| Name | screamer JSON |
| Version |
0.1.32
JSON |
| download |
| home_page | None |
| Summary | Screamingly fast financial technical indicators with C++ performance and Python simplicity, built for both time series analysis and real-time, event-driven streaming. |
| upload_time | 2024-10-20 22:15:54 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | >=3.9 |
| license | MIT License |
| keywords |
streaming
indicators
real-time
algorithmic
trading
low-latency
|
| VCS |
 |
| bugtrack_url |
|
| requirements |
No requirements were recorded.
|
| Travis-CI |
No Travis.
|
| coveralls test coverage |
No coveralls.
|
# Screamer
Screamingly fast financial technical indicators with C++ performance and Python simplicity, built for both time series analysis and real-time, event-driven streaming.
[](https://github.com/quantfinlib/screamer/blob/main/LICENSE)
[](https://github.com/quantfinlib/screamer/actions/workflows/ci.yml)
[](https://screamer.readthedocs.io/en/latest/?badge=latest)
[](https://pypi.org/project/screamer/)
Screamer is a high-performance Python library designed for efficient streaming indicator algorithms. Built with a core of optimized C++ code and integrated through Python bindings, Screamer delivers lightning-fast computations for real-time data processing. The library is perfect for real-time algorithmic trading applications that need low-latency indicators.
## Installation
```bash
pip install screamer
```
## Usage
### Streaming interface
The streaming interface in screamer is designed for online stream processing, where data is processed element-by-element as it arrives, rather than working on the entire dataset at once. This is particularly useful when you’re dealing with real-time data, such as sensor readings, financial tick data, or other time-sensitive streams, where decisions or transformations need to be applied immediately as new data points become available.
In the example, we create a lag operator lag = screamer.lag(2, 0). This creates a lag stream with a delay of 2 and an initial value of 0. As new values are streamed into lag, it returns the value from 2 steps earlier.
```
import screamer
lag = screamer.lag(2, 0)
for x in [1,2,3,4]:
print(lag(x))
---
0
0
1
2
```
### Transform interface
The transform interface in screamer is designed for processing a batch of data all at once, which can sometimes be more convenient and faster than processing one value at a time. Instead of working on each element individually in a loop, the entire array of values is passed to the transform function, and it applies the lag operation internally. This can lead to a speedup since the processing is done inside optimized C++ code rather than a Python loop.
In the example, we create the same lag operator as before, lag = screamer.lag(2, 0). This operator introduces a delay of 2 steps, just like in the streaming interface. However, instead of processing each value one by one, we pass a whole array of values (x = [1, 2, 3, 4]) to the lag.transform() function:
```
import screamer
import numpy as np
lag = screamer.lag(2, 0)
x = np.arange(1, 5)
y = lag.transform(x)
print('x =', x)
print('y =', y)
---
x = [1 2 3 4]
y = [0 0 1 2]
```
Raw data
{
"_id": null,
"home_page": null,
"name": "screamer",
"maintainer": null,
"docs_url": null,
"requires_python": ">=3.9",
"maintainer_email": "Thijs van den Berg <thijs@sitmo.com>, Mohammadjavad Vakili <mohammadjavad.vakili@gmail.com>",
"keywords": "streaming, indicators, real-time, algorithmic, trading, low-latency",
"author": null,
"author_email": "Thijs van den Berg <thijs@sitmo.com>, Mohammadjavad Vakili <mohammadjavad.vakili@gmail.com>",
