reliability | Reliability engineering toolkit for Python - https | Analytics library

 by   MatthewReid854 Python Version: 0.8.16 License: LGPL-3.0

kandi X-RAY | reliability Summary

kandi X-RAY | reliability Summary

reliability is a Python library typically used in Analytics applications. reliability has no bugs, it has no vulnerabilities, it has build file available, it has a Weak Copyleft License and it has high support. You can install using 'pip install reliability' or download it from GitHub, PyPI.

reliability is a Python library for reliability engineering and survival analysis. It significantly extends the functionality of scipy.stats and also includes many specialist tools that are otherwise only available in proprietary software.
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            kandi-support Support

              reliability has a highly active ecosystem.
              It has 240 star(s) with 61 fork(s). There are 14 watchers for this library.
              There were 1 major release(s) in the last 12 months.
              There are 1 open issues and 29 have been closed. On average issues are closed in 20 days. There are no pull requests.
              It has a positive sentiment in the developer community.
              The latest version of reliability is 0.8.16

            kandi-Quality Quality

              reliability has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              reliability is licensed under the LGPL-3.0 License. This license is Weak Copyleft.
              Weak Copyleft licenses have some restrictions, but you can use them in commercial projects.

            kandi-Reuse Reuse

              reliability releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              reliability saves you 14374 person hours of effort in developing the same functionality from scratch.
              It has 28769 lines of code, 538 functions and 17 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed reliability and discovered the below as its top functions. This is intended to give you an instant insight into reliability implemented functionality, and help decide if they suit your requirements.
            • Calculate the least squares
            • Color a string
            • Generate a pandas DataFrame containing plot positions
            • Linear regression
            • Plots exponential probability plot
            • Evaluate the Exponential distribution
            • Compute the quantile of the distribution
            • Generates a QQQ Q Q QQ Q Q Q Q
            • Downsampling of x and y
            • Calculate the HF distribution
            • Plot points
            • Calculate the least squares least squares
            • Plot the probability density function
            • Plot the probability density
            • Plot the Gamma distribution
            • Plot the Normal distribution
            • Plot the Gaussian distribution
            • Plot the beta distribution
            • Generate a PSD plot of the distribution
            • Plot the model
            • Generate a plot of life stress plots
            • Plot the distribution
            • Generate a networkx diagram from stress and cycles
            • Generate a QQ - Q Q Q - Q plot
            • Plots the probability distribution of a distribution
            • Plot the exponential distribution
            Get all kandi verified functions for this library.

            reliability Key Features

            No Key Features are available at this moment for reliability.

            reliability Examples and Code Snippets

            4. Check the Result
            mavendot img1Lines of Code : 9dot img1no licencesLicense : No License
            copy iconCopy
            |--timestamp-|------date time----|-resource-|p |block|s |e|rt  |occupied
            1529998904000|2018-06-26 15:41:44|HelloWorld|20|0    |20|0|0   |0
            1529998905000|2018-06-26 15:41:45|HelloWorld|20|5579 |20|0|728 |0
            1529998906000|2018-06-26 15:41:46|HelloWorld|  
            2. Define Resource
            mavendot img2Lines of Code : 8dot img2no licencesLicense : No License
            copy iconCopy
            try (Entry entry = SphU.entry("HelloWorld")) {
                // Your business logic here.
                System.out.println("hello world");
            } catch (BlockException e) {
                // Handle rejected request.
                e.printStackTrace();
            }
            // try-with-resources auto exit
            
              
            3. Define Rules
            mavendot img3Lines of Code : 8dot img3no licencesLicense : No License
            copy iconCopy
            List rules = new ArrayList<>();
            FlowRule rule = new FlowRule();
            rule.setResource("HelloWorld");
            // set limit qps to 20
            rule.setCount(20);
            rule.setGrade(RuleConstant.FLOW_GRADE_QPS);
            rules.add(rule);
            FlowRuleManager.loadRules(rules);
            
              
            Take the star rating from html page using beautifulsoup
            Pythondot img4Lines of Code : 10dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            d.update(dict(s.stripped_strings for s in e.select('dl')))
            
            ...
            d.update({s.dt.text:float(s.dd.text.split()[0]) for s in e.select('dl')})
            
            data.append(d)
            ...
            
