{
    "info": {
        "author": "tao-lin",
        "author_email": "tanlin2013@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Topic :: Scientific/Engineering :: Mathematics"
        ],
        "description": "![](docs/anko_logo.png)\n# anko\nToolkit for performing anomaly detection algorithm on 1D time series based on numpy, scipy.\n\nConventional approaches that based on statistical analysis have been implemented, with mainly two approaches included:\n1. Normal Distribution  \nData samples are presumably been generated by normal distribution, and therefore anomalous data points can be targeted by analysing the standard deviation.  \n\n2. Fitting Ansatz  \nData samples are fitted by several ansatzs, and in accordance with the residual, anomalous data points can be selected. \n\nRegarding model selections, models are adopted dynamically by performing normal test and by computing the (Akaike/Bayesian) information criterion.\nBy default, the algorithm will first try to fit in the data into normal distribution, if it passed [normal test](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.normaltest.html).\nIf this attempt suffers from the loss of convergence or it did not pass [normal test](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.normaltest.html) from begining, \nthen the algorithm will pass data into the second methods and try to execute all the available fitting ansatzs simultaneously. \nThe best fitting ansatz will be selected by information criterion, and finally the algorithm will pick up anomalous points in accordance with the residual.\n[click here to see all available methods.](https://tanlin2013.github.io/anko/build/html/anko.html#anko.anomaly_detector.AnomalyDetector.models)   \n\nFuture development will also include methods that are based on deep learning techniques, such as isolation forest, support vector machine, etc.\n\n## Requirements\n* python >= 3.6.0\n* numpy >= 1.16.4\n* scipy >= 1.2.1\n\n## Installation \n```\npip install anko\n```\nFor current release version please refer to [PyPI - anko homepage](https://pypi.org/project/anko/).\n\n## Documentation\nFor details about anko API, see the [reference documentation](https://tanlin2013.github.io/anko/index.html).\n\n## Jupyter Notebook Tutorial (in dev)\nRun **anko_tutorial.ipynb** on your local Jupyter Notebook or host on [google colab](https://colab.research.google.com/github/tanlin2013/anko/blob/master/anko_tutorial.ipynb).\n\n## Basic Usage\n1. Call AnomalyDetector\n```\nfrom anko.anomaly_detector import AnomalyDetector  \nagent = AnomalyDetector(t, series)\n```\n\n2. Define policies and threshold values (optional)\n```\nagent.thres_params[\"linregress_res\"] = 1.5  \nagent.apply_policies[\"z_normalization\"] = True  \nagent.apply_policies[\"info_criterion\"] = 'AIC'\n```\nfor the use of [**AnomalyDetector.thres_params**](https://tanlin2013.github.io/anko/build/html/anko.html#anko.anomaly_detector.AnomalyDetector.thres_params) \nand [**AnomalyDetector.apply_policies**](https://tanlin2013.github.io/anko/build/html/anko.html#anko.anomaly_detector.AnomalyDetector.apply_policies), \nplease refer to the documentation.\n\n3. Run check\n```\ncheck_result = agent.check()\n```\n\nThe type of output **check_result** is [**CheckResult**](https://tanlin2013.github.io/anko/build/html/anko.html#anko.anomaly_detector.CheckResult), which is basically a dictionary that contains the following attributes:\n> model: 'increase_step_func'  \n> popt: [220.3243250055105, 249.03846355234577, 74.00000107457113]  \n> perr: [0.4247789247961187, 0.7166253174634686, 0.0]  \n> anomalous_data: [(59, 209)]  \n> residual: [10.050378152592119]  \n> extra_info: ['Info: AnomalyDetector is using z normalization.', 'Info: There are more than 1 discontinuous points detected.']        \n\n* model (str): The best fit model been selected by algorithm.\n* popt (list): Estimated fitting parameters. \n* perr (list): Corresponding errors of popt.\n* anomalous_data (list\\[tuple(float, float)\\]): Return a list of anomalous data points (t, series(t)), or an empty list if all data points are in order. \n* residual (list): Residual of anomalous data.\n* extra_info (list): All convergence errors, warnings, informations during the execution are stored here.\n\n\n## Run Test\n```\npython -m unittest discover -s test -p '*_test.py'\n```\nor simply\n```\nmake test\n```",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "https://github.com/tanlin2013/anko/archive/v0.2.8.tar.gz",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/tanlin2013/anko",