"download_url": null,
"platform": null,
"description": "# Screamer\n\nScreamingly fast financial technical indicators with C++ performance and Python simplicity, built for both time series analysis and real-time, event-driven streaming.\n\n[](https://github.com/quantfinlib/screamer/blob/main/LICENSE)\n\n[](https://github.com/quantfinlib/screamer/actions/workflows/ci.yml)\n[](https://screamer.readthedocs.io/en/latest/?badge=latest) \n[](https://pypi.org/project/screamer/)\n\nScreamer is a high-performance Python library designed for efficient streaming indicator algorithms. Built with a core of optimized C++ code and integrated through Python bindings, Screamer delivers lightning-fast computations for real-time data processing. The library is perfect for real-time algorithmic trading applications that need low-latency indicators.\n\n## Installation\n\n```bash\npip install screamer\n```\n\n## Usage\n\n### Streaming interface \n\nThe streaming interface in screamer is designed for online stream processing, where data is processed element-by-element as it arrives, rather than working on the entire dataset at once. This is particularly useful when you\u2019re dealing with real-time data, such as sensor readings, financial tick data, or other time-sensitive streams, where decisions or transformations need to be applied immediately as new data points become available.\n\nIn the example, we create a lag operator lag = screamer.lag(2, 0). This creates a lag stream with a delay of 2 and an initial value of 0. As new values are streamed into lag, it returns the value from 2 steps earlier.\n\n```\nimport screamer\n\nlag = screamer.lag(2, 0)\n\nfor x in [1,2,3,4]:\n print(lag(x))\n\n---\n0\n0\n1\n2\n```\n\n### Transform interface\n\nThe transform interface in screamer is designed for processing a batch of data all at once, which can sometimes be more convenient and faster than processing one value at a time. Instead of working on each element individually in a loop, the entire array of values is passed to the transform function, and it applies the lag operation internally. This can lead to a speedup since the processing is done inside optimized C++ code rather than a Python loop.\n\nIn the example, we create the same lag operator as before, lag = screamer.lag(2, 0). This operator introduces a delay of 2 steps, just like in the streaming interface. However, instead of processing each value one by one, we pass a whole array of values (x = [1, 2, 3, 4]) to the lag.transform() function:\n\n```\nimport screamer\nimport numpy as np\n\nlag = screamer.lag(2, 0)\n\nx = np.arange(1, 5)\ny = lag.transform(x)\n\nprint('x =', x)\nprint('y =', y)\n---\nx = [1 2 3 4]\ny = [0 0 1 2]\n```\n",
"bugtrack_url": null,
"license": "MIT License",
"summary": "Screamingly fast financial technical indicators with C++ performance and Python simplicity, built for both time series analysis and real-time, event-driven streaming.",
"version": "0.1.32",
"project_urls": {
"Changelog": "https://github.com/quantfinlib/screamer/blob/master/CHANGELOG.md",
"Documentation": "https://screamer.readthedocs.io/en/latest/",
"Homepage": "https://github.com/quantfinlib/screamer",
"Issues": "https://github.com/quantfinlib/screamer/issues",
"Repository": "https://github.com/quantfinlib/screamer.git"
},
"split_keywords": [
"streaming",
" indicators",
" real-time",
" algorithmic",
" trading",
" low-latency"
],
"urls": [
{
"comment_text": "",
"digests": {
"blake2b_256": "b5521215f2b566c539f98cf53cd70b2a7ab55cfaf9e63b1095204f56475540c8",
"md5": "20bdd6abb442b2002d365057087feafa",
