bern | neural named entity recognition and multi-type | Natural Language Processing library

 by   dmis-lab Python Version: Current License: BSD-2-Clause

kandi X-RAY | bern Summary

kandi X-RAY | bern Summary

bern is a Python library typically used in Artificial Intelligence, Natural Language Processing applications. bern 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.

BERN is a BioBERT-based multi-type NER tool that also supports normalization of extracted entities. This repository contains the official implementation of BERN. You can use BERN at or host your own server by following the description below. Please refer to our paper (Kim et al., IEEE Access 2019) for more details. This project is done by DMIS Laboratory at Korea University. The description below gives instructions on hosting your own BERN. Please refer to for the RESTful Web service of BERN.
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            kandi-support Support

              bern has a low active ecosystem.
              It has 111 star(s) with 31 fork(s). There are 14 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 21 open issues and 20 have been closed. On average issues are closed in 6 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of bern is current.

            kandi-Quality Quality

              bern has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              bern is licensed under the BSD-2-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              bern releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed bern and discovered the below as its top functions. This is intended to give you an instant insight into bern implemented functionality, and help decide if they suit your requirements.
            • Handle GET request
            • Convert a list of bern dictionaries into a string
            • Converts a Pubtator XML document to a dictionary
            • Recognize the input
            • Convert entity to Publish annotation
            • Return a Pubmed annotation
            • Transformer transformer model
            • Attention layer
            • Apply dropout to input tensor
            • Convert PMC ID to Pubtator
            • Replace spaces
            • Build model_fn
            • Convert examples to features
            • Perform normalization
            • Download a PMC XML file
            • Checks for Bernstein errors
            • Creates attention mask from input tensors
            • Test for stress test
            • Embed word embedding
            • Convert PubMed XML to Pubmed
            • Recognize the input dataset
            • Benchmark a test
            • Convert a pubtator string to a dict
            • Embedding postprocessor
            • Convert Pubtator XML to a list of dicts
            • Get MPC archive
            • Handle POST request
            • Recognize a given etype
            Get all kandi verified functions for this library.

            bern Key Features

            No Key Features are available at this moment for bern.

            bern Examples and Code Snippets

            No Code Snippets are available at this moment for bern.

            Community Discussions

            QUESTION

            Powershell get timezone with DST
            Asked 2022-Mar-28 at 14:32

            In powershell I'm using

            ...

            ANSWER

            Answered 2022-Mar-28 at 14:22

            Yes, you can use the static method IsDaylightSavingTime on the TimeZoneInfo class to get this information from a desired DateTime:

            Source https://stackoverflow.com/questions/71648913

            QUESTION

            Spatial heatmap with given value for colour
            Asked 2022-Mar-20 at 14:15

            I built upon this thread to plot a spatial heatmap. The difference is that I do not want to compute the density of points because I already have the value for the level of "heat". In detail I want to plot the population density of the canton of Berne (Switzerland) with colour gradients.

            The population data is from the Swiss statistical office and counts the inhabitants per hectare (100m x 100m squares), downloadable here (the "STATPOP2020.csv" file). Building on jlhoward answer in thread my code so far is:

            ...

            ANSWER

            Answered 2022-Mar-20 at 14:15

            The problem, as you have already established, is that you want a contour map that represents population density, not the density of measurements, which is what stat_density_2d does. It is possible to create such an object in R, but it is difficult when the measurements are not spaced regularly on a grid (as is the case with this data). It may be best to use geom_point here for that reason:

            Source https://stackoverflow.com/questions/71546183

            QUESTION

            Further issues with scores in simple JS game
            Asked 2022-Mar-20 at 04:21

            I recently had an issue with a simple JS game, which I asked about here: Issue with negative scores in a simple JS game

            It was fixed after I was advised to fix the else if statement. After that it worked fine.

            I copied this game and swapped out the maths guessing part for a capital city guessing part, leaving everything else the same. The structure of the if/else if statements remains the same. However I am having the same issue again with the score not calculating correct, it starts increasing by more than 1x each time a question is answered.

            The JS is:

            ...