            {'Safety': 5.0, 'Technology': 5.
            Pandas remove brackets and comas from all of the cells in data frame
            Pythondot img5Lines of Code : 9dot img5License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            out = df.explode(df.columns.tolist()).reindex(['Reviewer_name','Review_date','Review_overall_rating','Review_title','Review_content'], axis=1)
            
                Reviewer_name                                        Review_date  R
            Flask-Sqlachlemy parallel requests avoid raise condition
            Pythondot img6Lines of Code : 14dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            # User's table row is locked until session is commited or rolled back.
            user = session.query(User).filter(User.id == current_user_id).with_for_update().first()
            # Or session.query(User).get(current_user_id, with_for_update=True)
            
            # Manipulat
            nvm works in bash, but not when executed in Python script
            Pythondot img7Lines of Code : 8dot img7License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            os.popen("/usr/bin/nvm use v14.2.0")
            
            subprocess.Popen(['bash', '-c', '. ~/nvm/nvm.sh; nvm'])
            
            subprocess.Popen(['bash', '-c', '. ~/nvm/nvm.sh; nvm use v14.2.0; nvm list'],
                             s
            scrapy spider won't start due to TypeError
            Pythondot img8Lines of Code : 6dot img8License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            PRE = "https://www.",
            DOMAIN = "ebay-kleinanzeigen.de",
            
            PRE = "https://www."
            DOMAIN = "ebay-kleinanzeigen.de"
            
            Running Selenium Webdriver in GitHub Actions for unit tests
            Pythondot img9Lines of Code : 62dot img9License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            chrome_options.add_argument('--remote-debugging-port=9222')
            
            chrome_options.binary_location = "/usr/bin/google-chrome"
            
            executable_path="/usr/local/bin/chromedriver"
            
            Python split string based on regex of first line
            Pythondot img10Lines of Code : 15dot img10License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            inp = """header1, it is 1a.4
            blahblahblah1
            header2, it is 2esd3
            hlahblahblah2
            header3, it is unf3d
            blahblahblah3"""
            matches = re.findall(r'\S+,.*?\n.*?(?=\n|$)', inp, flags=re.S)
            print(matches)
            
            ['header1, it is 1a.

            Community Discussions

            QUESTION

            Where Media files (images, etc) Should Be Stored For A Websites?
            Asked 2021-Jun-15 at 05:18

            hopefull someone can shed some light on this topic and here are some of my questions:

            • How do big ecommerce websites manage their images for their websites?
            • Is there any Best Practices should be consider when deciding where to keep websites images?
            • I have heard to keep the images in multiple folder structure on the same server where the website is hosted so websites can render them easily and fast since they are all on same server - Is this the idea solution?
            • How do professionals or big ecommerce handle images storage and maintain website images reliability and stability?
            • Is Azure or AWS etc best place to store images for websites rendering?

            Thanks in advance!

            ...

            ANSWER

            Answered 2021-Jun-15 at 02:52

            Keeping the files in the same server comes with more risk, if your server crashes or region goes down your application stopped as well as your files not gonna render if you are using those files separately for different applications like mobile applications.

            In this case, users will also face a high loading time for those media files if the users are not in the same zone as your application hosted.

            The best practice to store the image/media files on some cloud storage like S3 or Azure Blob then connect it with some CDN like CloudFront or Azure CDN.

            Now you can serve your media files via CDN which will act as a global caching system for your media files.

            Source https://stackoverflow.com/questions/67976645

            QUESTION

            Access general confidence boundaries of cronbach's alpha in R psych
            Asked 2021-Jun-13 at 13:26

            I have a dataframe on which I use psych::alpha. In the output there are general confidence boundaries around a general cronbach's alpha value. I want to access those but they don't appear in the results when I save the output as a variable. In the documentation they're called itemboot.ci but that doesn't exist in the alpha object.enter code here

            ...

            ANSWER

            Answered 2021-Jun-13 at 13:26

            When you print an object, either by using print or by sending it to the R console, some extra processing may happen. Every object (almost always) has its own print and in this case you can see that the print.psych method (called behind the scenes instead of print on any psych package object) is doing the following with your object of (sub)class alpha:

            Source https://stackoverflow.com/questions/67958269

            QUESTION

            Code for probability calibration for classification
            Asked 2021-Jun-11 at 14:06

            I am trying to create a class for calibrating a classifier. I have been reading resources on probability calibration and I am a bit confused on which dataset should we calibrate the classifier. I created a class that split the training set to further train and validation the set. Then, the classifier is first fitted to the train set and predicts the uncalibrated probability on the validation set.

            Then, I create a cal_model instance of the CalibrationCV class and then fit it to the validation set and predict calibrated probabilities of the validation set again.