"sha256": "59b7520fdb5fed07e314eb153a967bd1c0a5fea5a3efbce7dc2adca6b35f1d82"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "20bdd6abb442b2002d365057087feafa",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 73840,
"upload_time": "2024-10-20T22:15:54",
"upload_time_iso_8601": "2024-10-20T22:15:54.973765Z",
"url": "https://files.pythonhosted.org/packages/b5/52/1215f2b566c539f98cf53cd70b2a7ab55cfaf9e63b1095204f56475540c8/screamer-0.1.32-cp310-cp310-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "939d45975baa9c966286dc69ca38078ad117f22cbccfe8b072948a6b6efe2aa2",
"md5": "0c9bb65d28ee27653296d4c54a46d1b7",
"sha256": "be4882241cc9d419455d86a84dc62b9cd9bcbac1dd4b43052a39f77d7b519881"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl",
"has_sig": false,
"md5_digest": "0c9bb65d28ee27653296d4c54a46d1b7",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 119270,
"upload_time": "2024-10-20T22:15:56",
"upload_time_iso_8601": "2024-10-20T22:15:56.778824Z",
"url": "https://files.pythonhosted.org/packages/93/9d/45975baa9c966286dc69ca38078ad117f22cbccfe8b072948a6b6efe2aa2/screamer-0.1.32-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "00543191170fcad3d1ad98b8b0a55c9148f83df5caf41a3374eaf4c688ae0fad",
"md5": "f96ba875058208ecb56d9557a17a286c",
"sha256": "48f87e943ed4d63245f72361ee0f797dc3b89069d2e49fdc134c717058735a72"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "f96ba875058208ecb56d9557a17a286c",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 111589,
"upload_time": "2024-10-20T22:15:58",
"upload_time_iso_8601": "2024-10-20T22:15:58.445303Z",
"url": "https://files.pythonhosted.org/packages/00/54/3191170fcad3d1ad98b8b0a55c9148f83df5caf41a3374eaf4c688ae0fad/screamer-0.1.32-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "cb4a52918f08c8e8550e10a58a21688ffc6ba9375a523688c35ea26c1ca6c98b",
"md5": "a4432caa9e0c988ddf0963061fb13b16",
"sha256": "b6b00749da93df3c46a3504c69ab2a5cfa2f0b6badd12fab9ef688a001624d09"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-musllinux_1_2_i686.whl",
"has_sig": false,
"md5_digest": "a4432caa9e0c988ddf0963061fb13b16",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 1186550,
"upload_time": "2024-10-20T22:15:59",
"upload_time_iso_8601": "2024-10-20T22:15:59.764680Z",
"url": "https://files.pythonhosted.org/packages/cb/4a/52918f08c8e8550e10a58a21688ffc6ba9375a523688c35ea26c1ca6c98b/screamer-0.1.32-cp310-cp310-musllinux_1_2_i686.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "995271c7a690bf4794eca8b86000b6ff97f2dda5b9a24625136094e0caac7091",
"md5": "09f7a8ce5b3795ce0d521010731eb5d0",
"sha256": "6c4f32b2c68ea3e178e13e017fc0bf2bd6ce5ab0ac554e83170e4e4efe098b73"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-musllinux_1_2_x86_64.whl",
"has_sig": false,
"md5_digest": "09f7a8ce5b3795ce0d521010731eb5d0",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 1086402,
"upload_time": "2024-10-20T22:16:02",
"upload_time_iso_8601": "2024-10-20T22:16:02.358352Z",
"url": "https://files.pythonhosted.org/packages/99/52/71c7a690bf4794eca8b86000b6ff97f2dda5b9a24625136094e0caac7091/screamer-0.1.32-cp310-cp310-musllinux_1_2_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "4d6866d684e4cac07d891191e8c554ebd25ff3e90947d7f0eebef375aef353f8",
"md5": "b6ac60c6b32b31b33b596aa5ddb4c283",
"sha256": "78de22cf8befd4e96af621dd6d96a2edd84fcc68a7e30438bce549ba4d791cd7"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-win32.whl",
"has_sig": false,
"md5_digest": "b6ac60c6b32b31b33b596aa5ddb4c283",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 72153,
"upload_time": "2024-10-20T22:16:03",
