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        "author": "Amane Suzuki",
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        "description": "Permission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in\nall copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\nTHE SOFTWARE.\nDescription: # PyGTM\n        \n        A python implementation of Generative Topographic Mapping.\n        \n        **This is beta release.**\n        For example, this project has no test as you can see.\n        \n        ## Requirements\n        \n        - numpy\n        - scipy\n        - scikit-learn\n        \n        ## Getting Started\n        \n        To install PyGTM, use `pip`\n        \n        ```bash\n        $ pip install -U pygtm\n        ```\n        \n        The pygtm package inherits scikit-learn classes.\n        \n        ```python\n        from pygtm import GTM\n        from sklearn.datasets import load_iris\n        from sklearn.preprocessing import StandardScaler\n        from sklearn.pipeline import make_pipeline\n        \n        iris = load_iris()\n        model = make_pipeline(\n            StandardScaler(),\n            GTM(n_components=2)\n        )\n        embedding = model.fit_transform(iris.data)\n        ```\n        \n        ## References\n        \n        - [GTM: The Generative Topographic Mapping](https://www.microsoft.com/en-us/research/publication/gtm-the-generative-topographic-mapping/)\n        - [Development of the Generative Topographic Mapping](https://www.microsoft.com/en-us/research/publication/developments-of-the-generative-topographic-mapping/)\nPlatform: UNKNOWN\n",
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        "license": "Copyright (c) 2018 Amane Suzuki",
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