{
    "info": {
        "author": "OVO Energy",
        "author_email": "trading.dl@ovoenergy.com",
        "bugtrack_url": null,
        "classifiers": [],
        "description": "<dl>\n  <h1>\n        <div align=center><img src=\"https://storage.googleapis.com/vertflow/logo.png\" alt=\"logo\"/></div>\n    <div align=center>VertFlow</div>\n  </h1>\n  <p align=\"center\"><i>Run Docker containers on Airflow using green energy</i></p>\n  <p align=\"center\"><a href=\"https://drive.google.com/file/d/15XDWTu4kZfxE-SHAQcyMokr52gE_zGhv/view\"><img src=\"https://storage.googleapis.com/vertflow/video_screenshot.png\" width=\"358\" height=\"201\"  alt=\"Video Demo\"/></a></p>\n</dl>\n\n## \ud83d\udcd6 About\n\n**VertFlow is an [Airflow](https://airflow.apache.org/) operator for\nrunning [Cloud Run Jobs](https://cloud.google.com/run/docs/create-jobs) on Google Cloud Platform in green data\ncentres.**  \nCloud Run is a serverless container runtime, meaning you BYO Docker image and emit carbon only when the job is running.\nThis is *easier, cheaper and greener* than managing a Kubernetes cluster spinning 24/7.\n\n**Not all data centres are created equal.**  \nData centres run on electricity generated from various sources, including fossil fuels which emit harmful carbon\nemissions. Some data centres are greener than others, using electricity from renewable sources such as wind and hydro.  \nWhen you deploy a container on Airflow using the VertFlow operator, it will run your container in the greenest GCP data\ncentre possible.\n\n> \u2139\ufe0f Use VertFlow on [Cloud Composer 2](https://cloud.google.com/composer/docs/composer-2/composer-versioning-overview)\n> to save even\n> more money and CO2.\n\n## \ud83d\udd27 How to install\n\n1. `pip install VertFlow` on your Airflow instance.\n2. Ensure your Airflow scheduler has outbound access to the public internet and the `roles/run.developer` Cloud IAM\n   role.\n3. Get an [API Key for CO2 Signal](https://www.co2signal.com/), free for non-commercial use. Store in an Airflow variable called `VERTFLOW_API_KEY`.\n\n> \u2139\ufe0f If you're using Cloud Composer, these instructions may be helpful:\n> * [Installing PyPI packages](https://cloud.google.com/composer/docs/how-to/using/installing-python-dependencies#install-package)\n> * [Setting up internet access](https://cloud.google.com/composer/docs/concepts/private-ip#public_internet_access_for_your_workflows)\n> * [About service accounts for Cloud Composer](https://cloud.google.com/composer/docs/composer-2/access-control#about-service)\n\n## \ud83d\uddb1 How to use\n\nUse the [`VertFlowOperator`](https://github.com/ovotech/VertFlow/blob/main/src/operator.py#L30) to instantiate a task in your DAG.\nProvide:\n\n* The address of the Docker image to run.\n* A runtime specification, e.g. timeout and memory limits.\n* A set of allowed regions to run the job in, based on your latency, data governance and other considerations. VertFlow\n  picks the greenest one.\n\n```python\nfrom VertFlow.operator import VertFlowOperator\nfrom airflow import DAG\n\nwith DAG(\n        dag_id=\"hourly_dag_in_green_region\",\n        schedule_interval=\"@hourly\"\n) as dag:\n    task = VertFlowOperator(\n        image_address=\"us-docker.pkg.dev/cloudrun/container/job:latest\",\n        name=\"hello-world\",\n        allowed_regions=[\"europe-west1\", \"europe-west4\"],\n        command=\"echo\",\n        arguments=[\"Hello World\"],\n        service_account_email_address=\"my-service-account@embroidered-elephant-739.iam.gserviceaccount.com\",\n        ...\n    )\n```\n\n## \ud83d\udd0c\ud83d\uddfa Shout out to CO2 Signal\n\nVertFlow works thanks to real-time global carbon intensity data, gifted to the world for non-commercial use\nby [CO2 Signal](https://www.co2signal.com/).\n\n## \ud83e\udd1d How to contribute\n\nFound a bug or fancy resolving an issue? We welcome Pull Requests!\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/ovotech/VertFlow",