"upload_time_iso_8601": "2024-10-20T22:16:03.756897Z",
"url": "https://files.pythonhosted.org/packages/4d/68/66d684e4cac07d891191e8c554ebd25ff3e90947d7f0eebef375aef353f8/screamer-0.1.32-cp310-cp310-win32.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "a4b059ea6832c6d6872255976ea60440669ec2a13b311053b91cd366ec18bf5e",
"md5": "f8168c0588a0db4b4892a90cbea299f2",
"sha256": "4ebbef6f081bdfcf2fd073832d9515a34e53a9382ae01d4f9251a5c6136a867c"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp310-cp310-win_amd64.whl",
"has_sig": false,
"md5_digest": "f8168c0588a0db4b4892a90cbea299f2",
"packagetype": "bdist_wheel",
"python_version": "cp310",
"requires_python": ">=3.9",
"size": 82836,
"upload_time": "2024-10-20T22:16:05",
"upload_time_iso_8601": "2024-10-20T22:16:05.370252Z",
"url": "https://files.pythonhosted.org/packages/a4/b0/59ea6832c6d6872255976ea60440669ec2a13b311053b91cd366ec18bf5e/screamer-0.1.32-cp310-cp310-win_amd64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "0dbf561b84cc57b9bb88bc434ab77bbfd42a7efc9a292233e8941cf6ca2b9b78",
"md5": "ccae7cfaa375eb72807281dda5be91f9",
"sha256": "4a40d0033a5c390a02ce4cf4d87e9b7b45434f632aa86df65070ede8944e168a"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "ccae7cfaa375eb72807281dda5be91f9",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 75063,
"upload_time": "2024-10-20T22:16:06",
"upload_time_iso_8601": "2024-10-20T22:16:06.342520Z",
"url": "https://files.pythonhosted.org/packages/0d/bf/561b84cc57b9bb88bc434ab77bbfd42a7efc9a292233e8941cf6ca2b9b78/screamer-0.1.32-cp311-cp311-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "56646fe4897329d9c8c908b60d67a744d71a594285c19d8b55bcdd8152ae02f9",
"md5": "560185f6fbc82fe115e43ed155aa4b9d",
"sha256": "20400a80db3f95566d37d8614f55ad15fd4a19b29b50e513fdf4a502c92ee2ac"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl",
"has_sig": false,
"md5_digest": "560185f6fbc82fe115e43ed155aa4b9d",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 119798,
"upload_time": "2024-10-20T22:16:08",
"upload_time_iso_8601": "2024-10-20T22:16:08.000146Z",
"url": "https://files.pythonhosted.org/packages/56/64/6fe4897329d9c8c908b60d67a744d71a594285c19d8b55bcdd8152ae02f9/screamer-0.1.32-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "e6776214d0bd80cb8fd2a0e659447ff58ff24d8cc733ac5885eee34b6d2d7dca",
"md5": "de7ee917ad315315e05c0a4d1530d6b6",
"sha256": "7e82207806af14fcdfdd4d0957a6ebb568a3218b0e7253fe40077ea60b369c91"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "de7ee917ad315315e05c0a4d1530d6b6",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 113189,
"upload_time": "2024-10-20T22:16:09",
"upload_time_iso_8601": "2024-10-20T22:16:09.652495Z",
"url": "https://files.pythonhosted.org/packages/e6/77/6214d0bd80cb8fd2a0e659447ff58ff24d8cc733ac5885eee34b6d2d7dca/screamer-0.1.32-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "9bd952907e259ea3b5c18d67741e1a928da28dee271ac628feebc03613ab4c00",
"md5": "c80aad2004dc2dc0316ca2c4c6c2f93d",
"sha256": "623c53622bd8dcbfdbd694cc235f9829e347fdaf01b9e4ab0807fb8309bdfda0"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-musllinux_1_2_i686.whl",
"has_sig": false,
"md5_digest": "c80aad2004dc2dc0316ca2c4c6c2f93d",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 1186865,
"upload_time": "2024-10-20T22:16:11",
"upload_time_iso_8601": "2024-10-20T22:16:11.519303Z",
"url": "https://files.pythonhosted.org/packages/9b/d9/52907e259ea3b5c18d67741e1a928da28dee271ac628feebc03613ab4c00/screamer-0.1.32-cp311-cp311-musllinux_1_2_i686.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "14cd5515d9c6a2e04a3dccede76273943fe52ccf0be4abaea3d3b29bfa4254bd",
