{
    "info": {
        "author": "Romain Lopez, Jeffrey Regier, Maxime Langevin, Edouard Mehlman, Yining Liu, Achille Nazaret, Gabriel Misrachi, Oscar Clivio, Pierre Boyeau, Adam Gayoso",
        "author_email": "romain_lopez@berkeley.edu",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering :: Bio-Informatics"
        ],
        "description": "====\nscVI\n====\n\n|PyPI| |bioconda| |Docs| |Build Status| |Coverage| |Code Style| |Downloads|\n\n.. |PyPI| image:: https://img.shields.io/pypi/v/scVI.svg\n    :target: https://pypi.org/project/scvi\n.. |bioconda| image:: https://img.shields.io/badge/bioconda-blue.svg\n    :target: http://bioconda.github.io/recipes/scvi/README.html\n.. |Docs| image:: https://readthedocs.org/projects/scvi/badge/?version=latest\n    :target: https://scvi.readthedocs.io/en/latest/?badge=latest\n    :alt: Documentation Status\n.. |Build Status| image:: https://travis-ci.org/YosefLab/scVI.svg?branch=master\n    :target: https://travis-ci.org/YosefLab/scVI\n.. |Coverage| image:: https://codecov.io/gh/YosefLab/scVI/branch/master/graph/badge.svg\n    :target: https://codecov.io/gh/YosefLab/scVI\n.. |Code Style| image:: https://img.shields.io/badge/code%20style-black-000000.svg\n    :target: https://github.com/python/black\n.. |Downloads| image:: https://pepy.tech/badge/scvi\n   :target: https://pepy.tech/project/scvi\n\nSingle-cell Variational Inference\n\n* Free software: MIT license\n* Documentation: https://scvi.readthedocs.io.\n\n\nQuick Start\n-----------\n\n1. Install Python 3.7. We typically use the Miniconda_ Python distribution and Linux.\n\n.. _Miniconda: https://conda.io/miniconda.html\n\n2. Install PyTorch_. If you have an Nvidia GPU, be sure to install a version of PyTorch that supports it -- scVI runs much faster with a discrete GPU.\n\n.. _PyTorch: http://pytorch.org\n\n3. Install scVI through conda:\n\n    ``conda install scvi -c bioconda -c conda-forge``\n\n   Alternatively, you may try pip (``pip install scvi``), or you may clone this repository and run ``python setup.py install``.\n\n4. If you wish to use multiple GPUs for hyperparameter tuning, install MongoDb_.\n\n.. _MongoDb: https://docs.mongodb.com/manual/installation/\n\n5. Follow along with our Jupyter notebooks to quickly get familiar with scVI!\n\n   a. Getting started:\n       * `data loading`__\n       * `basic usage (scVI)`__\n   b. Analyzing several datasets:\n       * `harmonization (scVI)`__\n       * `annotation (scANVI)`__\n   c. Advanced topics:\n       * `interaction with scanpy`__\n       * `linear decoder for gene interpretation (LDVAE)`__\n       * `imputation of unobserved gene expression (gimVI)`__\n       * `automated hyperparameter search`__\n       * `joint model for CITE-seq data (totalVI)`__\n       * `detection of zero-inflated genes (AutoZI)`__\n\n\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/data_loading.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/basic_tutorial.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/harmonization.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/annotation.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/scanpy_pbmc3k.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/linear_decoder.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/gimvi_tutorial.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/autotune_advanced_notebook.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/totalVI.ipynb\n.. __: https://nbviewer.jupyter.org/github/YosefLab/scVI/blob/master/tests/notebooks/AutoZI_tutorial.ipynb\n\n\nReferences\n----------\n\nRomain Lopez, Jeffrey Regier, Michael Cole, Michael I. Jordan, Nir Yosef.\n**\"Deep generative modeling for single-cell transcriptomics.\"**\nNature Methods, 2018. `[pdf]`__\n\n.. __: https://rdcu.be/bdHYQ\n\nChenling Xu\u2217, Romain Lopez\u2217, Edouard Mehlman\u2217, Jeffrey Regier, Michael I. Jordan, Nir Yosef.\n**\"Harmonization and Annotation of Single-cell Transcriptomics data with Deep Generative Models.\"**\nSubmitted, 2019. `[pdf]`__\n\n.. __: https://www.biorxiv.org/content/biorxiv/early/2019/01/29/532895.full.pdf\n\nRomain Lopez\u2217, Achille Nazaret\u2217, Maxime Langevin*, Jules Samaran*, Jeffrey Regier*, Michael I. Jordan, Nir Yosef.\n**\"A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurements.\"**\nICML Workshop on Computational Biology, 2019. `[pdf]`__\n\n.. __: https://arxiv.org/pdf/1905.02269.pdf\n\nAdam Gayoso, Romain Lopez, Zo\u00eb Steier, Jeffrey Regier, Aaron Streets, Nir Yosef.\n**\"A joint model of RNA expression and surface protein abundance in single cells.\"**\nbioRxiv, 2019. `[pdf]`__\n\n.. __: https://www.biorxiv.org/content/biorxiv/early/2019/10/07/791947.full.pdf\n\nOscar Clivio, Romain Lopez, Jeffrey Regier, Adam Gayoso, Michael I. Jordan, Nir Yosef.\n**\"Detecting zero-inflated genes in single-cell transcriptomics data.\"**\nbioRxiv, 2019. `[pdf]`__\n\n.. __: https://www.biorxiv.org/content/biorxiv/early/2019/10/10/794875.full.pdf\n\nPierre Boyeau, Romain Lopez, Jeffrey Regier, Adam Gayoso, Michael I. Jordan, Nir Yosef.\n**\"Deep generative models for detecting differential expression in single cells.\"**\nbioRxiv, 2019. `[pdf]`__\n\n.. __: https://www.biorxiv.org/content/biorxiv/early/2019/10/04/794289.full.pdf\n\n\n=======\nHistory\n=======\n\n0.1.0 (2018-06-12)\n------------------\n\n* First release on PyPI.\n\n0.5.0 (2019-10-17)\n------------------\nUnfortunately we did not save history for previous versions. New features include:\n\n* AutoZI & TotalVI\n* Tests for LDVAE notebook\n* Add how to load CITE-SEQ data on dataloading notebook\n* Made the intro tutorial more user friendly\n* Removed requirements.txt and rely only on setup.py\n\n\n\n\n",
        "description_content_type": "",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/YosefLab/scVI",
        "keywords": "scvi",
        "license": "MIT license",
        "maintainer": "",
        "maintainer_email": "",
        "name": "scvi",
        "package_url": "https://pypi.org/project/scvi/",
        "platform": "",
        "project_url": "https://pypi.org/project/scvi/",
        "project_urls": {
            "Homepage": "https://github.com/YosefLab/scVI"
        },
        "release_url": "https://pypi.org/project/scvi/0.5.0/",
        "requires_dist": [
            "numpy (>=1.16.2)",
            "torch (>=1.0.1)",
            "matplotlib (>=3.0.3)",
            "scikit-learn (>=0.20.3)",
            "h5py (>=2.9.0)",
            "pandas (>=0.24.2)",
            "loompy (>=2.0.16)",
            "tqdm (>=4.31.1)",
            "xlrd (>=1.2.0)",
            "nbconvert (>=5.4.0)",
            "nbformat (>=4.4.0)",
            "jupyter (>=1.0.0)",
            "ipython (>=7.1.1)",
            "numba (==0.45.0)",
            "hyperopt (==0.1.2)",
            "sphinx (>=1.7.1) ; extra == 'docs'",
            "nbsphinx ; extra == 'docs'",
            "sphinx-autodoc-typehints ; extra == 'docs'",
            "sphinx-rtd-theme ; extra == 'docs'",
            "scanpy (>=1.4) ; extra == 'notebooks'",
            "louvain (>=0.6.1) ; extra == 'notebooks'",
            "leidenalg (>=0.7.0) ; extra == 'notebooks'",
            "python-igraph (>=0.7.1.post6) ; extra == 'notebooks'",
            "colour (>=0.1.5) ; extra == 'notebooks'",
            "umap-learn (>=0.3.8) ; extra == 'notebooks'",
            "seaborn (>=0.9.0) ; extra == 'notebooks'",
            "pytest (>=3.7.4) ; extra == 'test'",
            "pytest-runner (>=2.11.1) ; extra == 'test'",
            "flake8 (>=3.7.7) ; extra == 'test'",
            "coverage (>=4.5.1) ; extra == 'test'",
            "codecov (>=2.0.8) ; extra == 'test'",
            "black (>=19.3b0) ; extra == 'test'"
        ],
        "requires_python": "",
        "summary": "Single-cell Variational Inference",
        "version": "0.5.0"
    },
    "last_serial": 5988786,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1e48837ca32e80455e4bd3da749cce2a",
                    "sha256": "1427595027daa9823e71630d40251a3243e7a074c1ecc171ca6f220bab855216"
                },
                "downloads": -1,
                "filename": "scvi-0.1.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "1e48837ca32e80455e4bd3da749cce2a",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 6164,
                "upload_time": "2018-06-12T20:38:02",
                "url": "https://files.pythonhosted.org/packages/c8/9d/1735a92b0f2645b5feccf73033bd7ca58fcb0b7f63a71f7b1657ac0b2a71/scvi-0.1.0-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "5057f7b7458cb290227abcae4ea5cc22",
                    "sha256": "6fe8a3c82ed2ba666fced04aff260167ddff79f726a6f24b528c21d798eab61e"