            Could someone take a look at the code below and correct the code for me?

            ...

            ANSWER

            Answered 2021-Jun-11 at 14:06

            the calibration_curve code is correct. I am comparing the logistic regression calibration versus the xgboost calibration. the dataframes hold predict_proba[:,1] values or the probability of happening. see (https://github.com/dnishimoto/python-deep-learning/blob/master/Credit%20Loan%20Risk%20.ipynb)

            Source https://stackoverflow.com/questions/67759887

            QUESTION

            Issue in extracting a specific column from psych::alpha output
            Asked 2021-Jun-07 at 18:26
            library(mirt) #this contains a dataset called deAyala.
            library(psych) #this contains the alpha() function.
            alpha(deAyala) 
            
            ...

            ANSWER

            Answered 2021-Jun-05 at 09:41

            You can get rid of the warning bit by wrapping it with suppressWarnings() but the first bit of the message looks like just a print statement in the alpha() function. This will work though

            Source https://stackoverflow.com/questions/67848074

            QUESTION

            UnhandledPromiseRejectionWarning: Error: Request is already handled
            Asked 2021-Jun-05 at 16:26

            So i have this nodejs that was originaly used as api to crawl data using puppeteer from a website based on a schedule, now to check if there is a schedule i used a function that link to a model query and check if there are any schedule at the moment. It seems to work and i get the data, but when i was crawling the second article and the next there is always this error UnhandledPromiseRejectionWarning: Error: Request is already handled! and followed by UnhandledPromiseRejectionWarning: Unhandled promise rejection. This error originated either by throwing inside of an async function without a catch block, or by rejecting a promise which was not handled with .catch(). and it seems to take a lot of resource from the cpu and memory. So my question is, is there any blocking in my code or anything that could have done better.

            this is my server.js

            ...

            ANSWER

            Answered 2021-Jun-05 at 16:26

            I figured it out, i just used puppeteer cluster.

            Source https://stackoverflow.com/questions/67815215

            QUESTION

            Is QLDB compatible with the Outbox Pattern?
            Asked 2021-Jun-01 at 22:03

            I have a use case for which QLDB makes the most sense. I also think the Outbox pattern makes sense for data reliability. However, I am worried about polluting the Journal with the outbox entries.

            My understanding is that while I can have my 'outbox' table separate from my main data table, the journal is shared across the entire ledger. It seems that the outbox pattern traditionally uses a relational DB where the concept of an immutable journal just isn't a concern.

            Is this going to be a problem as the data set grows? More so, is there an alternate pattern that would make more sense to use?

            ...

            ANSWER

            Answered 2021-Jun-01 at 22:03

            Since the journal is an immutable history of every transaction ever committed to the ledger, if you use the Outbox pattern with QLDB, your ledger will contain a permanent history of messages that passed through your Outbox table. This is great if you need an unfalsifiable audit history of the messages queued for sending and a record of them being sent ("deleted" from the table). However, if you don't need that, then you'll be paying storage for those messages for the life of the ledger and not getting much value from it.

            The typical event-driven approach would be to use QLDB's streaming feature, which associates a Kinesis Data Stream to your ledger. Every time you commit a transaction, QLDB will publish the transaction to the Kinesis Data Stream. This enables you to drive events from transactions occurring in your ledger. With this approach, you commit your business data to the ledger without worrying about the Outbox table. The document should contain the information you would need in your messaging. Upon commit, QLDB pushes the document(s) from the transaction into Kinesis where you process it using a Lambda function that sends the message onward.

            One thing to note is that QLDB offers an at-least-once guarantee of delivering data into Kinesis. This means that you'll need to identify and handle (or just tolerate) potential duplicate messaging. You should always be thinking about idempotence in distributed systems anyway, though.

            If you don't want to pay for Kinesis and don't need a real-time approach, there are things you can do with scheduled QLDB exports into S3 and some batch processing of the export files, but I'd start with streaming. DM me if you want to hear more about the export approach.

            See also:

            Source https://stackoverflow.com/questions/67769355

            QUESTION

            Puppeteer + Discord.js issues with an auto invite command
            Asked 2021-May-28 at 20:00

            I'm working on a small project to learn puppeteer and discord bots, thought it would be interesting to combine the two and make a weird cyborg bot thing that is essentially a bot but a normal user. I've set up the command handlers, etc, and I've created an 'invite' command that takes one of the arguments that the person provides (the code of the server invite) and uses it to auto-invite itself.

            for example typing in discord: invite 78uHjkaf

            This semi-works. Not really. It'll work the first time, but never again and I'll have to restart the thing. I keep trying to add a page.close(); hoping that it will solve the problem but then it won't work at all. How can I make this work consistently and reusably? - Note that my command handler works fine. The entire issue is located within the following code. (I hope)

            Semi reliable.