        "keywords": "statistics,time series,anomaly detection",
        "license": "MIT",
        "maintainer": "",
        "maintainer_email": "",
        "name": "anko",
        "package_url": "https://pypi.org/project/anko/",
        "platform": "",
        "project_url": "https://pypi.org/project/anko/",
        "project_urls": {
            "Download": "https://github.com/tanlin2013/anko/archive/v0.2.8.tar.gz",
            "Homepage": "https://github.com/tanlin2013/anko"
        },
        "release_url": "https://pypi.org/project/anko/0.2.8/",
        "requires_dist": null,
        "requires_python": "",
        "summary": "Toolkit for performing anomaly detection algorithm on time series.",
        "version": "0.2.8"
    },
    "last_serial": 5988130,
    "releases": {
        "0.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c233946be31f3f7f6e5bb6f49d2477a8",
                    "sha256": "b075a0fd7db548c30f295f5eaeeae16d8f11dfedc309456908996a589a687a79"
                },
                "downloads": -1,
                "filename": "anko-0.0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "c233946be31f3f7f6e5bb6f49d2477a8",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3891,
                "upload_time": "2019-08-26T06:08:48",
                "url": "https://files.pythonhosted.org/packages/59/e3/8749b9c34891af6050977d332324c4536eb5ca88d10eb5b4dc7ab551daed/anko-0.0.2.tar.gz"
            }
        ],
        "0.0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c2fb270f0cdb115924ff8bb485db7f4c",
                    "sha256": "9ddc6e27896f99cf436a944d53203cbb4acfd2e258bce68722c5a6b30da6624c"
                },
                "downloads": -1,
                "filename": "anko-0.0.3.tar.gz",
                "has_sig": false,
                "md5_digest": "c2fb270f0cdb115924ff8bb485db7f4c",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3888,
                "upload_time": "2019-08-26T06:08:51",
                "url": "https://files.pythonhosted.org/packages/ce/b8/5e524faca472b2d6f2bd5dc096057b7ddc48514ec7afa5ecf96d9f75f8cf/anko-0.0.3.tar.gz"
            }
        ],
        "0.0.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ac08431f6cba727d5b6724e397b25a08",
                    "sha256": "05894e77e4fb3aeb1774e2e53cd7b606206cf0cac36a6267b5d98a664376c8b1"
                },
                "downloads": -1,
                "filename": "anko-0.0.4.tar.gz",
                "has_sig": false,
                "md5_digest": "ac08431f6cba727d5b6724e397b25a08",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3944,
                "upload_time": "2019-08-26T07:43:34",
                "url": "https://files.pythonhosted.org/packages/3d/fc/a94a9f97435778c930bea39d66d81d5a3858c9439f65e7dd103e07f8d77b/anko-0.0.4.tar.gz"
            }
        ],
        "0.0.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "e56947af6cea90e55efccc2096997b84",
                    "sha256": "f8cee1647fcd931dfe760b0a6b21e792f558da68f5984858d6929819d881acf0"
                },
                "downloads": -1,
                "filename": "anko-0.0.5.tar.gz",
                "has_sig": false,
                "md5_digest": "e56947af6cea90e55efccc2096997b84",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6524,
                "upload_time": "2019-08-27T07:25:32",
                "url": "https://files.pythonhosted.org/packages/4f/00/44e1ffc4429b9d264946b942f34adcccfdcb5cee67be446d64181bd954de/anko-0.0.5.tar.gz"
            }
        ],
        "0.0.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "bafb41f902e116c278b1baacd2864f96",