                },
                "downloads": -1,
                "filename": "scvi-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "5057f7b7458cb290227abcae4ea5cc22",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5847,
                "upload_time": "2018-06-12T20:38:03",
                "url": "https://files.pythonhosted.org/packages/fb/c1/6752081e20c79bd262ee1f29dc3b6f652fc12a5e4d45c4409b24e53edac8/scvi-0.1.0.tar.gz"
            }
        ],
        "0.1.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "9141889f3f86e8759891fbc5f7809bb2",
                    "sha256": "5748c1036e6bfdd5285a53ed5d1da872b7db9b8e94c24fa63a9af1514dce854b"
                },
                "downloads": -1,
                "filename": "scvi-0.1.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "9141889f3f86e8759891fbc5f7809bb2",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 31350,
                "upload_time": "2018-06-14T00:10:04",
                "url": "https://files.pythonhosted.org/packages/c4/2a/77eee501d97456c73a236816b99911bdb0396fd8a7348d5be27e1c0f1c94/scvi-0.1.1-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "b99ed2010d09e5dd712397932395b5a8",
                    "sha256": "ca87155662d85605f86c5e86b7b9f64d881b882177b9642fff8f0ea215c6cb1a"
                },
                "downloads": -1,
                "filename": "scvi-0.1.1.tar.gz",
                "has_sig": false,
                "md5_digest": "b99ed2010d09e5dd712397932395b5a8",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 21635,
                "upload_time": "2018-06-14T00:10:05",
                "url": "https://files.pythonhosted.org/packages/08/e7/7e15d18286a42de0caf0c1ca454a5542de6601662e0bf545b41fc851614d/scvi-0.1.1.tar.gz"
            }
        ],
        "0.1.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "7be75d8855352a67724d0bbae735ec59",
                    "sha256": "1b9607af9127290b112777b4a4f0629c272b8ca125f7a380e21077825b545db4"
                },
                "downloads": -1,
                "filename": "scvi-0.1.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "7be75d8855352a67724d0bbae735ec59",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 36394,
                "upload_time": "2018-06-17T05:11:31",
                "url": "https://files.pythonhosted.org/packages/0b/42/0abcf24d0f700aea247a7271f4872f93c28f57d76d499c674f7530d91072/scvi-0.1.2-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "5c9d86e30981dc4639d2ccd01376e969",
                    "sha256": "adf53e5ce8510adf5d26b5ea4e7f4ed46ac92977a7359303c87727b000a6cb54"
                },
                "downloads": -1,
                "filename": "scvi-0.1.2.tar.gz",
                "has_sig": false,
                "md5_digest": "5c9d86e30981dc4639d2ccd01376e969",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 25575,
                "upload_time": "2018-06-17T05:12:06",
                "url": "https://files.pythonhosted.org/packages/16/33/d648f16a4066e2fe6efb70844ae4f108b9d0eb3a441be3347a84d44e4474/scvi-0.1.2.tar.gz"
            }
        ],
        "0.1.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "9c298a00e4ecac3247bc5f858a92a542",
                    "sha256": "ed7a56e8b35f9ce09b087ec83078e54574d019295dd2bccc3f981de670dc13fb"
                },
                "downloads": -1,
                "filename": "scvi-0.1.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "9c298a00e4ecac3247bc5f858a92a542",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 35819,
                "upload_time": "2018-06-23T00:40:44",
                "url": "https://files.pythonhosted.org/packages/19/e1/328196fd5735a75e7dea217a47619d53f0773f4c1b32aaa1d50fd7863c90/scvi-0.1.3-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "0a89371909d2e31f380d28ed5ddb1115",
                    "sha256": "447471a1faf9221538adddebfb6a91f0bc450275a864de0c044b79627bbf0c58"
                },
                "downloads": -1,
                "filename": "scvi-0.1.3.tar.gz",
                "has_sig": false,
                "md5_digest": "0a89371909d2e31f380d28ed5ddb1115",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 25548,
                "upload_time": "2018-06-23T00:40:45",