            ...

            ANSWER

            Answered 2021-Jan-06 at 11:49

            Why are you using Puppeteer? It's easier to use the Discord private API instead.

            Source https://stackoverflow.com/questions/65589567

            QUESTION

            Is there a way to pass different structs to a single class constructor
            Asked 2021-May-26 at 04:27

            I have my own FIFO class that works OK, but I'd like to extend its flexibility.

            Right now, the data struct that goes in the FIFO is defined in the FIFO class, so every FIFO object has the same data struct.

            It would be nice if every object could define its own FIFO struct and pass it to the FIFO class. The FIFO class shouldn't care what the structure looks like, it just queues and enqueues whatever struct got passed to the FIFO constructor. This is actually well beyond my current skill set, but I thought with a little help, maybe I could pull it off.

            Here's a simple example of what I'm trying to do that I haven't been able to compile:

            ...

            ANSWER

            Answered 2021-May-26 at 00:32

            Is there a way to pass different structs to a single class constructor

            No, it isn't possible to pass a type as a function argument (and constructors are (special member-) functions).

            However, it is possible to pass types as template arguments, and a constructor can be an instance of a function template... Or the class itself can be instance of a class template. For example:

            Source https://stackoverflow.com/questions/67697102

            QUESTION

            Cordova ITMS-90809: Deprecated API Usage - New apps that use UIWebView are no longer accepted
            Asked 2021-May-25 at 17:47

            When trying to send my app to app store, I'm receiving the following message: ITMS-90809: Deprecated API Usage - New apps that use UIWebView are no longer accepted. Instead, use WKWebView for improved security and reliability. Learn more (https://developer.apple.com/documentation/uikit/uiwebview).

            But my simulator log shows

            ...

            ANSWER

            Answered 2021-May-23 at 18:23

            Cordova has already deprecated the WKWebView usage. So in order to fix those and future issues update cordova version to 10 and android/ios projects to newest.

            Android 9.1 Ios 6.2

            Here is the deprecation message: https://cordova.apache.org/2021/02/07/deprecate-wkwebview-engine.html

            Source https://stackoverflow.com/questions/67641316

            QUESTION

            If value is present anywhere in row of other matrix with matching ID, populate cell with "1" -- R
            Asked 2021-May-21 at 08:15

            I'm trying to create a matrix to eventually run inter-rater reliability. I am trying to populate a matrix with TRUE and FALSE (or 1/0) based on whether a string is present in a row with a matching ID in a second or third matrix. I've included what that should look like at the bottom.

            Below is my reproducible example, including the two existing matrices and what I've tried so far to produce the final matrix I want. I was able to get it to the point where I can confirm I'm selecting the correct columns that match the matrix I'm wanting to match (see output with "m1" in all columns that have "m1" in the column name). I haven't figured out how to get to the next stage of properly matching the id column between m1.mat and the final matrix, reliability.ex. In excel this would be something like a VLOOKUP, but when I search for VLOOKUP equivalents in R, I just get join/merge functions, which I don't think will work for what I need, but maybe I'm wrong. I tried doing all this in excel but ultimately got stuck and would rather have it in R if possible anyway.

            ...

            ANSWER

            Answered 2021-May-21 at 06:15
            library(dplyr)
            library(tidyr)
            make_rmat <- function(mat) {
                mat %>% 
                    data.frame() %>% 
                    pivot_longer(!id) %>% 
                    pivot_wider(!name, names_from=value, values_fn = list) %>% 
                    select(!`NA`) %>% 
                    unnest(!id) %>% 
                    mutate(across(!id, ~ifelse(is.na(.x), 0, 1)))
            }
            reliability.desired <- merge(make_rmat(m1.mat), make_rmat(m2.mat), by="id",suffixes=c("_m1","_m2"))
            

            Source https://stackoverflow.com/questions/67631026

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

            Vulnerabilities

            No vulnerabilities reported

            Install reliability

            To install reliability for the first time, open your command prompt and type:.

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            Install
          • PyPI

            pip install reliability

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            https://github.com/MatthewReid854/reliability.git

          • CLI

            gh repo clone MatthewReid854/reliability

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            git@github.com:MatthewReid854/reliability.git

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