PHATE | based Transition Embedding ) is a tool | Machine Learning library
kandi X-RAY | PHATE Summary
kandi X-RAY | PHATE Summary
PHATE is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning applications. PHATE has no bugs, it has no vulnerabilities, it has a Strong Copyleft License and it has low support. However PHATE build file is not available. You can install using 'pip install PHATE' or download it from GitHub, PyPI.
PHATE (Potential of Heat-diffusion for Affinity-based Trajectory Embedding) is a tool for visualizing high dimensional data. PHATE uses a novel conceptual framework for learning and visualizing the manifold to preserve both local and global distances. To see how PHATE can be applied to datasets such as facial images and single-cell data from human embryonic stem cells, check out our publication in Nature Biotechnology. PHATE has been implemented in Python >=3.5, MATLAB and R.
PHATE (Potential of Heat-diffusion for Affinity-based Trajectory Embedding) is a tool for visualizing high dimensional data. PHATE uses a novel conceptual framework for learning and visualizing the manifold to preserve both local and global distances. To see how PHATE can be applied to datasets such as facial images and single-cell data from human embryonic stem cells, check out our publication in Nature Biotechnology. PHATE has been implemented in Python >=3.5, MATLAB and R.
Support
Quality
Security
License
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Support
PHATE has a low active ecosystem.
It has 413 star(s) with 67 fork(s). There are 18 watchers for this library.
It had no major release in the last 12 months.
There are 20 open issues and 47 have been closed. On average issues are closed in 27 days. There are 1 open pull requests and 0 closed requests.
It has a neutral sentiment in the developer community.
The latest version of PHATE is 1.0.11
Quality
PHATE has 0 bugs and 44 code smells.
Security
PHATE has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
PHATE code analysis shows 0 unresolved vulnerabilities.
There are 0 security hotspots that need review.
License
PHATE is licensed under the GPL-2.0 License. This license is Strong Copyleft.
Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.
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PHATE releases are available to install and integrate.
Deployable package is available in PyPI.
PHATE has no build file. You will be need to create the build yourself to build the component from source.
Installation instructions, examples and code snippets are available.
PHATE saves you 549 person hours of effort in developing the same functionality from scratch.
It has 1285 lines of code, 51 functions and 15 files.
It has high code complexity. Code complexity directly impacts maintainability of the code.
Top functions reviewed by kandi - BETA
kandi has reviewed PHATE and discovered the below as its top functions. This is intended to give you an instant insight into PHATE implemented functionality, and help decide if they suit your requirements.
- Plot 3D scatter plot
- Set embedding parameters
- Get plot data
- Check parameters
- Scatter plot
- Rotate a scatter plot
- Reset MDs
- Deprecated
- Calculate the diff potential
Get all kandi verified functions for this library.
PHATE Key Features
No Key Features are available at this moment for PHATE.
PHATE Examples and Code Snippets
No Code Snippets are available at this moment for PHATE.
Community Discussions
Trending Discussions on PHATE
QUESTION
Creating nested JSON with data from SQLDataReader
Asked 2019-Oct-18 at 01:58
I am new to .NET and trying to achieve what shape-json does in the Node world.
Copied from the shape-json npm page:
Given the following array of objects:
...ANSWER
Answered 2019-Oct-18 at 01:58MySqlDataReader implements the IDataReader interface, so we can use a LINQ lambda expression to iterate through its rows and transform them into an appropriate .Net data model. Then afterwards the data model can be serialized to JSON using json.net.
First, grab the following extension method from this answer by Joel Coehoorn:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install PHATE
If you would like to get started using PHATE, check out the following tutorials.
Guided tutorial in Python
Guided turorial in R
Guided tutorial in Python
Guided turorial in R
Support
For any new features, suggestions and bugs create an issue on GitHub.
If you have any questions check and ask questions on community page Stack Overflow .
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