                "url": "https://files.pythonhosted.org/packages/48/ca/d077594f0e2f09563ba2a7669c0cf74b860139744aae143e9796620c38f0/scvi-0.1.3.tar.gz"
            }
        ],
        "0.1.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ab83667d1e07f5a940b8b58356bd327e",
                    "sha256": "db8587481999d0d0373b3723a8be0c28747ca7683f63ed50399ac5bea361f1e7"
                },
                "downloads": -1,
                "filename": "scvi-0.1.4-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "ab83667d1e07f5a940b8b58356bd327e",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 39513,
                "upload_time": "2018-06-29T21:28:48",
                "url": "https://files.pythonhosted.org/packages/6f/44/431dbd3349c3a279b86616530b57ba67fdfad6f8fe0d32a1e6258e50c3ef/scvi-0.1.4-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "7943f1f28bde7e73e9aeb68ec8b7f459",
                    "sha256": "2b9995fa8d7c65071752f32e29d7422958c87ce22d89cdd69f24c551f13e69ec"
                },
                "downloads": -1,
                "filename": "scvi-0.1.4.tar.gz",
                "has_sig": false,
                "md5_digest": "7943f1f28bde7e73e9aeb68ec8b7f459",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 28839,
                "upload_time": "2018-06-29T21:28:49",
                "url": "https://files.pythonhosted.org/packages/56/32/ce62b1827e207835ffd736c539df2dbe1edae45f08d9e22027fc7a021e13/scvi-0.1.4.tar.gz"
            }
        ],
        "0.1.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "4ca64ca15b3579d51cdf003ca3b0f49b",
                    "sha256": "3114296b3a35c6d305cc771ecd9cac2a5c4fe25461cc4065e2b028a8fcd6a479"
                },
                "downloads": -1,
                "filename": "scvi-0.1.5-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "4ca64ca15b3579d51cdf003ca3b0f49b",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 51705,
                "upload_time": "2018-07-24T07:40:45",
                "url": "https://files.pythonhosted.org/packages/a9/69/a4cab91a850600028cd56378a24b995e418a8801a2cc6b1f12b89dd8a6fa/scvi-0.1.5-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "72e0336db45f652417a36c9038d49b69",
                    "sha256": "ac70a77a1e4d623b0f1f8c65f966897adf41b3154bfe05c25de55ef6a5f68676"
                },
                "downloads": -1,
                "filename": "scvi-0.1.5.tar.gz",
                "has_sig": false,
                "md5_digest": "72e0336db45f652417a36c9038d49b69",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 33448,
                "upload_time": "2018-07-24T07:40:46",
                "url": "https://files.pythonhosted.org/packages/57/61/e94cf83adc73547bd9796d62dc44551033fbcd91432adf0c30557ed753d6/scvi-0.1.5.tar.gz"
            }
        ],
        "0.1.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "a8076e9c849fa536914740bac6e526e8",
                    "sha256": "92b6400471c970178223678a7d0c9f1e97ec0f27413b9ceb0267e2535f3166fa"
                },
                "downloads": -1,
                "filename": "scvi-0.1.6-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "a8076e9c849fa536914740bac6e526e8",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 62185,
                "upload_time": "2018-08-09T05:19:25",
                "url": "https://files.pythonhosted.org/packages/96/27/07f7654ebae89e5a6328c8f57873a9dac4c2ca872bfecc97e0da13afcd51/scvi-0.1.6-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "79a102203a69a96c4e5d657cb936eb1d",
                    "sha256": "f5b65a9ac0b7ed7b3ff936e1ca84065a54e00c62c3811cbfdc877a1e9a406df3"
                },
                "downloads": -1,
                "filename": "scvi-0.1.6.tar.gz",
                "has_sig": false,
                "md5_digest": "79a102203a69a96c4e5d657cb936eb1d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 41891,
                "upload_time": "2018-08-09T05:19:27",
                "url": "https://files.pythonhosted.org/packages/d7/a4/7c28cd3b2e948fd123d4b77d0c51a6e5410bfb7f90af36ad39908b006a3e/scvi-0.1.6.tar.gz"
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "72e321d90f0c589b913dfb10b56ad36f",
                    "sha256": "8e58254bf200ae14f9e2973fa8cd2de2f1644f5f5366eae6ab559982a596d5ef"
                },
                "downloads": -1,