        "keywords": "airflow,gcp,google,cloud run,cloud composer,green,environment,sustainability",
        "license": "Apache 2.0",
        "maintainer": "",
        "maintainer_email": "",
        "name": "VertFlow",
        "package_url": "https://pypi.org/project/VertFlow/",
        "platform": null,
        "project_url": "https://pypi.org/project/VertFlow/",
        "project_urls": {
            "Homepage": "https://github.com/ovotech/VertFlow"
        },
        "release_url": "https://pypi.org/project/VertFlow/0.4.1/",
        "requires_dist": [
            "google-api-python-client (<2.0.0,>=1.6.0)",
            "requests-cache (==0.6.0)",
            "geocoder (<2.0.0,>=1.38.1)",
            "oauth2client (<4.0.0)"
        ],
        "requires_python": ">=3.7",
        "summary": "Apache Airflow operator for running Google Cloud Run Jobs using green energy",
        "version": "0.4.1",
        "yanked": false,
        "yanked_reason": null
    },
    "last_serial": 19075968,
    "releases": {
        "0.0.3": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "f13c2e9e4e0004cbf24dd4bfd2cda1e3ecf9c8d19da3a862744b46406835668e",
                    "md5": "390a16bd87a30a9a96bd135d0d62f316",
                    "sha256": "e0e83ae5f539b075d6cda37251d62105c900fdf5f03b9f41ec83625ac6c73a19"
                },
                "downloads": -1,
                "filename": "VertFlow-0.0.3-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "390a16bd87a30a9a96bd135d0d62f316",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 19329,
                "upload_time": "2022-07-08T12:55:55",
                "upload_time_iso_8601": "2022-07-08T12:55:55.389186Z",
                "url": "https://files.pythonhosted.org/packages/f1/3c/2e9e4e0004cbf24dd4bfd2cda1e3ecf9c8d19da3a862744b46406835668e/VertFlow-0.0.3-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "2bc534b1cc4e53ebd8a7f1b547a542a53ee272a9d106b7ec22ffdc14c849bb59",
                    "md5": "dbdbac2bef7e414ff332df24e25e3d43",
                    "sha256": "c3947ff80bcc63aa7b353c676bafdf4284543c5e698d32ee218b3b5a6e5f318c"
                },
                "downloads": -1,
                "filename": "VertFlow-0.0.3.tar.gz",
                "has_sig": false,
                "md5_digest": "dbdbac2bef7e414ff332df24e25e3d43",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 18063,
                "upload_time": "2022-07-08T12:55:57",
                "upload_time_iso_8601": "2022-07-08T12:55:57.056346Z",
                "url": "https://files.pythonhosted.org/packages/2b/c5/34b1cc4e53ebd8a7f1b547a542a53ee272a9d106b7ec22ffdc14c849bb59/VertFlow-0.0.3.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.0.4": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "8c7419a894947c23071c3d3bab07dde349bd7f6ec87ac1591a84d01c97192e1d",
                    "md5": "82f9e8b2b315453feec3cd9368acdcb5",
                    "sha256": "69f482261ca4b052bc6e931465c21722a4d4724a6925bf123e0e95a7ec6345bf"
                },
                "downloads": -1,
                "filename": "VertFlow-0.0.4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "82f9e8b2b315453feec3cd9368acdcb5",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 19425,
                "upload_time": "2022-07-20T16:34:09",
                "upload_time_iso_8601": "2022-07-20T16:34:09.007712Z",
                "url": "https://files.pythonhosted.org/packages/8c/74/19a894947c23071c3d3bab07dde349bd7f6ec87ac1591a84d01c97192e1d/VertFlow-0.0.4-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "c84c62170c2941d7aae03e9aaacbc7af4bac98e6c7dc38d4ad54ec86f747679f",
                    "md5": "3e834e74a3f5ccc80d2b35f692744fba",
                    "sha256": "4db95666126050bdf2182df4955d02bec4a6e011cc2a47ec5c43229650e7ab64"