"md5": "d09195a49c8294549a9a6922451021e9",
"sha256": "b2ca5dc20b2453322b028f22e082258c9a65563ffb6632443d546480349aee05"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-musllinux_1_2_x86_64.whl",
"has_sig": false,
"md5_digest": "d09195a49c8294549a9a6922451021e9",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 1087671,
"upload_time": "2024-10-20T22:16:12",
"upload_time_iso_8601": "2024-10-20T22:16:12.824241Z",
"url": "https://files.pythonhosted.org/packages/14/cd/5515d9c6a2e04a3dccede76273943fe52ccf0be4abaea3d3b29bfa4254bd/screamer-0.1.32-cp311-cp311-musllinux_1_2_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "7dab23df5a75c5af4669abf4ee2bb72021306ef57d5b2fd1a704d6edb14a45d5",
"md5": "963a7aa71f8faeb588a6347c5677aed3",
"sha256": "783110b859db8352caf30da71f4fa21ea65d8024a0ca8762393aabd2c2769d17"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-win32.whl",
"has_sig": false,
"md5_digest": "963a7aa71f8faeb588a6347c5677aed3",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 73066,
"upload_time": "2024-10-20T22:16:14",
"upload_time_iso_8601": "2024-10-20T22:16:14.453589Z",
"url": "https://files.pythonhosted.org/packages/7d/ab/23df5a75c5af4669abf4ee2bb72021306ef57d5b2fd1a704d6edb14a45d5/screamer-0.1.32-cp311-cp311-win32.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "a8eec57cc29b91e72452b8d23a1a4a31138510d8420cb2277e603a0387d328d3",
"md5": "b029a0b46ffbbc1e0a1713fd0af45833",
"sha256": "a88955b6d989ab8c27549740ae3bc78d17ef08c26c4b80441366160f09c42307"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp311-cp311-win_amd64.whl",
"has_sig": false,
"md5_digest": "b029a0b46ffbbc1e0a1713fd0af45833",
"packagetype": "bdist_wheel",
"python_version": "cp311",
"requires_python": ">=3.9",
"size": 84056,
"upload_time": "2024-10-20T22:16:16",
"upload_time_iso_8601": "2024-10-20T22:16:16.022974Z",
"url": "https://files.pythonhosted.org/packages/a8/ee/c57cc29b91e72452b8d23a1a4a31138510d8420cb2277e603a0387d328d3/screamer-0.1.32-cp311-cp311-win_amd64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "0983fadbe0e218cf0b61dc87aa9101d639e1cc2a428311e0937086c2c94dbaec",
"md5": "705b16d3a153efaa36fcdc7d67ac1707",
"sha256": "092bf51849cee42362749c8b74fb86db53ecc9d2d82c7e9aa96c5b86f21e7a73"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-macosx_11_0_arm64.whl",
"has_sig": false,
"md5_digest": "705b16d3a153efaa36fcdc7d67ac1707",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 73928,
"upload_time": "2024-10-20T22:16:17",
"upload_time_iso_8601": "2024-10-20T22:16:17.058883Z",
"url": "https://files.pythonhosted.org/packages/09/83/fadbe0e218cf0b61dc87aa9101d639e1cc2a428311e0937086c2c94dbaec/screamer-0.1.32-cp39-cp39-macosx_11_0_arm64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "443655863b4c2cfd31327e1e8bf4a640e6983f2a44ded516dbcaf4cc7bd40416",
"md5": "8fa09d0522c49461731f8efa1cf085e5",
"sha256": "98f107f6e0940c85796902a3c671d2f30fea136a58e563d9c646defdd95582dd"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl",
"has_sig": false,
"md5_digest": "8fa09d0522c49461731f8efa1cf085e5",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 119542,
"upload_time": "2024-10-20T22:16:18",
"upload_time_iso_8601": "2024-10-20T22:16:18.206463Z",
"url": "https://files.pythonhosted.org/packages/44/36/55863b4c2cfd31327e1e8bf4a640e6983f2a44ded516dbcaf4cc7bd40416/screamer-0.1.32-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "f289732099a31155fd1916dcf92f447a6ffd316214ed955f19ca14ef550e2e2f",
"md5": "5be638c4778944606a5dd7d49e48ab52",