                "filename": "scvi-0.2.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "72e321d90f0c589b913dfb10b56ad36f",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 58954,
                "upload_time": "2018-09-04T19:07:09",
                "url": "https://files.pythonhosted.org/packages/33/d3/b801e43bde7265633262557e2bfa019c3cc4ecb46e94a2148de13c123c3d/scvi-0.2.0-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "6220416e6e54358be5da615dfafebb7c",
                    "sha256": "49e500008248a8544252ff427ab5d2631edc36cf0a7f5d98c042801b867c2f66"
                },
                "downloads": -1,
                "filename": "scvi-0.2.0.tar.gz",
                "has_sig": false,
                "md5_digest": "6220416e6e54358be5da615dfafebb7c",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 45600,
                "upload_time": "2018-09-04T19:07:11",
                "url": "https://files.pythonhosted.org/packages/5c/d6/d0690ef2bce807d073f7f6df2f4ef73d7647065e297acc377c3f2e263adb/scvi-0.2.0.tar.gz"
            }
        ],
        "0.2.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "338a55137f876f078acdb8c20d7a5ee6",
                    "sha256": "ee69dc62db7a4981de61283ca89e48565f19f0da9e8899ac9ae687d8b0f5c31e"
                },
                "downloads": -1,
                "filename": "scvi-0.2.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "338a55137f876f078acdb8c20d7a5ee6",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 58944,
                "upload_time": "2018-09-12T00:34:50",
                "url": "https://files.pythonhosted.org/packages/a6/a7/f04d78f60387a8a3c83ce6d765975ebd3846e62f49abe59940a1383094b1/scvi-0.2.1-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "3945ce2e4166d4b7b42d32a20a164210",
                    "sha256": "cf5800ba1ca415968756aaeec70c0468f8189a62054b647e56c8e471e9324a03"
                },
                "downloads": -1,
                "filename": "scvi-0.2.1.tar.gz",
                "has_sig": false,
                "md5_digest": "3945ce2e4166d4b7b42d32a20a164210",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 46403,
                "upload_time": "2018-09-12T00:34:52",
                "url": "https://files.pythonhosted.org/packages/db/a0/9cfa1865af73cce918cc5da30cceab2ffcee99264285a6538cd7b4bdce03/scvi-0.2.1.tar.gz"
            }
        ],
        "0.2.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1978378d49010e04a0b8fc1067ce59cf",
                    "sha256": "9a0bd8944a97d59acde4b11bf000e1494a65b60ae0560ee635ff212dce474da8"
                },
                "downloads": -1,
                "filename": "scvi-0.2.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "1978378d49010e04a0b8fc1067ce59cf",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 60055,
                "upload_time": "2018-11-09T02:37:44",
                "url": "https://files.pythonhosted.org/packages/df/02/7410e94d417795d133a423216c8fc857002dfa929661ec0ca1c670f77867/scvi-0.2.2-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "ffafc402694bdb78cc07c4443c0479eb",
                    "sha256": "92887786177d6c98724ec57e1f5450daedb0889984d8420e525576615956fd58"
                },
                "downloads": -1,
                "filename": "scvi-0.2.2-py3.7.egg",
                "has_sig": false,
                "md5_digest": "ffafc402694bdb78cc07c4443c0479eb",
                "packagetype": "bdist_egg",
                "python_version": "3.7",
                "requires_python": null,
                "size": 144037,
                "upload_time": "2018-11-29T21:46:44",
                "url": "https://files.pythonhosted.org/packages/c6/d4/2995cbfd0ca49a06030d976ea57ef5485c143104b0ce5f786fe760cddc02/scvi-0.2.2-py3.7.egg"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "fae4f184b1b1b31f874365f9c81b3202",
                    "sha256": "ff083ab9a348eba86f376c1eb2a40ca7d4babad03dffb55edd4e939972e84749"
                },
                "downloads": -1,
                "filename": "scvi-0.2.2.tar.gz",
                "has_sig": false,
                "md5_digest": "fae4f184b1b1b31f874365f9c81b3202",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 47425,
                "upload_time": "2018-11-09T02:37:46",
                "url": "https://files.pythonhosted.org/packages/7e/83/6a2310781cc4580d36c7cd8b0edd199e2bad2d6f0c66f95d02f10313a3df/scvi-0.2.2.tar.gz"