                },
                "downloads": -1,
                "filename": "VertFlow-0.0.4.tar.gz",
                "has_sig": false,
                "md5_digest": "3e834e74a3f5ccc80d2b35f692744fba",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 18158,
                "upload_time": "2022-07-20T16:34:10",
                "upload_time_iso_8601": "2022-07-20T16:34:10.519297Z",
                "url": "https://files.pythonhosted.org/packages/c8/4c/62170c2941d7aae03e9aaacbc7af4bac98e6c7dc38d4ad54ec86f747679f/VertFlow-0.0.4.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "e1787e837c6091804f3bd865e9b447d998aba5de401bbd859c47e20e0e56c4f6",
                    "md5": "4f106029c9194bd8fa9d0e1144fe3942",
                    "sha256": "af05048fab32a41230b05d1df7ad9243ecd29dc109ef472c30af4daa35c27dbc"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "4f106029c9194bd8fa9d0e1144fe3942",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 16923,
                "upload_time": "2022-07-20T16:42:59",
                "upload_time_iso_8601": "2022-07-20T16:42:59.487742Z",
                "url": "https://files.pythonhosted.org/packages/e1/78/7e837c6091804f3bd865e9b447d998aba5de401bbd859c47e20e0e56c4f6/VertFlow-0.1.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "de49e69bb1ebf425a4fddd1593f582ed298bb6ed73070a7dfba6a60cfeff8a78",
                    "md5": "cb9c7fd1c9d3e1eff750ff6995eb2792",
                    "sha256": "701cdee31c84b4af03fdb6f0868a75ee20c6be907c0ded08ca3ae9f20f0effc9"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "cb9c7fd1c9d3e1eff750ff6995eb2792",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 13351,
                "upload_time": "2022-07-20T16:43:00",
                "upload_time_iso_8601": "2022-07-20T16:43:00.624355Z",
                "url": "https://files.pythonhosted.org/packages/de/49/e69bb1ebf425a4fddd1593f582ed298bb6ed73070a7dfba6a60cfeff8a78/VertFlow-0.1.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "45478ddb499f33c680ae1d4f3f0fe5799789c4cf8a850535bbc2cfe7f04d8d6c",
                    "md5": "bca54bf3910c138f5bedf345544f0693",
                    "sha256": "ec17f06f76c37507d956b4794406e2509a946e8ec46df7bbfd825670e79f4175"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "bca54bf3910c138f5bedf345544f0693",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 17345,
                "upload_time": "2022-07-27T17:38:04",
                "upload_time_iso_8601": "2022-07-27T17:38:04.365739Z",
                "url": "https://files.pythonhosted.org/packages/45/47/8ddb499f33c680ae1d4f3f0fe5799789c4cf8a850535bbc2cfe7f04d8d6c/VertFlow-0.1.1-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "329d54b53c3eec2a9e3813e444b3acd98afb81887f3de189429d4f9410339782",
                    "md5": "1b28bfe317ff45dba8698e44717d7bb2",
                    "sha256": "9f1407d67b583c6b39cb72c04407099fe7d5e966e288016d9f4c3010126318ab"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.1.tar.gz",
                "has_sig": false,
                "md5_digest": "1b28bfe317ff45dba8698e44717d7bb2",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 13811,
                "upload_time": "2022-07-27T17:38:06",
                "upload_time_iso_8601": "2022-07-27T17:38:06.329353Z",
                "url": "https://files.pythonhosted.org/packages/32/9d/54b53c3eec2a9e3813e444b3acd98afb81887f3de189429d4f9410339782/VertFlow-0.1.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.2": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "be95ee6a15b4d333cc850e46b4446b102668daf4a881bae9540df7d05c904eb7",
                    "md5": "78b33ad941e0289673d3711a62cfb42a",
                    "sha256": "dd924385e72e8523e49f076b51724cdb343e9ff0f2498fb42657205db7909cb0"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "78b33ad941e0289673d3711a62cfb42a",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 17458,