            ANSWER

            Answered 2022-Mar-20 at 04:21

            The problem is you keeping assigning the eventListener to the document.querySelector(".buttons") which cause problems.

            Every time you trigger the game function, you will assign a new eventListener to .buttons which makes your every time you click the .button, you will trigger the game function for not only one time which makes the score doesn't work as you expected.

            You could use Chrome developer tool to check that (if you are using chrome)

            Source https://stackoverflow.com/questions/71543865

            QUESTION

            Using Leafproxies proxy for scraping, ValueError: Port could not be cast to integer value
            Asked 2022-Mar-17 at 13:35

            I'm a Scrapy enthusiast into scraping for 3 months. Because I really enjoy scraping, I ended up being frustrated and excitedly purchased a proxy package from Leafpad.

            Unfortunetaly, when I uploaded them to my Scrapy spider, I recevied ValueError:

            I used scrapy-rotating-proxies to integrate the proxies. I added the proxies which are not numbers but string urls like below:

            ...

            ANSWER

            Answered 2022-Feb-21 at 02:25

            The way you have defined your proxies list is not correct. You need to use the format username:password@server:port and not server:port:username:password. Try using the below definition:

            Source https://stackoverflow.com/questions/71199040

            QUESTION

            How to break out of 2nd loop(nested) and continue looping
            Asked 2022-Mar-09 at 02:35

            please I need help with my Java program. I am a beginner so it's really confusing for me. I am trying to build a multiple Question Trivia program. Whereby a user is prompted with a question and they have to choose from the given answers. If they get it right or wrong they are told, and also shown the time they took to answer the question. Now the problem is after they submit their answer to a question, they would be prompted if they want to play again and another question would come up. I have 2 lists 1 for questions ad 1 for answers I am iterating through the two lists with 2 for loops simultaneously so I am able to check if their input is the same as the answer for that question. I am stuck on getting out of the second loop so I can proceed with other questions, I have tried breaking the loop but it breaks and doesn't prompt the user for their answer. How can I solve this please. Here is my code Below, the main program starts at the for-loop

            ...

            ANSWER

            Answered 2022-Mar-09 at 02:35

            Consider the following code. I have removed the timers for simplicity, and have converted it into a simple loop without any repeat code. Try running this yourself and note the changes from your code:

            Source https://stackoverflow.com/questions/71403445

            QUESTION

            Why does parsing a webpage with beautiful soup leads to src attributes of images with values as base64 strings?
            Asked 2022-Feb-03 at 11:14

            I am trying to download the HTML code of a website with requests and parse it with beautiful soup to get the source code of some images I want to download.

            ...

            ANSWER

            Answered 2022-Feb-02 at 19:55

            You need change line 6 with this images = soup.find_all('img') and add all this to an array than remove data:image/gif...

            Source https://stackoverflow.com/questions/70959330

            QUESTION

            Generic string to integer conversion in F#
            Asked 2022-Jan-22 at 11:56

            I'm implementing a simple conversion string to integer convertor in F#; the logic is, e.g from string to uint32:

            ...

            ANSWER

            Answered 2022-Jan-21 at 18:52

            You can do something like this:

            Source https://stackoverflow.com/questions/70804443

            QUESTION

            Adding comma after city in a cell with City State Zip
            Asked 2022-Jan-05 at 17:40

            I am having trouble adding a comma after the city in a column with City State Zip.

            Example:

            New Bern NC 27856

            Wilson NC 27866

            Desired Result:

            New Bern, NC 27856

            Wilson, NC 27866

            I am struggling because some cities are more than one word, so I cant use a substitute function. Also, text to columns is a mess when trying to manipulate city, state zip.

            Any suggestions?

            THANK YOU!

            ...

            ANSWER

            Answered 2022-Jan-05 at 17:40

            I just tried this and it worked fine:

            Source https://stackoverflow.com/questions/70596922

            QUESTION

            How to loop through complex JSON in Python 3.x
            Asked 2022-Jan-03 at 20:49

            Currently, I'm building a dashboard for my home where I get temperature values from the Honeywell API. I'm trying to loop through a complex JSON that I got from the API to get all the device current temperatures.