                    "sha256": "73cecd7965cb477c78b18e761655b0f9456197e04af5dbca01d5f5e9d864071a"
                },
                "downloads": -1,
                "filename": "anko-0.0.6.tar.gz",
                "has_sig": false,
                "md5_digest": "bafb41f902e116c278b1baacd2864f96",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6518,
                "upload_time": "2019-08-27T08:02:24",
                "url": "https://files.pythonhosted.org/packages/54/2c/0c74712cacbba92d520a41180c5961e406de4ef18640df685518788de623/anko-0.0.6.tar.gz"
            }
        ],
        "0.0.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8167a5933ae0eba81d90a3ac0c4c2452",
                    "sha256": "0347a2c12c08ff498735b1c6dd26f6b985406328dc5df2741e32638863240207"
                },
                "downloads": -1,
                "filename": "anko-0.0.7.tar.gz",
                "has_sig": false,
                "md5_digest": "8167a5933ae0eba81d90a3ac0c4c2452",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6705,
                "upload_time": "2019-08-28T07:29:55",
                "url": "https://files.pythonhosted.org/packages/9a/16/3851046a7faca0cbeee95696f5d1fad60b887f73e834b33da5143d6e3425/anko-0.0.7.tar.gz"
            }
        ],
        "0.0.8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1e88a0447c1f805c516e693a31340cdc",
                    "sha256": "013d0599c7f6eac0db147b00485a4def815b2753e172b0c0b6edcd86056d358c"
                },
                "downloads": -1,
                "filename": "anko-0.0.8.tar.gz",
                "has_sig": false,
                "md5_digest": "1e88a0447c1f805c516e693a31340cdc",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6652,
                "upload_time": "2019-08-28T08:26:33",
                "url": "https://files.pythonhosted.org/packages/6d/e1/e8f10b992e495e3444b10af35cf1e22be1bc59626a1e2cf469cc596ccce9/anko-0.0.8.tar.gz"
            }
        ],
        "0.0.9": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "0d3f903f7b88abc772c00c7329d31cf4",
                    "sha256": "aa1e5efbbecdddf7a933c3750babd543cad097f97bc9dcbdbef870605930c9da"
                },
                "downloads": -1,
                "filename": "anko-0.0.9.tar.gz",
                "has_sig": false,
                "md5_digest": "0d3f903f7b88abc772c00c7329d31cf4",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6892,
                "upload_time": "2019-08-28T08:44:04",
                "url": "https://files.pythonhosted.org/packages/f9/80/457356af10aea2a416c6ae1e5565b502446dea2d017706ef5c4da3aa3984/anko-0.0.9.tar.gz"
            }
        ],
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "b1a96dda054ea0bfc7c138703f7bf358",
                    "sha256": "d73308ea0359aadfb1aa9ba6a12bfea5320324898449f7719dfa81a0b62a6d13"
                },
                "downloads": -1,
                "filename": "anko-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "b1a96dda054ea0bfc7c138703f7bf358",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6651,
                "upload_time": "2019-08-28T09:12:32",
                "url": "https://files.pythonhosted.org/packages/b8/ad/eac8500eda9463a81e5305e177ff46cb66af776b58e6f96843b6f0b97695/anko-0.1.0.tar.gz"
            }
        ],
        "0.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "2ba86c2dbe58d24451f48b087ebaf722",
                    "sha256": "9301d6884bc6143fadce6a5a6966a31688db261cee0316f4a66bc45296dc6bc6"
                },
                "downloads": -1,
                "filename": "anko-0.1.1.tar.gz",
                "has_sig": false,
                "md5_digest": "2ba86c2dbe58d24451f48b087ebaf722",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6663,
                "upload_time": "2019-08-28T09:17:25",
                "url": "https://files.pythonhosted.org/packages/6f/0e/5eb806d150b8821d43942124799e95c4b8a36e1b016d7e14296cc221131f/anko-0.1.1.tar.gz"
            }
        ],