                "upload_time": "2022-07-29T09:34:41",
                "upload_time_iso_8601": "2022-07-29T09:34:41.622986Z",
                "url": "https://files.pythonhosted.org/packages/be/95/ee6a15b4d333cc850e46b4446b102668daf4a881bae9540df7d05c904eb7/VertFlow-0.1.2-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "40c75fb2f4df3ed5c7cb90a08e6e7c635d7c0080f37e23aad6c26935812d0ced",
                    "md5": "cd530ef212630e1c67158a86b07ba0c3",
                    "sha256": "f015db84bba27a59eaa49be74df172baa6661ec378d610ba6f370060224ef51e"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.2.tar.gz",
                "has_sig": false,
                "md5_digest": "cd530ef212630e1c67158a86b07ba0c3",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 13953,
                "upload_time": "2022-07-29T09:34:42",
                "upload_time_iso_8601": "2022-07-29T09:34:42.996015Z",
                "url": "https://files.pythonhosted.org/packages/40/c7/5fb2f4df3ed5c7cb90a08e6e7c635d7c0080f37e23aad6c26935812d0ced/VertFlow-0.1.2.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.3": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "088a969ab49ff2f1d5216ee7cd99da47ca28b2d790b0bc2594c806c033a81682",
                    "md5": "365ce5ab0a9e0b48c142c97dc73a6949",
                    "sha256": "a54904dfee4ad48f9403cab98bf4254ffba416ba8e03697b0f50f1dfb163a6ab"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.3-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "365ce5ab0a9e0b48c142c97dc73a6949",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 17317,
                "upload_time": "2022-08-05T17:05:22",
                "upload_time_iso_8601": "2022-08-05T17:05:22.799796Z",
                "url": "https://files.pythonhosted.org/packages/08/8a/969ab49ff2f1d5216ee7cd99da47ca28b2d790b0bc2594c806c033a81682/VertFlow-0.1.3-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "4658a6f3d329cb6068dc68850284ac579011bcc51a3fb88013c857b8ce91991b",
                    "md5": "0706b821137ac22e78bd92b033c62fd6",
                    "sha256": "818c8b289f370383b6b54dec1a8a4e009b66616180824d755f5697f8590eb843"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.3.tar.gz",
                "has_sig": false,
                "md5_digest": "0706b821137ac22e78bd92b033c62fd6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 13692,
                "upload_time": "2022-08-05T17:05:24",
                "upload_time_iso_8601": "2022-08-05T17:05:24.424177Z",
                "url": "https://files.pythonhosted.org/packages/46/58/a6f3d329cb6068dc68850284ac579011bcc51a3fb88013c857b8ce91991b/VertFlow-0.1.3.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.4": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "77fb83801dcff00b36e1e67900fe8e742524d86129d88da64633c2f6c8b3b2d5",
                    "md5": "de14b1caff68a342662656a69aedc938",
                    "sha256": "5d293663dd35aedf01f0aafd694716bc4cb39014fc4abefa61022265cb4916d0"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "de14b1caff68a342662656a69aedc938",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 17547,
                "upload_time": "2022-08-16T20:35:29",
                "upload_time_iso_8601": "2022-08-16T20:35:29.901523Z",
                "url": "https://files.pythonhosted.org/packages/77/fb/83801dcff00b36e1e67900fe8e742524d86129d88da64633c2f6c8b3b2d5/VertFlow-0.1.4-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "58011b937a0c0c269113777b3f4a464fa1333e11be6e7f4469abea848237f4fd",
                    "md5": "b9936920d11a286aba40a548784b362a",
                    "sha256": "2cbe0f80e22a813d38ae76d8377b81e3373a670f745a541e526b7c09dccd645b"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.4.tar.gz",
                "has_sig": false,
                "md5_digest": "b9936920d11a286aba40a548784b362a",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 13935,