"sha256": "ca0e9765a81e4c4880eee5a591439fb587ff6c125d9c40d30186e71dd83a9d0f"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
"has_sig": false,
"md5_digest": "5be638c4778944606a5dd7d49e48ab52",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 111825,
"upload_time": "2024-10-20T22:16:19",
"upload_time_iso_8601": "2024-10-20T22:16:19.865648Z",
"url": "https://files.pythonhosted.org/packages/f2/89/732099a31155fd1916dcf92f447a6ffd316214ed955f19ca14ef550e2e2f/screamer-0.1.32-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "03fce857ea70ca58bf1cb764f1dd2609fec6285be3d5ccf2a463cca0bb30bb78",
"md5": "1e081ac084a543fdf361c4c0c9a289e1",
"sha256": "7711d0755ba4d2f0eff4984be4be90d781e9a296c00dd1864198c3452f1da2ca"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-musllinux_1_2_i686.whl",
"has_sig": false,
"md5_digest": "1e081ac084a543fdf361c4c0c9a289e1",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 1186871,
"upload_time": "2024-10-20T22:16:21",
"upload_time_iso_8601": "2024-10-20T22:16:21.480737Z",
"url": "https://files.pythonhosted.org/packages/03/fc/e857ea70ca58bf1cb764f1dd2609fec6285be3d5ccf2a463cca0bb30bb78/screamer-0.1.32-cp39-cp39-musllinux_1_2_i686.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "1f2364d7cf538958ae125fb5642a12bf2ae5e99b8964367129389dc6b17a1c9c",
"md5": "861bc3deb2228499fe533fddd6536ee0",
"sha256": "2426fe766b83c81be56918031c820de0c5c6113aeaa2cd2cf54dfaa5f01b724d"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-musllinux_1_2_x86_64.whl",
"has_sig": false,
"md5_digest": "861bc3deb2228499fe533fddd6536ee0",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 1086510,
"upload_time": "2024-10-20T22:16:22",
"upload_time_iso_8601": "2024-10-20T22:16:22.790967Z",
"url": "https://files.pythonhosted.org/packages/1f/23/64d7cf538958ae125fb5642a12bf2ae5e99b8964367129389dc6b17a1c9c/screamer-0.1.32-cp39-cp39-musllinux_1_2_x86_64.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "bd30a9c3c6f9a799fd87a1c942b52cde7bc1a281473ceed7ef84242dbf3d3ab6",
"md5": "7170a81c94f5c958ae9833480e02b9ab",
"sha256": "877b14446be65cbcd5f70c0eda3c1bf43be4b878306de9baeffc341fa2469e36"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-win32.whl",
"has_sig": false,
"md5_digest": "7170a81c94f5c958ae9833480e02b9ab",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 72320,
"upload_time": "2024-10-20T22:16:23",
"upload_time_iso_8601": "2024-10-20T22:16:23.974969Z",
"url": "https://files.pythonhosted.org/packages/bd/30/a9c3c6f9a799fd87a1c942b52cde7bc1a281473ceed7ef84242dbf3d3ab6/screamer-0.1.32-cp39-cp39-win32.whl",
"yanked": false,
"yanked_reason": null
},
{
"comment_text": "",
"digests": {
"blake2b_256": "da0de4a3e34fd54f20968ead2edddb608d140074e1af651128f62fdeb371b444",
"md5": "b66666d06e94152bc9cb3643a55a974b",
"sha256": "2dbe9f44d6bb773635c6fb6e697bcf9c8f0e662aefd881dcb7e8541abffcd4fc"
},
"downloads": -1,
"filename": "screamer-0.1.32-cp39-cp39-win_amd64.whl",
"has_sig": false,
"md5_digest": "b66666d06e94152bc9cb3643a55a974b",
"packagetype": "bdist_wheel",
"python_version": "cp39",
"requires_python": ">=3.9",
"size": 82132,
"upload_time": "2024-10-20T22:16:24",
"upload_time_iso_8601": "2024-10-20T22:16:24.942940Z",
"url": "https://files.pythonhosted.org/packages/da/0d/e4a3e34fd54f20968ead2edddb608d140074e1af651128f62fdeb371b444/screamer-0.1.32-cp39-cp39-win_amd64.whl",
"yanked": false,
"yanked_reason": null
}
],
"upload_time": "2024-10-20 22:15:54",
"github": true,
"gitlab": false,
"bitbucket": false,
"codeberg": false,
"github_user": "quantfinlib",
"github_project": "screamer",
"travis_ci": false,
"coveralls": false,
"github_actions": true,
"lcname": "screamer"
}
