{"date":"2026-08-17","repo":{"name":"github.com/stefan-jansen/machine-learning-for-trading","commit":"9c2a71597ab7053f8d2109ba98ca2300c72b1e34"},"scorecard":{"version":"v5.5.1-0.20260815060127-d1fab88f5463","commit":"d1fab88f54636ff366076edfc5c239f97b3c8e66"},"score":4.2,"checks":[{"name":"Code-Review","score":0,"reason":"Found 0/30 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/d1fab88f54636ff366076edfc5c239f97b3c8e66/docs/checks.md#code-review"}},{"name":"Maintained","score":10,"reason":"30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project is \"actively 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.github/workflows/container-smoke.yml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/container-smoke.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/container-smoke.yml:76: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/container-smoke.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:63: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:64: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:65: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:78: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:99: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:112: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:118: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:119: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:153: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:199: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:200: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:201: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:216: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:266: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:267: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:268: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:281: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:298: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:311: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:317: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker-publish.yml:318: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/docker-publish.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:49: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:73: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:110: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:113: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:143: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:146: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/full-test.yml:174: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/full-test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/reader-install.yml:72: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/reader-install.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/reader-install.yml:173: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/reader-install.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/reader-install.yml:226: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/reader-install.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:789: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:792: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:70: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test.yml:71: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:419: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test.yml:420: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:735: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:738: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:845: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:848: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:948: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:951: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:339: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test.yml:340: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:369: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/test.yml:370: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:669: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/test.yml:672: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/test.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:53: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:56: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:100: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:108: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:201: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:230: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/weekly-external.yml:238: update your workflow using https://app.stepsecurity.io/secureworkflow/stefan-jansen/machine-learning-for-trading/weekly-external.yml/main?enable=pin","Warn: containerImage not pinned by hash: envs/benchmark/Dockerfile:11: pin your Docker image by updating python:3.14-slim to python:3.14-slim@sha256:ce40764625a4ff50df3548277632e7f96c4e77fe75fa848aae9885476e7df5a4","Warn: containerImage not pinned by hash: envs/benchmark/Dockerfile.full:12: pin your Docker image by updating python:3.14-slim to python:3.14-slim@sha256:ce40764625a4ff50df3548277632e7f96c4e77fe75fa848aae9885476e7df5a4","Warn: containerImage not pinned by hash: envs/ml4t/Dockerfile:15: pin your Docker image by updating ubuntu:24.04 to ubuntu:24.04@sha256:33ceb71981b602c1a7443a53469e4dba065f7503eab3078a2d7a57a2ab987517","Warn: containerImage not pinned by hash: envs/py312/Dockerfile:25: pin your Docker image by updating python:3.12-slim to python:3.12-slim@sha256:2c941e860699f878900b0edc2403613c234d4b32eda3cc9fa7036991a2a63c4a","Warn: containerImage not pinned by hash: envs/rapids/Dockerfile:16: pin your Docker image by updating nvcr.io/nvidia/rapidsai/base:25.04-cuda12.8-py3.12 to nvcr.io/nvidia/rapidsai/base:25.04-cuda12.8-py3.12@sha256:24ecf040b3c8857fe0fc4f421344cf916d0e3a49f391a7dd63457ca9a0baf76b","Warn: downloadThenRun not pinned by hash: envs/benchmark/Dockerfile:33-34","Warn: pipCommand not pinned by hash: envs/benchmark/Dockerfile:75-78","Warn: pipCommand not pinned by hash: envs/benchmark/Dockerfile:75-78","Warn: pipCommand not pinned by hash: envs/benchmark/Dockerfile:75-78","Warn: pipCommand not pinned by hash: envs/benchmark/Dockerfile.full:40-41","Warn: pipCommand not pinned by hash: envs/benchmark/Dockerfile.full:40-41","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:56-62","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:56-62","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:56-62","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:68-74","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:152-166","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:168-170","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:174-178","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:182","Warn: pipCommand not pinned by hash: envs/ml4t/Dockerfile:212-213","Warn: pipCommand not pinned by hash: envs/py312/Dockerfile:44","Warn: pipCommand not pinned by hash: envs/py312/Dockerfile:77-80","Warn: pipCommand not pinned by hash: envs/py312/Dockerfile:77-80","Warn: pipCommand not pinned by hash: envs/py312/Dockerfile:77-80","Warn: pipCommand not pinned by hash: envs/py312/Dockerfile:94-95","Warn: pipCommand not pinned by hash: envs/rapids/Dockerfile:69-88","Warn: pipCommand not pinned by hash: envs/rapids/Dockerfile:104-107","Warn: downloadThenRun not pinned by hash: .github/workflows/reader-install.yml:102","Warn: downloadThenRun not pinned by hash: .github/workflows/reader-install.yml:230","Warn: pipCommand not pinned by hash: .github/workflows/test.yml:759","Info:   0 out of  42 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of  17 third-party GitHubAction dependencies pinned","Info:   0 out of   5 containerImage dependencies pinned","Info:   0 out of   3 downloadThenRun dependencies pinned","Info:   0 out of  22 pipCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build 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