                "upload_time": "2022-08-16T20:35:31",
                "upload_time_iso_8601": "2022-08-16T20:35:31.027636Z",
                "url": "https://files.pythonhosted.org/packages/58/01/1b937a0c0c269113777b3f4a464fa1333e11be6e7f4469abea848237f4fd/VertFlow-0.1.4.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.4a1": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "c95f9bc5b62a26e78baf4cf64e6241554a5125411d0cb619a4add14c44c55efb",
                    "md5": "d78490ecb151c46657438c6e7b3cd062",
                    "sha256": "39be4bca8f8f73b6d04609dd4f928594a24e0df8b6dc2d70601fd11af9c97fd1"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.4a1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "d78490ecb151c46657438c6e7b3cd062",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 17438,
                "upload_time": "2022-08-08T19:57:56",
                "upload_time_iso_8601": "2022-08-08T19:57:56.975622Z",
                "url": "https://files.pythonhosted.org/packages/c9/5f/9bc5b62a26e78baf4cf64e6241554a5125411d0cb619a4add14c44c55efb/VertFlow-0.1.4a1-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "f1a83bba3ffcaa4b6d2df006c11d4d4aeed03937cb957a6805968a101c148692",
                    "md5": "4ecf53dd3a9c25422722f75968db8381",
                    "sha256": "45091005332180714ded84f2d2c2a34aed4e042a9032e9eb934e4f92349721f7"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.4a1.tar.gz",
                "has_sig": false,
                "md5_digest": "4ecf53dd3a9c25422722f75968db8381",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 13815,
                "upload_time": "2022-08-08T19:57:58",
                "upload_time_iso_8601": "2022-08-08T19:57:58.367883Z",
                "url": "https://files.pythonhosted.org/packages/f1/a8/3bba3ffcaa4b6d2df006c11d4d4aeed03937cb957a6805968a101c148692/VertFlow-0.1.4a1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.5": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "0cfb1da118e8c739bae3a25521db4a135e8927a3bd49a8eb85338ac5dd18c386",
                    "md5": "964e01712c807f366c0cccd21ef62f41",
                    "sha256": "e4fa245f5bdf321a37d245270e62fccdbaaffbde5208205d32cc706a3b332375"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.5-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "964e01712c807f366c0cccd21ef62f41",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 18679,
                "upload_time": "2022-12-15T14:25:37",
                "upload_time_iso_8601": "2022-12-15T14:25:37.767856Z",
                "url": "https://files.pythonhosted.org/packages/0c/fb/1da118e8c739bae3a25521db4a135e8927a3bd49a8eb85338ac5dd18c386/VertFlow-0.1.5-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "fdac5819d011073177a08d5ebe022617aea926d8fcafb31cc0588ff10e93d95c",
                    "md5": "b3e2e5924756875c9fd34143fc7650bc",
                    "sha256": "61414f67f68a396b294ef75a6bc84f6c8ab8218c89f37469cb2ecf8f80ec894c"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.5.tar.gz",
                "has_sig": false,
                "md5_digest": "b3e2e5924756875c9fd34143fc7650bc",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 14999,
                "upload_time": "2022-12-15T14:25:39",
                "upload_time_iso_8601": "2022-12-15T14:25:39.521561Z",
                "url": "https://files.pythonhosted.org/packages/fd/ac/5819d011073177a08d5ebe022617aea926d8fcafb31cc0588ff10e93d95c/VertFlow-0.1.5.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.6": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "061f1af4e41de6a5ff61b016e9080f00c2f5b439c320f790f4ae6e9653a7a5ff",
                    "md5": "03d95e15b603d128a5c539b326877070",