            }
        ],
        "0.2.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "003a89e6cbb28e73189fcdf53be274e6",
                    "sha256": "799d624ea1fa5c764cc2f23262311f21f3c28b3314f50280e9b006ff44b1bc55"
                },
                "downloads": -1,
                "filename": "scvi-0.2.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "003a89e6cbb28e73189fcdf53be274e6",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 60448,
                "upload_time": "2018-11-29T21:46:43",
                "url": "https://files.pythonhosted.org/packages/96/f2/0afea1921a689092f7ed4e24301dc77bb45be014b30482f2d8e35f11a9d7/scvi-0.2.3-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "db46112c8c134fc78298d1a9f59c435e",
                    "sha256": "4818582145b61b7720d905896aa4784c532061d34c4b305f3ea8b5752c08ed9e"
                },
                "downloads": -1,
                "filename": "scvi-0.2.3.tar.gz",
                "has_sig": false,
                "md5_digest": "db46112c8c134fc78298d1a9f59c435e",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 47913,
                "upload_time": "2018-11-29T21:46:46",
                "url": "https://files.pythonhosted.org/packages/28/db/71643b5e0c53239d3abc5506e09466cce907c57c4820fd74063ada2fb07c/scvi-0.2.3.tar.gz"
            }
        ],
        "0.2.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "6fc0dc6708afe23744bfd81c8aa9b219",
                    "sha256": "4de8958790d7aaacc127758514d0a2ea8c8c1c34de974526aafa9248f3eca95f"
                },
                "downloads": -1,
                "filename": "scvi-0.2.4-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "6fc0dc6708afe23744bfd81c8aa9b219",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 60603,
                "upload_time": "2018-12-20T10:59:18",
                "url": "https://files.pythonhosted.org/packages/6a/95/1cff252ca337151b2a5284ce5371c900266a9714b67e6764613adeeb7154/scvi-0.2.4-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "3b396904a7ee1bf15dddad1dbcfbc1a1",
                    "sha256": "476bfff34a7ff7e00188c236e1e31b8d99f4967293615d21d46898cf8039b75b"
                },
                "downloads": -1,
                "filename": "scvi-0.2.4.tar.gz",
                "has_sig": false,
                "md5_digest": "3b396904a7ee1bf15dddad1dbcfbc1a1",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 47965,
                "upload_time": "2018-12-20T10:59:23",
                "url": "https://files.pythonhosted.org/packages/1b/c0/e4dd070c3c21fe44531a4a2a2ad9f06d1bdc213589bd9fbeea5cf03c79f4/scvi-0.2.4.tar.gz"
            }
        ],
        "0.3.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "335fc1fd6dc9bcb65b6f5db5d607b2a3",
                    "sha256": "759b99cccb965fc7da43269ad59d29d769e12f5e54f45fe443b7817e30798276"
                },
                "downloads": -1,
                "filename": "scvi-0.3.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "335fc1fd6dc9bcb65b6f5db5d607b2a3",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 62124,
                "upload_time": "2019-03-06T01:14:04",
                "url": "https://files.pythonhosted.org/packages/3f/19/9e826624e3df04aff9f528cadca0feeccba8e6f8c5e523ea15bc9ddf91e7/scvi-0.3.0-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "5697a2a5e3c80aeaaa35b026d3d90765",
                    "sha256": "3a3e10470a6f82152edd2dfbac2970e44e19e75a33084358c01c472b92653e0d"
                },
                "downloads": -1,
                "filename": "scvi-0.3.0.tar.gz",
                "has_sig": false,
                "md5_digest": "5697a2a5e3c80aeaaa35b026d3d90765",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 49637,
                "upload_time": "2019-03-06T01:14:06",
                "url": "https://files.pythonhosted.org/packages/68/2d/09bbc63b11e3858a0c339c049fbd902303f5b4afa56930aafbfee75c90d2/scvi-0.3.0.tar.gz"
            }
        ],
        "0.4.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "04d4fff71305e6b89613b1bd9055cfdd",
                    "sha256": "f63689af58465533ef9559f958af21b2d1f80b9554d4d8d14243c7bed003412f"
                },
                "downloads": -1,
