{
    "info": {
        "author": "Martin Thoma",
        "author_email": "info@martin-thoma.de",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 1 - Planning",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Natural Language :: English",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3.6"
        ],
        "description": "[![PyPI version](https://badge.fury.io/py/hasy_tools.svg)](https://badge.fury.io/py/hasy_tools)\n[![Python Support](https://img.shields.io/pypi/pyversions/hasy_tools.svg)](https://pypi.org/project/hasy_tools/)\n\n# hasy_tools\n\n`hasy_tools` is a support package for the HASY dataset. The dataset is\ndescribed in [The HASYv2 dataset](https://arxiv.org/pdf/1701.08380.pdf).\n\nThe HASY dataset contains handwritten symbols obtained via [Detexify](http://detexify.kirelabs.org/classify.html)\nand [write-math.com](http://write-math.com). The data was rendered and is similar\nto MNIST.\n\n\n## Installation\n\n```bash\n$ pip install git+https://github.com/MartinThoma/hasy_tools.git\n```\n\nIt can, of course, also be installed via PyPI.\n\n\n## Usage\n\n```python\n>>> import hasy_tools\n>>> data = hasy_tools.load()\n>>> data.keys()\ndict_keys(['x_train', 'y_train', 'x_test', 'y_test', 's_train', 's_test', 'labels'])\n>>> len(data['labels'])\n369\n>>> data['x_train'].shape\n(151241, 32, 32, 1)\n>>> x_train = hasy_tools.preprocess(data['x_train'])\n>>> y_train = np.eye(hasy_tools.n_classes)[y_train.squeeze()]\n```\n\n\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "https://github.com/MartinThoma/hasy_tools",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/MartinThoma/hasy_tools",
        "keywords": "utility",
        "license": "MIT",
        "maintainer": "Martin Thoma",
        "maintainer_email": "info@martin-thoma.de",
        "name": "hasy-tools",
        "package_url": "https://pypi.org/project/hasy-tools/",
        "platform": "Linux",
        "project_url": "https://pypi.org/project/hasy-tools/",
        "project_urls": {
            "Download": "https://github.com/MartinThoma/hasy_tools",
            "Homepage": "https://github.com/MartinThoma/hasy_tools"
        },
        "release_url": "https://pypi.org/project/hasy-tools/0.1.1/",
        "requires_dist": [
            "Pillow",
            "scikit-learn",
            "matplotlib"
        ],
        "requires_python": "",
        "summary": "Convenience functions for the HASY dataset",
        "version": "0.1.1"
    },
    "last_serial": 4515546,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "7bbd517b2e2941d24d5863f35c701bdc",
                    "sha256": "1ea6af5568ebca324c8cd9446f2b54bbdf17b07d76d2de3b6940ad1ec4860c05"
                },
                "downloads": -1,
                "filename": "hasy_tools-0.1.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "7bbd517b2e2941d24d5863f35c701bdc",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 14088,
                "upload_time": "2018-11-21T21:18:17",
                "url": "https://files.pythonhosted.org/packages/46/0f/092eff15c8c44a657adecdf7a91a6ceda021f5c586a98298b6bc13319392/hasy_tools-0.1.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "7ca5118bac7229094eec9f81765a7bc4",
                    "sha256": "f6cd0e253437046ee87dc229a99c5098fb4a518534d99b24fad5a41088667f4c"
                },
                "downloads": -1,
                "filename": "hasy_tools-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "7ca5118bac7229094eec9f81765a7bc4",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 13580,
                "upload_time": "2018-11-21T21:18:19",
                "url": "https://files.pythonhosted.org/packages/7f/ea/1d162c24db2c78c2bd58f12af10a23eaaf1c63b053b08386e7a3a822437a/hasy_tools-0.1.0.tar.gz"
            }
        ],
        "0.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "6355750005afbeb4a7eb7dfa48f57ac2",
                    "sha256": "0b1a24337442736861337816b8659e62f86bc66546da19dbcef6d5204d8b96c4"
                },
                "downloads": -1,
                "filename": "hasy_tools-0.1.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "6355750005afbeb4a7eb7dfa48f57ac2",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 14254,
                "upload_time": "2018-11-22T06:12:29",
                "url": "https://files.pythonhosted.org/packages/4b/37/08cabb3249df66db0522b0d93a082409c9486b6ecb707420cbb5e2760c6a/hasy_tools-0.1.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "03f0c9ebae38ad1532ace67d66ca90f0",
                    "sha256": "bcd1393a092a6f6e45271be2df3a11af339c319bbbd2ccad76bec26c3eb2ce02"
                },
                "downloads": -1,
                "filename": "hasy_tools-0.1.1.tar.gz",
                "has_sig": false,
                "md5_digest": "03f0c9ebae38ad1532ace67d66ca90f0",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 13756,
                "upload_time": "2018-11-22T06:12:30",
                "url": "https://files.pythonhosted.org/packages/10/dd/8230ed2bbc3206e3b603b414298c4a333c8976428ff10a312069b378b31e/hasy_tools-0.1.1.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "6355750005afbeb4a7eb7dfa48f57ac2",
                "sha256": "0b1a24337442736861337816b8659e62f86bc66546da19dbcef6d5204d8b96c4"
            },
            "downloads": -1,
            "filename": "hasy_tools-0.1.1-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "6355750005afbeb4a7eb7dfa48f57ac2",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 14254,
            "upload_time": "2018-11-22T06:12:29",
            "url": "https://files.pythonhosted.org/packages/4b/37/08cabb3249df66db0522b0d93a082409c9486b6ecb707420cbb5e2760c6a/hasy_tools-0.1.1-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "03f0c9ebae38ad1532ace67d66ca90f0",
                "sha256": "bcd1393a092a6f6e45271be2df3a11af339c319bbbd2ccad76bec26c3eb2ce02"
            },
            "downloads": -1,
            "filename": "hasy_tools-0.1.1.tar.gz",
            "has_sig": false,
            "md5_digest": "03f0c9ebae38ad1532ace67d66ca90f0",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 13756,
            "upload_time": "2018-11-22T06:12:30",
            "url": "https://files.pythonhosted.org/packages/10/dd/8230ed2bbc3206e3b603b414298c4a333c8976428ff10a312069b378b31e/hasy_tools-0.1.1.tar.gz"
        }
    ]
}