                    "sha256": "8419654c1c1153983c40505a155e2e3d22a0517a53d8540cf8b645efbac3c21c"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.6-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "03d95e15b603d128a5c539b326877070",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 18900,
                "upload_time": "2022-12-16T16:39:15",
                "upload_time_iso_8601": "2022-12-16T16:39:15.365316Z",
                "url": "https://files.pythonhosted.org/packages/06/1f/1af4e41de6a5ff61b016e9080f00c2f5b439c320f790f4ae6e9653a7a5ff/VertFlow-0.1.6-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "6bd54d0135604c4a08f0fdafff948db706793f1358fc1350f78e0df8d6e6d360",
                    "md5": "a7c5a641fe4cef6279920487af1c8478",
                    "sha256": "01e97310f2df4656902adfc2e1011ed89f761df196066dac944579f918031f68"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.6.tar.gz",
                "has_sig": false,
                "md5_digest": "a7c5a641fe4cef6279920487af1c8478",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 15272,
                "upload_time": "2022-12-16T16:39:16",
                "upload_time_iso_8601": "2022-12-16T16:39:16.849360Z",
                "url": "https://files.pythonhosted.org/packages/6b/d5/4d0135604c4a08f0fdafff948db706793f1358fc1350f78e0df8d6e6d360/VertFlow-0.1.6.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.1.7": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "7f97c2064bb27f480c82fe50b12c71c7acc804a9d65e74c028101c41ebbb4c45",
                    "md5": "dcc74df08ab83d0c92262654c4420b71",
                    "sha256": "0aeedd89dab974c7f62362cd2b6ed236af96e8ff25edd0a0d5d082b623e0c5dd"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.7-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "dcc74df08ab83d0c92262654c4420b71",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 18975,
                "upload_time": "2022-12-16T16:58:24",
                "upload_time_iso_8601": "2022-12-16T16:58:24.997407Z",
                "url": "https://files.pythonhosted.org/packages/7f/97/c2064bb27f480c82fe50b12c71c7acc804a9d65e74c028101c41ebbb4c45/VertFlow-0.1.7-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "1852f1aa96495c9947277daba07036f228a9072e57aaaf66d868f00f395adad2",
                    "md5": "68af4c7f99dd30e9ce6f858b0587cd8b",
                    "sha256": "d4d47ff10690e21c9554eeb4cbcbfc6bcd856cb397947a345480ee97e248017f"
                },
                "downloads": -1,
                "filename": "VertFlow-0.1.7.tar.gz",
                "has_sig": false,
                "md5_digest": "68af4c7f99dd30e9ce6f858b0587cd8b",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 15379,
                "upload_time": "2022-12-16T16:58:25",
                "upload_time_iso_8601": "2022-12-16T16:58:25.976845Z",
                "url": "https://files.pythonhosted.org/packages/18/52/f1aa96495c9947277daba07036f228a9072e57aaaf66d868f00f395adad2/VertFlow-0.1.7.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "454c0d6d26e6fbc13fed26b2cc82cc677bf343b891b8573c5d9cc1ecf7ed4d1b",
                    "md5": "f6d98c0787261af89da5b497a63106e7",
                    "sha256": "24d413d2bc82363658da75339b24057f2a9638a341b93ac1eb6fd8abc9a5c19d"
                },
                "downloads": -1,
                "filename": "VertFlow-0.2.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "f6d98c0787261af89da5b497a63106e7",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 18975,
                "upload_time": "2022-12-16T17:25:32",
                "upload_time_iso_8601": "2022-12-16T17:25:32.734784Z",
                "url": "https://files.pythonhosted.org/packages/45/4c/0d6d26e6fbc13fed26b2cc82cc677bf343b891b8573c5d9cc1ecf7ed4d1b/VertFlow-0.2.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "00e07cedfd20118a9f959e163bdcbb6682ed12f8c1bd738bab9c98778b7b92c3",
                    "md5": "d89cef5d8c8c2b2029a62bc5f469b984",
                    "sha256": "9576a5de4ba2e03f48d4ee04d5cb33c2174b38e3ba157056f7546945ea7debc9"
