ezancestry | Easy genetic ancestry predictions in Python | Genomics library

 by   arvkevi Python Version: v0.0.7 License: MIT

kandi X-RAY | ezancestry Summary

kandi X-RAY | ezancestry Summary

ezancestry is a Python library typically used in Artificial Intelligence, Genomics applications. ezancestry has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

Easily visualize your direct-to-consumer genetics next to 2500+ samples from the 1000 genomes project. Evaluate the performance of a custom set of ancestry-informative snps (AISNPs) at classifying the genetic ancestry of the 1000 genomes samples using a machine learning model.
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            kandi-support Support

              ezancestry has a low active ecosystem.
              It has 46 star(s) with 10 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 12 open issues and 6 have been closed. On average issues are closed in 97 days. There are 10 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of ezancestry is v0.0.7

            kandi-Quality Quality

              ezancestry has 0 bugs and 0 code smells.

            kandi-Security Security

              ezancestry has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              ezancestry code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              ezancestry is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              ezancestry releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              It has 1588 lines of code, 36 functions and 19 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed ezancestry and discovered the below as its top functions. This is intended to give you an instant insight into ezancestry implemented functionality, and help decide if they suit your requirements.
            • Predict from input_data
            • Create a DataFrame containing all the input data
            • Predict the population of each population
            • Reads input data into a pandas dataframe
            • Process a single file into a dictionary
            • Returns a DataFrame containing the predicted probabilities
            • Implements the KNN implementation of KNNImporter
            • Filter user data from user data
            • Generate the dependencies
            • Extracts aisnPS dataset
            • Export performance
            • Create a new model
            • Plot predictions
            • Run prediction on input_data
            • Return list of 1kg samples
            • Return a pandas DataFrame containing only the samples in the single package
            • Plot a 3D scatter plot of the data
            • Generate anaisn
            • Return a pandas DataFrame containing the samples of 1kg samples
            • Gets the file content as a string
            • Imputes the indices of the missing neighbors
            Get all kandi verified functions for this library.

            ezancestry Key Features

            No Key Features are available at this moment for ezancestry.

            ezancestry Examples and Code Snippets

            ezancestry,Config
            Pythondot img1Lines of Code : 54dot img1License : Permissive (MIT)
            copy iconCopy
            ${HOME}/.ezancestry/conf.ini
            ${HOME}/.ezancestry/data/
            
            ezancestry predict --help
            
            Usage: ezancestry predict [OPTIONS] INPUT_DATA
            
              Predict ancestry from genetic data.
            
              * Default arguments are from the ~/.ezancestry/conf.ini file. *
            
            Arguments:
                
            ezancestry,Usage,command-line interface
            Pythondot img2Lines of Code : 12dot img2License : Permissive (MIT)
            copy iconCopy
            ezancestry predict mygenome.txt
            
            ezancestry predict /path/to/genetic_datafiles
            
            ezancestry predict ${HOME}/.ezancestry/data/aisnps/thousand_genomes.KIDD.dataframe.csv
            
            ezancestry plot predictions.csv
            
            ezancestry generate-dependencies
            
            id      chromos  
            ezancestry
            Pythondot img3Lines of Code : 9dot img3License : Permissive (MIT)
            copy iconCopy
            * Kidd (55 AISNPs)
            * Seldin (128 AISNPs)
            
            * continental-level population (superpopulation)
            * regional population (population)
            
            * principal componentanalysis (PCA)
            * neighborhood component analysis (NCA)
            * uniform manifold approximation and projection  

            Community Discussions

            QUESTION

            search for regex match between two files using python
            Asked 2022-Apr-09 at 00:49

            I´m working with two text files that look like this: File 1

            ...

            ANSWER

            Answered 2022-Apr-09 at 00:49

            Perhaps you are after this?

            Source https://stackoverflow.com/questions/71789818

            QUESTION

            Is there a way to permute inside using to variables in bash?
            Asked 2021-Dec-09 at 23:50

            I'm using the software plink2 (https://www.cog-genomics.org/plink/2.0/) and I'm trying to iterate over 3 variables.

            This software admits an input file with .ped extention file and an exclude file with .txt extention which contains a list of names to be excluded from the input file.

            The idea is to iterate over the input files and then over exclude files to generate single outputfiles.

            1. Input files: Highland.ped - Midland.ped - Lowland.ped
            2. Exclude-map files: HighlandMidland.txt - HighlandLowland.txt - MidlandLowland.txt
            3. Output files: HighlandMidland - HighlandLowland - MidlandHighland - MidlandLowland - LowlandHighland - LowlandMidland

            The general code is:

            ...

            ANSWER

            Answered 2021-Dec-09 at 23:50

            Honestly, I think your current code is quite clear; but if you really want to write this as a loop, here's one possibility:

            Source https://stackoverflow.com/questions/70298074

            QUESTION

            BigQuery Regex to extract string between two substrings
            Asked 2021-Dec-09 at 01:11

            From this example string:

            ...

