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-1.2.121-cp312-cp312-win_amd64.whl (637.1 kB view details)

Uploaded CPython 3.12Windows x86-64

sprocket_rl_parser-1.2.121-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (792.5 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.121-cp312-cp312-macosx_11_0_arm64.whl (739.1 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

sprocket_rl_parser-1.2.121-cp312-cp312-macosx_10_12_x86_64.whl (747.0 kB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

sprocket_rl_parser-1.2.121-cp311-cp311-win_amd64.whl (637.2 kB view details)

Uploaded CPython 3.11Windows x86-64

sprocket_rl_parser-1.2.121-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (792.5 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.121-cp311-cp311-macosx_11_0_arm64.whl (739.2 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

sprocket_rl_parser-1.2.121-cp311-cp311-macosx_10_12_x86_64.whl (747.2 kB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

sprocket_rl_parser-1.2.121-cp310-cp310-win_amd64.whl (637.2 kB view details)

Uploaded CPython 3.10Windows x86-64

sprocket_rl_parser-1.2.121-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (792.6 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.121-cp310-cp310-macosx_11_0_arm64.whl (739.3 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

sprocket_rl_parser-1.2.121-cp310-cp310-macosx_10_12_x86_64.whl (747.3 kB view details)

Uploaded CPython 3.10macOS 10.12+ x86-64

sprocket_rl_parser-1.2.121-cp39-cp39-win_amd64.whl (637.1 kB view details)

Uploaded CPython 3.9Windows x86-64

sprocket_rl_parser-1.2.121-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (792.8 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.121-cp39-cp39-macosx_11_0_arm64.whl (739.5 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

sprocket_rl_parser-1.2.121-cp39-cp39-macosx_10_12_x86_64.whl (747.6 kB view details)

Uploaded CPython 3.9macOS 10.12+ x86-64

sprocket_rl_parser-1.2.121-cp38-cp38-win_amd64.whl (637.1 kB view details)

Uploaded CPython 3.8Windows x86-64

sprocket_rl_parser-1.2.121-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (792.7 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

sprocket_rl_parser-1.2.121-cp38-cp38-macosx_11_0_arm64.whl (739.4 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

sprocket_rl_parser-1.2.121-cp38-cp38-macosx_10_12_x86_64.whl (747.4 kB view details)

Uploaded CPython 3.8macOS 10.12+ x86-64

File details

Details for the file sprocket_rl_parser-1.2.121-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 a03c9e865dbfbab74c5a6ce76f97692ed84977d6aed75747818bd81101d6b046
MD5 3eb2c3e613ff8201b6b769544bd1a1e8
BLAKE2b-256 c1b4a29df84e2422da142718927a52b1fc6e0fe8525d6313a542383fbf8a2d4f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 dc8cb08d8ae5395c9f018da366ea2337d7db57eae434a218daef713dc877aff6
MD5 b6a1bbd0baa9b01ea7f32de8f6988330
BLAKE2b-256 6f8e59438b2d6a58d23ae50d479cde8f768ae611cef1f7eaa15ace0f848eeca6

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 112e2e16c5ac9bf62592db43a71e088719510471d514ccc306ed6ce33b2b63be
MD5 1decede58e55f8c51b8304981cf6806f
BLAKE2b-256 cd99120eb3b82bfae4d6e234af543af9e403d0072f09664660bd5e86e8e5c78f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 9640c8012cc999d39333feeeb75213b8b558c6b3ad42ba5a11bb0ac003c87324
MD5 a1c5b30ebc1440b527ee1f38827f366a
BLAKE2b-256 f107714f5587d02249f35e394f1c2f39866d21047a53d320d1e2385a075dc8a9

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 d198b74411f077fe73759feb0336efa249c3aa94b8b29746b76f007cd5bb1203
MD5 98ccec87538d02dedeb5bd5db5bc40a8
BLAKE2b-256 2678c73396bab26ff3039ef0af1b4c89f8c8514107b3224bd2c71756b4e51ce9

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 74c965d2833f13b128f9321e7e27e5486497b8233a3c74b2bda312f92c1e1f65
MD5 2f2d228b45890fe5e762045af9ec57d5
BLAKE2b-256 400e86a9fc0ae1405c6fd2a26e3197959036dda9a5b4de113a0aa817da97ce5b

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6bba4f22467d9de698048a21039081fb0cdb9a5571436ecb20435e9a70fff709
MD5 4c5e2c34eb489a0327e69c2f7f7ca356
BLAKE2b-256 8d077544d51fdf799a33a7912414b4497cf1f8b99186016c3934f0aaead1aec8