                },
                "downloads": -1,
                "filename": "VertFlow-0.2.0.tar.gz",
                "has_sig": false,
                "md5_digest": "d89cef5d8c8c2b2029a62bc5f469b984",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 15387,
                "upload_time": "2022-12-16T17:25:34",
                "upload_time_iso_8601": "2022-12-16T17:25:34.601597Z",
                "url": "https://files.pythonhosted.org/packages/00/e0/7cedfd20118a9f959e163bdcbb6682ed12f8c1bd738bab9c98778b7b92c3/VertFlow-0.2.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.3.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "07a61e5f0f5aa09e4b991d36b9ead1d1accebce8fb5a27950b9f92acc4a4c696",
                    "md5": "1808aef4ea29ee3b92b73bdb69f5d355",
                    "sha256": "1eaeebb90b4fc627062ab47f3d5477dd01cdb7e388c4baf1c903dd09f74770e5"
                },
                "downloads": -1,
                "filename": "VertFlow-0.3.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "1808aef4ea29ee3b92b73bdb69f5d355",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 19755,
                "upload_time": "2023-03-31T15:04:14",
                "upload_time_iso_8601": "2023-03-31T15:04:14.207789Z",
                "url": "https://files.pythonhosted.org/packages/07/a6/1e5f0f5aa09e4b991d36b9ead1d1accebce8fb5a27950b9f92acc4a4c696/VertFlow-0.3.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "c86a249c10d0c273d78f157ae1e9563f698d938277053c362834df1a73830f89",
                    "md5": "0a6945a3400de3abab3b0b24afcb3b31",
                    "sha256": "6b6049013bf65fa4aaa651338cc4cac7544df82dcd7a430a0fddd360fd7114ca"
                },
                "downloads": -1,
                "filename": "VertFlow-0.3.0.tar.gz",
                "has_sig": false,
                "md5_digest": "0a6945a3400de3abab3b0b24afcb3b31",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 20761,
                "upload_time": "2023-03-31T15:04:15",
                "upload_time_iso_8601": "2023-03-31T15:04:15.550268Z",
                "url": "https://files.pythonhosted.org/packages/c8/6a/249c10d0c273d78f157ae1e9563f698d938277053c362834df1a73830f89/VertFlow-0.3.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.0": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "d288dd1f261d020a635cd4e82cfc116295c4a1b3da7dd1e5bd0c384ff31bf5ba",
                    "md5": "072dd9660bfecf246d5e9871636091be",
                    "sha256": "1001716675f2ae813eaa92f63951c25f7c9ea32a2c0cf3fb51b18a1518d3fc9e"
                },
                "downloads": -1,
                "filename": "VertFlow-0.4.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "072dd9660bfecf246d5e9871636091be",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 19853,
                "upload_time": "2023-05-12T15:20:16",
                "upload_time_iso_8601": "2023-05-12T15:20:16.039637Z",
                "url": "https://files.pythonhosted.org/packages/d2/88/dd1f261d020a635cd4e82cfc116295c4a1b3da7dd1e5bd0c384ff31bf5ba/VertFlow-0.4.0-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "a14cc44bb016457543744b2bea3ad4212c3ccf3a9789569a8920291bdef177bf",
                    "md5": "95482c6ade0cde093c6efa7dfab5b465",
                    "sha256": "0e3371fa65b737fb4a81db5443a7a4f10578b5df13767601cb07f929ea14ac00"
                },
                "downloads": -1,
                "filename": "VertFlow-0.4.0.tar.gz",
                "has_sig": false,
                "md5_digest": "95482c6ade0cde093c6efa7dfab5b465",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 20854,
                "upload_time": "2023-05-12T15:20:17",
                "upload_time_iso_8601": "2023-05-12T15:20:17.654205Z",
                "url": "https://files.pythonhosted.org/packages/a1/4c/c44bb016457543744b2bea3ad4212c3ccf3a9789569a8920291bdef177bf/VertFlow-0.4.0.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ],