            ANSWER

            Answered 2021-Dec-09 at 01:11

            use regexp_extract(col, r"&q;Stockcode&q;:([^/$]*?),&q;.*")

            if applied to sample data in your question - output is

            Source https://stackoverflow.com/questions/70283253

            QUESTION

            how to stop letter repeating itself python
            Asked 2021-Nov-25 at 18:33

            I am making a code which takes in jumble word and returns a unjumbled word , the data.json contains a list and here take a word one-by-one and check if it contains all the characters of the word and later checking if the length is same , but the problem is when i enter a word as helol then the l is checked twice and giving me some other outputs including the main one(hello). i know why does it happen but i cant get a fix to it

            ...

            ANSWER

            Answered 2021-Nov-25 at 18:33

            As I understand it you are trying to identify all possible matches for the jumbled string in your list. You could sort the letters in the jumbled word and match the resulting list against sorted lists of the words in your data file.

            Source https://stackoverflow.com/questions/70112201

            QUESTION

            Split multiallelic to biallelic in vcf by plink 1.9 and its variant name
            Asked 2021-Nov-17 at 13:56

            I am trying to use plink1.9 to split multiallelic into biallelic. The input is that

            ...

            ANSWER

            Answered 2021-Nov-17 at 09:45

            QUESTION

            Delete specific letter in a FASTA sequence
            Asked 2021-Oct-12 at 21:00

            I have a FASTA file that has about 300000 sequences but some of the sequences are like these

            ...

            ANSWER

            Answered 2021-Oct-12 at 20:28

            You can match your non-X containing FASTA entries with the regex >.+\n[^X]+\n. This checks for a substring starting with > having a first line of anything (the FASTA header), which is followed by characters not containing an X until you reach a line break.

            For example:

            Source https://stackoverflow.com/questions/69545912

            QUESTION

            How to get the words within the first single quote in r using regex?
            Asked 2021-Oct-04 at 22:27

            For example, I have two strings:

            ...

            ANSWER

            Answered 2021-Oct-04 at 22:27

            For your example your pattern would be:

            Source https://stackoverflow.com/questions/69442717

            QUESTION

            Does Apache Spark 3 support GPU usage for Spark RDDs?
            Asked 2021-Sep-23 at 05:53

            I am currently trying to run genomic analyses pipelines using Hail(library for genomics analyses written in python and Scala). Recently, Apache Spark 3 was released and it supported GPU usage.

            I tried spark-rapids library start an on-premise slurm cluster with gpu nodes. I was able to initialise the cluster. However, when I tried running hail tasks, the executors keep getting killed.

            On querying in Hail forum, I got the response that

            That’s a GPU code generator for Spark-SQL, and Hail doesn’t use any Spark-SQL interfaces, only the RDD interfaces.

            So, does Spark3 not support GPU usage for RDD interfaces?

            ...

            ANSWER

            Answered 2021-Sep-23 at 05:53

            As of now, spark-rapids doesn't support GPU usage for RDD interfaces.

            Source: Link

            Apache Spark 3.0+ lets users provide a plugin that can replace the backend for SQL and DataFrame operations. This requires no API changes from the user. The plugin will replace SQL operations it supports with GPU accelerated versions. If an operation is not supported it will fall back to using the Spark CPU version. Note that the plugin cannot accelerate operations that manipulate RDDs directly.

            Here, an answer from spark-rapids team

            Source: Link

            We do not support running the RDD API on GPUs at this time. We only support the SQL/Dataframe API, and even then only a subset of the operators. This is because we are translating individual Catalyst operators into GPU enabled equivalent operators. I would love to be able to support the RDD API, but that would require us to be able to take arbitrary java, scala, and python code and run it on the GPU. We are investigating ways to try to accomplish some of this, but right now it is very difficult to do. That is especially true for libraries like Hail, which use python as an API, but the data analysis is done in C/C++.

            Source https://stackoverflow.com/questions/69273205

            QUESTION

            Aggregating and summing columns across 1500 files by matching IDs in R (or bash)
            Asked 2021-Sep-07 at 13:09

            I have 1500 files with the same format (the .scount file format from PLINK2 https://www.cog-genomics.org/plink/2.0/formats#scount), an example is below:

            ...

            ANSWER

            Answered 2021-Sep-07 at 11:10

            QUESTION

            Usage of compression IO functions in apache arrow
            Asked 2021-Jun-02 at 18:58

            I have been implementing a suite of RecordBatchReaders for a genomics toolset. The standard unit of work is a RecordBatch. I ended up implementing a lot of my own compression and IO tools instead of using the existing utilities in the arrow cpp platform because I was confused about them. Are there any clear examples of using the existing compression and file IO utilities to simply get a file stream that inflates standard zlib data? Also, an object diagram for the cpp platform would be helpful in ramping up.

            ...

            ANSWER

            Answered 2021-Jun-02 at 18:58

            Here is an example program that inflates a compressed zlib file and reads it as CSV.

            Source https://stackoverflow.com/questions/67799265

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install ezancestry

            Install ezancestry with pip:.

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            Contributions are welcome! Please feel free to create an issue for discussion or make a pull request.
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