prodigy | Repository containing various scripts to predict | Genomics library

 by   haddocking Python Version: v2.1.1 License: Apache-2.0

kandi X-RAY | prodigy Summary

kandi X-RAY | prodigy Summary

prodigy is a Python library typically used in Artificial Intelligence, Genomics applications. prodigy 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.

The scripts rely on Biopython to validate the PDB structures and calculate interatomic distances. freesasa, with the parameter set used in NACCESS (Chothia, 1976), is also required for calculating the buried surface area. DISCLAIMER: given the different software to calculate solvent accessiblity, predicted values might differ (very slightly) from those published in the reference implementations. The correlation of the actual atomic accessibilities is over 0.99, so we expect these differences to be very minor. To install and use the scripts, just clone the git repository or download the tarball zip archive. Make sure freesasa and Biopython are accessible to the Python scripts through the appropriate environment variables ($PYTHONPATH).
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            kandi-support Support

              prodigy has a low active ecosystem.
              It has 37 star(s) with 18 fork(s). There are 14 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 0 open issues and 8 have been closed. On average issues are closed in 18 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of prodigy is v2.1.1

            kandi-Quality Quality

              prodigy has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              prodigy is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              prodigy releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed prodigy and discovered the below as its top functions. This is intended to give you an instant insight into prodigy implemented functionality, and help decide if they suit your requirements.
            • Predict the connectivity of the structure
            • Redirect stdout to destination
            • Calculate the coordination index for a structure
            • Convert decimal degrees to Kelvin
            • Calculates the NIS coefficient
            • Analyse a list of contacts
            • Execute a freesasa API
            • Calculate the percentage of buried interface residues in a dictionary
            • Execute freesasa
            • Parse a FASTA output file
            • Parse a structure file
            • Validate a structure
            • Write PYMOL script to outfile
            • Print the prediction
            • Print the contacts
            • Check if the file exists
            • Read file contents
            Get all kandi verified functions for this library.

            prodigy Key Features

            No Key Features are available at this moment for prodigy.

            prodigy Examples and Code Snippets

            Installation
            Pythondot img1Lines of Code : 5dot img1License : Permissive (Apache-2.0)
            copy iconCopy
            git clone http://github.com/haddocking/prodigy
            cd prodigy
            pip install .
            
            # Have fun!
              
            Usage
            Pythondot img2Lines of Code : 2dot img2License : Permissive (Apache-2.0)
            copy iconCopy
            prodigy  [--selection ]
            
            prodigy --help 
              

            Community Discussions

            QUESTION

            Input CSV to Custom NER Model in SpaCy
            Asked 2021-Aug-12 at 04:52

            very new to ML and Python and appreciate any help for this issue. I've trained an NER model using Prodigy (based on en_core_web_lg) and saved the model to my virtual environment:

            I'm on Windows 10 with CONDA/VSCODE, SpaCy 2.x environment and I'm now trying to load a comma delimited CSV file that looks like this:

            ...

            ANSWER

            Answered 2021-Aug-12 at 03:16

            nlp accepts strings as inputs, you are correct.

            If you want to use it on one paragraph, you can do it like this:

            doc=nlp(input['Text'].values[0])

            Where 0 is a number of the paragraph.

            Source https://stackoverflow.com/questions/68751110

            QUESTION

            Creating a Python module in the namespace of an external library (custom spaCy language)
            Asked 2021-May-31 at 11:46

            This question is in the context of adding a language to the spaCy v2 library, but it may be a generic python packaging question.

            In spaCy, languages are subclasses of a Language base class, and much of the tooling expects a given language to be placed in a normatively named package (e.g. spacy.lang.en for english).

            There are various ways arount this requirement (for example, @spacy.registry.languages), but this usually entails a few tradeoffs (e.g. you have to import some code first to register your classes and then it's all fine, but when you have tooling like custom scripts, prodigy recipes, libraries, ... that do not allow you to "inject" custom imports or have their own way of doing so, this does not work - or is generally error prone). I'd be happy to hear about suggestions for easing this out if there is a way.