        "0.1.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "67b0e1729f6b562128672919a9bff156",
                    "sha256": "89d735b1efec33eee6416295d0a661b430bc519ab43bbe2515e253b0bd9fda6a"
                },
                "downloads": -1,
                "filename": "anko-0.1.2.tar.gz",
                "has_sig": false,
                "md5_digest": "67b0e1729f6b562128672919a9bff156",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6641,
                "upload_time": "2019-08-28T09:56:59",
                "url": "https://files.pythonhosted.org/packages/cc/28/17e4f708795a35da997ba58f151d4499b11a012c90542c152c08b4de900b/anko-0.1.2.tar.gz"
            }
        ],
        "0.1.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "235e355aefdb25a400e859ed1c602c4c",
                    "sha256": "4b1d2ab53946e2e152a7128e73d09a14e2b527e56baee7d3f0fa2d1938926c9f"
                },
                "downloads": -1,
                "filename": "anko-0.1.3.tar.gz",
                "has_sig": false,
                "md5_digest": "235e355aefdb25a400e859ed1c602c4c",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6629,
                "upload_time": "2019-08-28T10:33:37",
                "url": "https://files.pythonhosted.org/packages/55/91/c8b30671853ae6097ba6074a6d2971a9a19926a2572cfd0ddd1896b2f25b/anko-0.1.3.tar.gz"
            }
        ],
        "0.1.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8d3cbcf43f0efb3c718d2615248a10cd",
                    "sha256": "9edc36f7499e1ce1d35248b34b3ebb8b29a2daa767bd5ef46ca117ad0e749b67"
                },
                "downloads": -1,
                "filename": "anko-0.1.4.tar.gz",
                "has_sig": false,
                "md5_digest": "8d3cbcf43f0efb3c718d2615248a10cd",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6562,
                "upload_time": "2019-09-03T03:00:59",
                "url": "https://files.pythonhosted.org/packages/d8/60/6f83803dfee41f7eee138203fe7dae112b5fc18eab1dcddb9f088deeb929/anko-0.1.4.tar.gz"
            }
        ],
        "0.1.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "49675ba6edd9fc0fcd2dffc28d087281",
                    "sha256": "b351897c98c07aec90e2b04da8342f8bb9b6c76d121e01510642407aaff732ee"
                },
                "downloads": -1,
                "filename": "anko-0.1.5.tar.gz",
                "has_sig": false,
                "md5_digest": "49675ba6edd9fc0fcd2dffc28d087281",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6739,
                "upload_time": "2019-09-03T09:44:14",
                "url": "https://files.pythonhosted.org/packages/fd/8e/4b4d78d5ae3cc66ad177dff0cfc71c6698f635925cc815e0d2b0ec9202f1/anko-0.1.5.tar.gz"
            }
        ],
        "0.1.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "d4ac533affe05f0b351fa276024d36f2",
                    "sha256": "da40e797445f7b471f0c71077860be5ce81c5fb3f320a4280a12674ca1660372"
                },
                "downloads": -1,
                "filename": "anko-0.1.6.tar.gz",
                "has_sig": false,
                "md5_digest": "d4ac533affe05f0b351fa276024d36f2",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6740,
                "upload_time": "2019-09-03T09:49:40",
                "url": "https://files.pythonhosted.org/packages/11/6d/92a82f966052a1976b364ba7290a2d8823ebb7bfa51d288d7ff8d4ddef7b/anko-0.1.6.tar.gz"
            }
        ],
        "0.1.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "468f5c57775047aacc666a44f884ef42",
                    "sha256": "dba65168c6964842893345008b07139e7ed703b3def8dd01232d8300e8a64d95"
                },
                "downloads": -1,
                "filename": "anko-0.1.7.tar.gz",
                "has_sig": false,
                "md5_digest": "468f5c57775047aacc666a44f884ef42",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6731,
                "upload_time": "2019-09-03T10:01:49",
                "url": "https://files.pythonhosted.org/packages/d0/7b/5fe69ec6eff30d3401610e72c1c9805e2522ae247840e6819ecdc1b53d2d/anko-0.1.7.tar.gz"
            }