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 5174e3be676ee87b294e18b5068bfaa2dadeb2a4eb072048acc435dac66ce7ee
MD5 6056b377937da9c4c9699edc42ab7418
BLAKE2b-256 d26f40a446975d729c2b632d94086ab2d37774b3dd478641e949af550ee31ea6

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 5bcb65207bbdcdaf3175b4a4fc2635dae5df7ce8ef29693c49fe92fe99c653d8
MD5 3b84c7ffa077e1a85253f6bcfd6f0e10
BLAKE2b-256 58e4202136cd45b2156a8e7a8c652355d94f90a01e8b17036694512ea6f79e8c

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 9a365b1c19ec4a92ce94b0cce3cea71f3f2a9f0bba8d262ff01533a44d2a3e59
MD5 69d6f7e13598b64558ef7f17b2f7e35d
BLAKE2b-256 1681c2104da4fa9c82aad949a3c1c425351ff13d8ce47e2294e055ea3a7d6c62

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6792dc5f23b95a338aaa084b264ab21b6f92e07269ea3f592928e4750a98791f
MD5 86a91a2eed09da985f6aabf81e2dbc70
BLAKE2b-256 0887845a104a5b9af2f11105939d256838ffb93f160c9fc2488546ba9f10988e

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 f5ccb53ab735fee974b3b297ac932be2e8292eaaffeb88c86ce0935bb54ba017
MD5 76fd65811edc26c4bc56ad11f2da1006
BLAKE2b-256 56076b8aa4f7cc9ff9a01db2be59f3f26249622ce701251cd8f9a130951b1ddf

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 0df70cc06cefc9d870ac53efbc042ac271b741b895926d4d0e73c2db0a7c2e55
MD5 b3aa6934b4db4522671b2079a7c7e35e
BLAKE2b-256 83a16e47c8d745cafcbb7b385ff5cd6ff24a99d3a07edac563f9f05360645a41

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0dcaeb9fad43cbaa2da1f6bd95be97f6a42790d5965a3affee5e20e7bbeef889
MD5 3c4c14692123df6e0968da0089cb0d45
BLAKE2b-256 daed787e06647ba74af73c5ca5a64a4b2449479fdc9f44cb9146f63090993160

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 8dfc31ee5090b64b5538b1cbae06de964aeee45d7ec60ac290bde1948aef7ca4
MD5 d3420d6edbd857c64586663855231225
BLAKE2b-256 e2797820d28f7402c73b69d8413e926c01625bc62156f5ed3f4af425f54a511f

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 56b36cd5e71682f6a7dc240b1f2550204d2d75d529135dad42a7da874060676b
MD5 c7c446f317f1e0c4f999fd7557f1711c
BLAKE2b-256 e9faf45c1a1e6c67391f6e83ad3b42a5b84b0e1dc0d7eb0f9e800ca0209af799

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp38-cp38-win_amd64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 caeca641d99bc7b94fb7404195881fd7e6f907fb19cf47fbe5958872c9ee5deb
MD5 7657a3d7da042772a1dd93d5ce12b125
BLAKE2b-256 4e9147b8e9035fe8ae0fad6208b383a9d1cdd182533b4bba42e6ecc391fa2167

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f192ced0c8a898fa380f92155dd248a0a1b1cc88730d7d3916b851f68b16eedd
MD5 58ad1cfe787681d56adbdc1fd69141bd
BLAKE2b-256 3fc9de7b5fc023e104674a6f688e517d08ef0b7c158dacb5298001bd80610b99

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 fa85a31b978fc0012d52205698682dbb6526ecaaad0d82f6b201fd2aaa50744a
MD5 1664e0ee0d82e6e06530625684456c5a
BLAKE2b-256 ddba4857fcdfacf72b387ebcb18041330c11134be33dc43bef68860af22ac6df

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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-1.2.121-cp38-cp38-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for sprocket_rl_parser-1.2.121-cp38-cp38-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 e8db36188c1bbbb0e74d9b13cc713f3264a951c1e99cfa59a573a9895323e9b0
MD5 8cc17e317d06b866873075c4cdd6ca4d
BLAKE2b-256 ed4305d4652fe59c9396486827c4aba39691ec9fa4be21de9ee9b04f57b12de7

See more details on using hashes here.

Provenance

The following attestation bundles were made for sprocket_rl_parser-1.2.121-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