            So I thought I'd just put my language where spaCy expects it, and I'd be fine. Creating a language subclass is documented enough.

            So I bootstraped a library :

            ...

            ANSWER

            Answered 2021-May-31 at 11:46

            Be sure to follow the v2 docs for spaCy v2 since there are a number of differences. (The registry decorators are new in v3).

            spaCy v2 supports entry points for custom languages: https://v2.spacy.io/usage/saving-loading#entry-points

            Your package will have its own name (not spacy) and you can add a custom language in spaCy v2 by adding an entry point under spacy_languages in setup.py:

            Source https://stackoverflow.com/questions/67772427

            QUESTION

            Create pairs from RDD by using nth element in the row
            Asked 2021-May-23 at 19:39

            I have used this code:

            ...

            ANSWER

            Answered 2021-May-23 at 19:39

            Splitting each line by spaces and then creating a flatmap of all these values when you are primarily interested in a count of the domains may be giving additional work and definitely additional overhead and processing.

            Based on the sample data provided, the domain is the first item on each line. I have also noted that some of your lines begin with an empty space and as such results in an additional string piece. You may considering using the strip function to trim the line before the process.

            You may consider modifying process to return only the first bit of the string or creating another map operation which does.

            Source https://stackoverflow.com/questions/67643832

            QUESTION

            Replace the last element in RDD
            Asked 2021-May-21 at 20:00

            I have RDD as below:

            ...

            ANSWER

            Answered 2021-May-21 at 20:00

            split returns a python list which does not have map. You may use the following instead

            Source https://stackoverflow.com/questions/67638994

            QUESTION

            Cannot print lines from rdd after using **persist()**
            Asked 2021-May-20 at 15:31

            I am using the following code

            ...

            ANSWER

            Answered 2021-May-20 at 15:31

            Your code looks fine with sample data you provided (I reformat it as below). I suppose the problem could come from your data itself. Try to break down or limit your dataset?

            Source https://stackoverflow.com/questions/67620993

            QUESTION

            Replace double quotes with blanks in SPARK python
            Asked 2021-May-19 at 17:46

            I am trying to remove double quotes from text file like :

            in24.inetnebr.com [01/Aug/1995:00:00:01] "GET /shuttle/missions/sts-68/news/sts-68-mcc-05.txt" 200 1839 uplherc.upl.com [01/Aug/1995:00:00:07] "GET /" 304 0 uplherc.upl.com [01/Aug/1995:00:00:08] "GET /images/ksclogo-medium.gif" 304 0 uplherc.upl.com [01/Aug/1995:00:00:08] "GET /images/MOSAIC-logosmall.gif" 304 0 uplherc.upl.com [01/Aug/1995:00:00:08] "GET /images/USA-logosmall.gif" 304 0 ix-esc-ca2-07.ix.netcom.com [01/Aug/1995:00:00:09] "GET /images/launch-logo.gif" 200 1713 uplherc.upl.com [01/Aug/1995:00:00:10] "GET /images/WORLD-logosmall.gif" 304 0 slppp6.intermind.net [01/Aug/1995:00:00:10] "GET /history/skylab/skylab.html" 200 1687 piweba4y.prodigy.com [01/Aug/1995:00:00:10] "GET /images/launchmedium.gif" 200 11853 slppp6.intermind.net [01/Aug/1995:00:00:11] "GET /history/skylab/skylab-small.gif" 200 9202

            The code I am trying is :

            ...

            ANSWER

            Answered 2021-May-19 at 15:54

            Two things.

            You missed return statement and instead of double quotes, use single quotes in replace statement. Here is pure python code, you can convert to "call from map" in spark.