        "0.4.1": [
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "091c540578712d57c17b46ab1cd66a2e038db2c7ccaf08502c9cf3952241c3cf",
                    "md5": "5380297b1fd99ce43babee97f479e0aa",
                    "sha256": "52135efe1dc2e3e377cd376f9f5c313e51ed999148311c3d927ddc3798b3778d"
                },
                "downloads": -1,
                "filename": "VertFlow-0.4.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "5380297b1fd99ce43babee97f479e0aa",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": ">=3.7",
                "size": 19893,
                "upload_time": "2023-07-28T13:25:42",
                "upload_time_iso_8601": "2023-07-28T13:25:42.003699Z",
                "url": "https://files.pythonhosted.org/packages/09/1c/540578712d57c17b46ab1cd66a2e038db2c7ccaf08502c9cf3952241c3cf/VertFlow-0.4.1-py3-none-any.whl",
                "yanked": false,
                "yanked_reason": null
            },
            {
                "comment_text": "",
                "digests": {
                    "blake2b_256": "b09ccd5c631f375f8ccab8add3f126e9dcd5eebe317364b6d823679235529497",
                    "md5": "d05c4d94cdc3ce4b6614b7631e2fc22c",
                    "sha256": "7af593db9d960ede74cd70e70146a0bc67cac98f6d151fc5511848dca8a98f1e"
                },
                "downloads": -1,
                "filename": "VertFlow-0.4.1.tar.gz",
                "has_sig": false,
                "md5_digest": "d05c4d94cdc3ce4b6614b7631e2fc22c",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": ">=3.7",
                "size": 20885,
                "upload_time": "2023-07-28T13:25:43",
                "upload_time_iso_8601": "2023-07-28T13:25:43.042875Z",
                "url": "https://files.pythonhosted.org/packages/b0/9c/cd5c631f375f8ccab8add3f126e9dcd5eebe317364b6d823679235529497/VertFlow-0.4.1.tar.gz",
                "yanked": false,
                "yanked_reason": null
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "091c540578712d57c17b46ab1cd66a2e038db2c7ccaf08502c9cf3952241c3cf",
                "md5": "5380297b1fd99ce43babee97f479e0aa",
                "sha256": "52135efe1dc2e3e377cd376f9f5c313e51ed999148311c3d927ddc3798b3778d"
            },
            "downloads": -1,
            "filename": "VertFlow-0.4.1-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "5380297b1fd99ce43babee97f479e0aa",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": ">=3.7",
            "size": 19893,
            "upload_time": "2023-07-28T13:25:42",
            "upload_time_iso_8601": "2023-07-28T13:25:42.003699Z",
            "url": "https://files.pythonhosted.org/packages/09/1c/540578712d57c17b46ab1cd66a2e038db2c7ccaf08502c9cf3952241c3cf/VertFlow-0.4.1-py3-none-any.whl",
            "yanked": false,
            "yanked_reason": null
        },
        {
            "comment_text": "",
            "digests": {
                "blake2b_256": "b09ccd5c631f375f8ccab8add3f126e9dcd5eebe317364b6d823679235529497",
                "md5": "d05c4d94cdc3ce4b6614b7631e2fc22c",
                "sha256": "7af593db9d960ede74cd70e70146a0bc67cac98f6d151fc5511848dca8a98f1e"
            },
            "downloads": -1,
            "filename": "VertFlow-0.4.1.tar.gz",
            "has_sig": false,
            "md5_digest": "d05c4d94cdc3ce4b6614b7631e2fc22c",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": ">=3.7",
            "size": 20885,
            "upload_time": "2023-07-28T13:25:43",
            "upload_time_iso_8601": "2023-07-28T13:25:43.042875Z",
            "url": "https://files.pythonhosted.org/packages/b0/9c/cd5c631f375f8ccab8add3f126e9dcd5eebe317364b6d823679235529497/VertFlow-0.4.1.tar.gz",
            "yanked": false,
            "yanked_reason": null
        }
    ],
    "vulnerabilities": []
}