        ],
        "0.1.8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "193667cb9549bdb24e0b76b10f7bf439",
                    "sha256": "9dfcfe9a411cd868945b9a62445ebf997ca2a4c65be81154e5976726225b33f5"
                },
                "downloads": -1,
                "filename": "anko-0.1.8.tar.gz",
                "has_sig": false,
                "md5_digest": "193667cb9549bdb24e0b76b10f7bf439",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7341,
                "upload_time": "2019-09-05T04:12:52",
                "url": "https://files.pythonhosted.org/packages/e3/da/f35bb4363043b1d3bb8e32029590dafd686287b8b102c0e75d512e7f7db8/anko-0.1.8.tar.gz"
            }
        ],
        "0.1.9": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "38a267b9bddfaa89de0fc710cbbe7667",
                    "sha256": "e27d1947330fcf95bc5c680bb1534a7ffc032bd0f06c2a35153789c18e3bfa2c"
                },
                "downloads": -1,
                "filename": "anko-0.1.9.tar.gz",
                "has_sig": false,
                "md5_digest": "38a267b9bddfaa89de0fc710cbbe7667",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7340,
                "upload_time": "2019-09-05T04:17:03",
                "url": "https://files.pythonhosted.org/packages/55/6e/a2277d112086f08d97dd8bff25fe9134e0fb2cd0b6049a4ff31679f1261b/anko-0.1.9.tar.gz"
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1b494e5623d0bd6bec4e0a2ff1c86540",
                    "sha256": "195588bf909199a4bf1ad1ec13af363cb2f40dad2711328f18cef190b7404fae"
                },
                "downloads": -1,
                "filename": "anko-0.2.0.tar.gz",
                "has_sig": false,
                "md5_digest": "1b494e5623d0bd6bec4e0a2ff1c86540",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7345,
                "upload_time": "2019-09-05T04:27:20",
                "url": "https://files.pythonhosted.org/packages/17/8e/89a77ae25d72221aa9718d656ad2f2dff294633c98b05f1b830f70bc86d0/anko-0.2.0.tar.gz"
            }
        ],
        "0.2.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ed95979b5909b85dd1f98c8b982b130a",
                    "sha256": "302d22fedbe1582aa57b6760a40bf7a879604e4387e14815acb46416ba899b29"
                },
                "downloads": -1,
                "filename": "anko-0.2.1.tar.gz",
                "has_sig": false,
                "md5_digest": "ed95979b5909b85dd1f98c8b982b130a",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7395,
                "upload_time": "2019-09-05T09:54:43",
                "url": "https://files.pythonhosted.org/packages/86/96/7477bbbfbc4c809f7233409df07fbad1acb599649c4977e34f5b65b3f02d/anko-0.2.1.tar.gz"
            }
        ],
        "0.2.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "0dbecb67aa807f5678efead9fb1a55ec",
                    "sha256": "dedeff2e96de71642b17d381c2e2bde2b83c57ff22cf5bbf81076fa35895d78b"
                },
                "downloads": -1,
                "filename": "anko-0.2.2.tar.gz",
                "has_sig": false,
                "md5_digest": "0dbecb67aa807f5678efead9fb1a55ec",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7788,
                "upload_time": "2019-09-09T07:18:08",
                "url": "https://files.pythonhosted.org/packages/bb/cc/cb8890f930c41f18c989e6a0b46de45a598f1e2e1acda633d6c171a753ad/anko-0.2.2.tar.gz"
            }
        ],
        "0.2.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "bbeaa0c7181eb7eb2fd9bf41f59ff36b",
                    "sha256": "94cf4049d872237fbd727762b885617f4d37d9abcb5388e6ac5362e9432eda35"
                },
                "downloads": -1,
                "filename": "anko-0.2.3.tar.gz",
                "has_sig": false,
                "md5_digest": "bbeaa0c7181eb7eb2fd9bf41f59ff36b",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7778,
                "upload_time": "2019-09-10T02:35:47",
                "url": "https://files.pythonhosted.org/packages/4d/59/cf784bb2ef6e575a0be627fe9f482413ff3f48548a228d544ce8e1025f87/anko-0.2.3.tar.gz"