            Source https://stackoverflow.com/questions/67606107

            QUESTION

            Export text file with custom extension Python
            Asked 2021-May-07 at 14:25

            For a project working with Prodigy, I want to have a .jsonl file, in which each line is a json file.

            To do so, I have the following code:

            ...

            ANSWER

            Answered 2021-May-07 at 14:23

            You solved the hard part. You can write jsonl directly to a file:

            Source https://stackoverflow.com/questions/67436631

            QUESTION

            For integer/dates values annotated using Prodigy, does the spaCy model learn the range of values as well?
            Asked 2021-Mar-25 at 03:44

            I have a prodigy session set up to annotate certain numeric values in a document for age (ranges from 0 to 100). I am only annotating the number. My question is, suppose there is a corrupt value which crept in (age being 1000 or 22.7), will the model understand that even though it is close to the age text in the document, it should not be picked up?

            In other words, can it learn the range of integer values, and if it does, will that work for date format as well? For instance a date in the format dd/mm/yyyy which is DOB (all the annotated ones are < 01/01/2000) and there is a date 31/12/2020, will that get picked up as well since all the annotated dates are nowhere close to this range?

            Thank you

            ...

            ANSWER

            Answered 2021-Mar-25 at 03:44

            Good question! spaCy does not internally represent numeric tokens as numbers, so it doesn't have an explicit concept of the values. In that sense it can't tell between valid and invalid values for age.

            However, spaCy does use "shape" features when representing tokens that will help it recognize valid ages. There are different kinds of shape tokens, but the one spaCy uses will represent words by converting characters to a representation of the character type. It works like this:

            • spaCy → xxxXx
            • fish → xxxx
            • Fish → Xxxx
            • 23 → dd
            • 1000 → dddd
            • 22.7 → dd.d

            Because of this you could expect that spaCy learns that two-digit numbers are likely to be ages, but numbers with decimals or four digits aren't likely. On the other hand, this doesn't help it differentiate between 100 and 999.

            For dates this will not help with determining valid or invalid birthdates. Shape is just one of spaCy's features, but other features like prefix and suffix aren't really going to help with this either.

            Since it's easy to verify numeric values in code, what I would suggest is matching broadly in spaCy and then using your own function to check whether dates or ages are valid by parsing them.

            Outside of spaCy in particular, the question of how NLP models represent numeric values is actually an increasingly popular research topic - if you'd like to know more about it this is a recent article on the topic: Do Language Models Know How Heavy an Elephant Is?

            Source https://stackoverflow.com/questions/66762169

            QUESTION

            how to make API calls inside for-loop one by one
            Asked 2021-Feb-09 at 09:41

            im currently working for a webapp using nodejs . this is my first time using Node. I have an items in array(topsongs_s[]) that will be pass (one by one) as an arguments to modules function tht get a data from a musixmatch API .

            modules : https://github.com/c0b41/musixmatch#artistsearch example given in the modules :

            ...

            ANSWER

            Answered 2021-Feb-09 at 09:27

            Use async/await

            I have added comments in the code snippet for the explanation, it pretty straightforward.

            Source https://stackoverflow.com/questions/66116010

            QUESTION

            urllib.error.HTTPError: HTTP Error 403: Forbidden for urlretrieve
            Asked 2021-Jan-15 at 19:07

            I try to download a image from a website but I get an error. Can somebody help me and explain what is going on and how could I make a work around?

            Sorry I'm completely new to programming stuff with websites.

            ...

            ANSWER

            Answered 2021-Jan-15 at 19:07

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

            Vulnerabilities

            No vulnerabilities reported

            Install prodigy

            You can download it from GitHub.
            You can use prodigy like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            For questions about PRODIGY usage, please contact the team at: prodigy.bonvinlab@gmail.com.
            Find more information at:

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            https://github.com/haddocking/prodigy.git

          • CLI

            gh repo clone haddocking/prodigy

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            git@github.com:haddocking/prodigy.git

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