            Since I'm quite new to Python I have no clue how to get this sorted. Here is an example response:

            ...

            ANSWER

            Answered 2022-Jan-03 at 20:35

            Looks like you've got a list containing one big dictionary. That dictionary has a devices key-value pair, where the value is a list of dictionaries, one for each device. If data is your JSON structure, you can iterate through the device-dictionaries in the following way:

            Source https://stackoverflow.com/questions/70571005

            QUESTION

            Processing HTTP response in the controller
            Asked 2021-Nov-21 at 04:37

            I'm trying to call the REST API - such as https://randomuser.me/api/ and get the response logged and saved to a file in NestJS with Axios.

            The rest call is in the Service class which is in turn is being accessed from the controller.

            ...

            ANSWER

            Answered 2021-Nov-06 at 16:58

            Nest's HttpService returns an RxJS Observable which is kind of like a supercharged callback. By default await doesn't work on Observables, but Nest will handle the observable if you end up sending one back from your controller. To be able to await the observable, you need to wrap the observable in the lastValueFrom method from rxjs. If you want to just use Observables for the entire call, then you need to make use of .pipe and rxjs/operators, probably tap for logging. Something like this should do

            Source https://stackoverflow.com/questions/69860239

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

            Vulnerabilities

            No vulnerabilities reported

            Install bern

            Clone this repo
            Install python packages
            Install GNormPlus & run GNormPlusServer.jar FYI: Download Google Drive files with WGET: https://gist.github.com/iamtekeste/3cdfd0366ebfd2c0d805#gistcomment-2316906
            Install tmVar2 & run tmVar2Server.jar
            Download normalization resources and pre-trained BioBERT NER models
            Run named entity normalizers
            Run BERN server
            Usage PMID(s) (HTTP GET) http://<YOUR_SERVER_ADDRESS>:8888/?pmid=<a PMID or comma seperate PMIDs>&format=<json or pubtator> Example: http://<YOUR_SERVER_ADDRESS>:8888/?pmid=30429607&format=json&indent=true Example: http://<YOUR_SERVER_ADDRESS>:8888/?pmid=30429607&format=pubtator Example: http://<YOUR_SERVER_ADDRESS>:8888/?pmid=30429607,29446767&format=json&indent=true Raw text (HTTP POST) POST Address: http://<YOUR_SERVER_ADDRESS>:8888 Set key, value of a body as follows: import requests import json body_data = {"param": json.dumps({"text": "CLAPO syndrome: identification of somatic activating PIK3CA mutations and delineation of the natural history and phenotype. PURPOSE: CLAPO syndrome is a rare vascular disorder characterized by capillary malformation of the lower lip, lymphatic malformation predominant on the face and neck, asymmetry, and partial/generalized overgrowth. Here we tested the hypothesis that, although the genetic cause is not known, the tissue distribution of the clinical manifestations in CLAPO seems to follow a pattern of somatic mosaicism. METHODS: We clinically evaluated a cohort of 13 patients with CLAPO and screened 20 DNA blood/tissue samples from 9 patients using high-throughput, deep sequencing. RESULTS: We identified five activating mutations in the PIK3CA gene in affected tissues from 6 of the 9 patients studied; one of the variants (NM_006218.2:c.248T>C; p.Phe83Ser) has not been previously described in developmental disorders. CONCLUSION: We describe for the first time the presence of somatic activating PIK3CA mutations in patients with CLAPO. We also report an update of the phenotype and natural history of the syndrome."})} response = requests.post('http://<YOUR_SERVER_ADDRESS>:8888', data=body_data) result_dict = response.json() print(result_dict)

            Support

            Trouble: It takes a long time to get results. Solution: Make sure TensorFlow is using a GPU. For more details, visit https://stackoverflow.com/questions/42326748/tensorflow-on-gpu-no-known-devices-despite-cudas-devicequery-returning-a-pas/48079860#48079860
            Find more information at:

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            git@github.com:dmis-lab/bern.git

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