            }
        ],
        "0.2.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f05baa241b563d08d567758c2ac20343",
                    "sha256": "9ca6f90d7a071e8618cc476f6bd6ca35757cfa609336e0d0dc79adcc9d7bde27"
                },
                "downloads": -1,
                "filename": "anko-0.2.4.tar.gz",
                "has_sig": false,
                "md5_digest": "f05baa241b563d08d567758c2ac20343",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7780,
                "upload_time": "2019-09-10T03:00:01",
                "url": "https://files.pythonhosted.org/packages/b6/de/f4f6afdee70b211f9db9ab8d4a987a661e905d769e00d1f3a2deadae3f2f/anko-0.2.4.tar.gz"
            }
        ],
        "0.2.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c26e99c081eca26432de804239f2b9a5",
                    "sha256": "0c477ec96ac13f48ac1f9ffe568df71d2422be6e1f6cf5d9af3c06c2c4e0b724"
                },
                "downloads": -1,
                "filename": "anko-0.2.5.tar.gz",
                "has_sig": false,
                "md5_digest": "c26e99c081eca26432de804239f2b9a5",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7792,
                "upload_time": "2019-09-12T07:02:00",
                "url": "https://files.pythonhosted.org/packages/8b/82/8660c58367b31383977daf28f467fee65a48f64e1555e22ea920296af1f5/anko-0.2.5.tar.gz"
            }
        ],
        "0.2.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "eb338608b94657515bb12d2ec28281db",
                    "sha256": "5ab000e3c93d9a611b05a254450528fedd549230f2761cc5f239e5e813091797"
                },
                "downloads": -1,
                "filename": "anko-0.2.6.tar.gz",
                "has_sig": false,
                "md5_digest": "eb338608b94657515bb12d2ec28281db",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 7694,
                "upload_time": "2019-09-12T10:01:32",
                "url": "https://files.pythonhosted.org/packages/47/a3/5b4d374670d82a226498d01fb2af9508858319da1938962a67d10e26e01f/anko-0.2.6.tar.gz"
            }
        ],
        "0.2.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "5f820aa167bf2faa0ee5fe1d8ac9c916",
                    "sha256": "7ac706b8bab0109ebabdb02cb7393c56e110f475a27498ff9c724ce6a9391a29"
                },
                "downloads": -1,
                "filename": "anko-0.2.7.tar.gz",
                "has_sig": false,
                "md5_digest": "5f820aa167bf2faa0ee5fe1d8ac9c916",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 13277,
                "upload_time": "2019-09-26T08:34:23",
                "url": "https://files.pythonhosted.org/packages/a9/5a/cfabb49936440ce98e6d562732b0484560b089d2218b41feacc0ff9fdcfb/anko-0.2.7.tar.gz"
            }
        ],
        "0.2.8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "8cdd1fc83c922623b601bfcd6592a6df",
                    "sha256": "b9d80e96a0e8f41f88d4fc38b98923c3a54a16712704e66a805a79674bb04182"
                },
                "downloads": -1,
                "filename": "anko-0.2.8.tar.gz",
                "has_sig": false,
                "md5_digest": "8cdd1fc83c922623b601bfcd6592a6df",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 13288,
                "upload_time": "2019-10-17T07:25:28",
                "url": "https://files.pythonhosted.org/packages/67/e0/ee655313e2954e1865a8f1fe6d544d0912e7dc9fd838adcd681786fc3076/anko-0.2.8.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "8cdd1fc83c922623b601bfcd6592a6df",
                "sha256": "b9d80e96a0e8f41f88d4fc38b98923c3a54a16712704e66a805a79674bb04182"
            },
            "downloads": -1,
            "filename": "anko-0.2.8.tar.gz",
            "has_sig": false,
            "md5_digest": "8cdd1fc83c922623b601bfcd6592a6df",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 13288,
            "upload_time": "2019-10-17T07:25:28",
            "url": "https://files.pythonhosted.org/packages/67/e0/ee655313e2954e1865a8f1fe6d544d0912e7dc9fd838adcd681786fc3076/anko-0.2.8.tar.gz"
        }
    ]
}