                "filename": "scvi-0.4.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "04d4fff71305e6b89613b1bd9055cfdd",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 103538,
                "upload_time": "2019-07-25T08:10:20",
                "url": "https://files.pythonhosted.org/packages/f7/9e/0e77a7bc79194434eb7187d3ecf96962c2775a446571e325ad33c9bb3500/scvi-0.4.0-py2.py3-none-any.whl"
            }
        ],
        "0.4.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "50ca3b7a406c11a6d6836b963b41ed52",
                    "sha256": "0d08afd8de1a5b4630eed634fc63c2800d1549d40fbccddb5d242acdebafcb91"
                },
                "downloads": -1,
                "filename": "scvi-0.4.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "50ca3b7a406c11a6d6836b963b41ed52",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 96714,
                "upload_time": "2019-08-03T15:45:06",
                "url": "https://files.pythonhosted.org/packages/35/d7/f25fc9f231818d62dbddefce12f90b71c326ac5555feb843a27e6acae557/scvi-0.4.1-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "597c91baf71ef2ca6d8144d3ef1e1613",
                    "sha256": "23cab6850f433e85aa23c12ddfe7fb74e12b481d584e5f519e5f51f60d6e64cf"
                },
                "downloads": -1,
                "filename": "scvi-0.4.1.tar.gz",
                "has_sig": false,
                "md5_digest": "597c91baf71ef2ca6d8144d3ef1e1613",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 81931,
                "upload_time": "2019-08-03T15:45:08",
                "url": "https://files.pythonhosted.org/packages/ed/13/90a7a7a36cbc9fbdba4bbe0690c01f91d47b8dedc5788c363cf410f0271c/scvi-0.4.1.tar.gz"
            }
        ],
        "0.5.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "fd9a72d199771cfbb5122b3a4c5df803",
                    "sha256": "218d186d2f2737bf524ae673135980f0f05dcd20a0d0d8a6c849982d215b0375"
                },
                "downloads": -1,
                "filename": "scvi-0.5.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "fd9a72d199771cfbb5122b3a4c5df803",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 121950,
                "upload_time": "2019-10-17T09:42:58",
                "url": "https://files.pythonhosted.org/packages/09/5f/f6a22192eab8397947b15cff01048aa8751cd845a07749e03085d76eabbc/scvi-0.5.0-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "94ac9c866d79a6407cb67ba61aa37703",
                    "sha256": "ea56364ce84c2dd601735d465aea04cefdcb709311bb3892cd5cab02d1c151a2"
                },
                "downloads": -1,
                "filename": "scvi-0.5.0.tar.gz",
                "has_sig": false,
                "md5_digest": "94ac9c866d79a6407cb67ba61aa37703",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 96574,
                "upload_time": "2019-10-17T09:43:00",
                "url": "https://files.pythonhosted.org/packages/92/0c/abc59340f65b9fcc998fe5435ccb009b6d4c218ea3540460af297a0ba47c/scvi-0.5.0.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "fd9a72d199771cfbb5122b3a4c5df803",
                "sha256": "218d186d2f2737bf524ae673135980f0f05dcd20a0d0d8a6c849982d215b0375"
            },
            "downloads": -1,
            "filename": "scvi-0.5.0-py2.py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "fd9a72d199771cfbb5122b3a4c5df803",
            "packagetype": "bdist_wheel",
            "python_version": "py2.py3",
            "requires_python": null,
            "size": 121950,
            "upload_time": "2019-10-17T09:42:58",
            "url": "https://files.pythonhosted.org/packages/09/5f/f6a22192eab8397947b15cff01048aa8751cd845a07749e03085d76eabbc/scvi-0.5.0-py2.py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "94ac9c866d79a6407cb67ba61aa37703",
                "sha256": "ea56364ce84c2dd601735d465aea04cefdcb709311bb3892cd5cab02d1c151a2"
            },
            "downloads": -1,
            "filename": "scvi-0.5.0.tar.gz",
            "has_sig": false,
            "md5_digest": "94ac9c866d79a6407cb67ba61aa37703",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 96574,
            "upload_time": "2019-10-17T09:43:00",
            "url": "https://files.pythonhosted.org/packages/92/0c/abc59340f65b9fcc998fe5435ccb009b6d4c218ea3540460af297a0ba47c/scvi-0.5.0.tar.gz"
        }
    ]
}