642a9b3bd7c3575918a3db

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 4d55fea91c0d22f23a4baccde36dd8f69883ba87fad4f6a764f145fd5373c9f0
MD5 9fe6e4a502393681ca49e6a0e61af913
BLAKE2b-256 20f5650fd1629a27f7f40caefd8e5b91045affa9e4eadfc55ae522d6335c0aeb

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 83e8b9421bed337553cc486d64f09d0b0b92a80001dbe94c97f6ee7c0bb0ee9c
MD5 f7a3cb3b581c27669c0ee572c72bf218
BLAKE2b-256 0479eab8861803979f4283df3852a2f4a1e89d43bcaff4946e51d565dabe54a1

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 0807bfe309cec066383f318476ea27581e02605a8b7d553d611319159b6c92e7
MD5 81705a995cf307e343811840f4e7226c
BLAKE2b-256 a46eaeb0e2de09628908d1e0dbb9adeade29ce8d73e74f5f3c90dbf18a80cb60

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 74d09154a718461bf1357784c79798f852219527e9da1535f9d8231b40eb58ce
MD5 a486815b04bc64f21715a28aa6235d6b
BLAKE2b-256 e5892bbdfebfab2d745b12ec4b0af7279a316b6848d4bb137c02e0c51da4f324

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5af3d673f9599bc2d7992b804c5e8869493b3f16feb7612372e56467340e98c2
MD5 5262dc67bfce284da3dcbd0f268f1fbb
BLAKE2b-256 9dfd54eebfd5f66bafdb62d1d7fb7bacb6570b9fa018f228162be38ff1829a32

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d5b8ca519323cc585ccbec70dc11ed16a6a59c20ba224c679a6d61ddecad5855
MD5 d6ccbb975d36f25e57c6134c09ea6663
BLAKE2b-256 b70c2c64545efb03ac0dabf3ae969ecfe0853473bb8b5d67ab01c82c856e4717

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 a3ec6cb7f4d4ec09f5779825fde0d8aca09df67552bf653369073dc2c14d3693
MD5 cee9f88c7a058cd815625e901457fbfb
BLAKE2b-256 0576efd94e99096a9d84f8c4279e847dc3a7c7d1d15bf812957c772a0977b95c

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 0a86324cde7fd6dc3b58485eea825feb5bad64b49a93533b3ae69b062de1983a
MD5 a80c8f24ab54ba26b66a3a11db7dc470
BLAKE2b-256 8692f79b302cf4e112de458ece680319b0e9418ea3543a26644bdfc57aedf635

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 60c31a53a6d7de0a564c1a706a1414e2fb6875b97ce6facdd1ccbc80edb8108e
MD5 eabab67c8402b1df4043530f7073dfe4
BLAKE2b-256 d4605e13e02baad510dbd97a3dd9cad3bf217b01e6dd0a884a71975e510d9167

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 60570144fc6b22513127a8c23e3c8f25b42fff8109eafffd6209efbc1172b911
MD5 6857fdb2ff26fc110d57df0413b11077
BLAKE2b-256 b86a21dc04349a5d1e9b6e7879e44dc5208f68e438563b6ecdced183375f98d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 731308665e7b9e8570851520ed793ddc7eebd2b397feb15a1bfaf0e3f4232c2c
MD5 07d521641b16372d32291620defdff5e
BLAKE2b-256 e4e1ac0e169c8a96336ed5c35ff36d9d59d3e1ad9e597e0f6d055876b2410690

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp38-cp38-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 cb9ee8043a2014f1265a44b49b704b57396bdb9e4660469f89ba51dbc40b2bfa
MD5 b3b5905a6b47931819eaaff3a2bbddd1
BLAKE2b-256 75bc24f1f2b2b851cc0706d2d657ebc88a78f0922ff084fde5a4b88fc535a67d

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 6608ecc1dacbdecd5bd5cac4e78553c2148a1df2b5f9833d3ae0339a58c89062
MD5 0f0903f573d227648818b74bf35dcfae
BLAKE2b-256 0a3eeec0250479dcec7e31752dec852d7be26ef4cb99cfe6bb022a79f6fa4c82

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 eec24cb55a933f0463e25b330b2642739262edece5f9d5ae9c843fce96701393
MD5 aedee73f918ae4dedd3b22fafbbe8393
BLAKE2b-256 299370ab2bd74ce0ca98a67fa49ccb072de1e48af04bebafa681e14b5794a888

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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-1.2.101-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.101-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 ce679ce2d8d559aba4c9767b8b75f7ca11c11fbcb1cdeacef7239a91051ccf74
MD5 00a1992cdcf4ef4aef0ad9dbc3116a8f
BLAKE2b-256 9bb5c16f137281a16853d7d0317594788f60776dbf6e0742f8b7157e9f2180ca

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.101-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