fitter | Fit data to many distributions | Analytics library

 by   cokelaer Python Version: 1.5.2 License: GPL-3.0

kandi X-RAY | fitter Summary

kandi X-RAY | fitter Summary

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

Fit data to many distributions
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            kandi-support Support

              fitter has a low active ecosystem.
              It has 304 star(s) with 48 fork(s). There are 10 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 32 open issues and 31 have been closed. On average issues are closed in 130 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of fitter is 1.5.2

            kandi-Quality Quality

              fitter has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              fitter is licensed under the GPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              fitter releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              fitter saves you 240 person hours of effort in developing the same functionality from scratch.
              It has 585 lines of code, 32 functions and 12 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed fitter and discovered the below as its top functions. This is intended to give you an instant insight into fitter implemented functionality, and help decide if they suit your requirements.
            • Fit a single distribution
            • Wrapper for _run_run
            • Fit a distribution to a distribution
            • Fit the model
            • Plot the pdf of the fit
            • Creates a tqdm progress bar
            • Get the best fit for the given error
            • Return a summary of the distribution
            • Plot histogram
            • Sets the maximum value
            • Update the pdf of the data
            • Trim the data
            • Set the minimum value
            • Load all distributions
            • Return a list of all available distributions
            • Show available fitter distributions
            Get all kandi verified functions for this library.

            fitter Key Features

            No Key Features are available at this moment for fitter.

            fitter Examples and Code Snippets

            Docker Setup
            Pythondot img1Lines of Code : 3dot img1no licencesLicense : No License
            copy iconCopy
            $ boot2docker version
            Boot2Docker-cli version: v1.5.0
            Git commit: ccd9032
            
              
            copy iconCopy
            x = keras.layers.Dropout(0.25)(x)
            x = keras.layers.Flatten()(x)                    # Add this
            x = keras.layers.Dense(50, activation='relu')(x)
            
            KeyError: 'datapath' with Matplotlib
            Pythondot img3Lines of Code : 4dot img3License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            mpl.get_data_path()
            
            mpl.rcParams["datapath"]
            
            Python: separate utilities file or use static methods?
            Pythondot img4Lines of Code : 15dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            def square(self):
                self.x *= self.x
            
            class Fitter(object):
                def __init__(self, x: int):
                    self.x = x
                from helper import square
            
            if name == '__main__':
                f = Fitter(9)
                f.square()
                print(f.x)
            
            Finding a better scipy curve_fit! -- exponential function?
            Pythondot img5Lines of Code : 3dot img5License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            uncertainty = np.exp(-5*x*x)
            popt, pcov = curve_fit(func, x, y, sigma = uncertainty)
            
            How to indicate Kaplan-Meier Fitter (python) to plot 90% of datapoints to avoid sudden drops
            Pythondot img6Lines of Code : 5dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            ax = KM_curve.plot(ci_show=False)
            ax.set_xlim(0, )
            
            KM_curve.plot(ci_show=False, loc=slice(0, ))
            
            Does fitting Weibull distribution to data using scipy.stats perform poor?
            Pythondot img7Lines of Code : 10dot img7License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
                    def run(self):
            
                        try:
                            if distribution == "exponweib":
                                self.result = func(args,floc=0,fa = 1, **kwargs)
                            else:
                                self.result = f
            Is there a way to extract data from plot_covariate_groups method in CPH fitter package?
            Pythondot img8Lines of Code : 12dot img8License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            x_bar = cph._norm_mean.to_frame().T
            X = pd.concat([x_bar] * values.shape[0])
            
            if np.array_equal(np.eye(n_covariates), values):
                X.index = ["%s=1" % c for c in covariates]
            else:
                X.index = [", ".join("%s=%g" % (c, v) for (c, v) in zip
            How to fit a Gaussian using Astropy
            Pythondot img9Lines of Code : 22dot img9License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            >>> an_amplitude = orig_flux.min()
            >>> an_mean = orig_wavelength[orig_flux.argmin()]
            >>> an_stddev = np.sqrt(np.sum((orig_wavelength - an_mean)**2) / (len(orig_wavelength) - 1))
            >>> print(f'mean: {an_mea
            Why does the all the generated populations becomes the same?
            Pythondot img10Lines of Code : 104dot img10License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            import random
            
            
            def generate_individual():
                # Use list comprehensions
                return [random.randrange(0,2) for g in range(64)]
            
            
            def generate_population(size):
                # Same result, only less code
                return [generate_individual() for i in ra

            Community Discussions

            QUESTION

            Can't fit parent Canvas to child Text
            Asked 2021-May-24 at 17:53

            In my unity application, I need make little rectangular components with a string on them. However, I want the size of the rectangle to dynamically line up to the text inside it. This is the hierarchy in my prefab:

            According to this article, I just need to add a content fitter to the canvas. I did that and set both horizontal and vertical sizes to "preferred", however apparently the width is just 0 (0 is getting printed out by my Debug.Log). This is my code. I think the issue might have to do with changing the render mode, but this is for a VR application so that needs to stay:

            ...

            ANSWER

            Answered 2021-May-24 at 17:53

            I believe this should answer your question - if you have more issues with this implementation, just let me know.

            Firstly, remove all code with resizing. Unity's component UI system is very powerful when used properly. Almost anything you would want to achieve with dynamic UI can be done using just components.

            Firstly, your container holding the text should have a Horizontal Layout Group or a Vertical Layout Group attached to it. Turn off all toggle boxes except for Control Child Size - Height. Set the width of this container to whatever you want the width to be, the text will fill to this size.

            Along with a layout group (you can choose either one, but as your text is vertical you can use a vertical layout group), you will need a Content Size Fitter with the Horizontal Fit set to Unconstrained and the Vertical Fit set to Preferred Size.

            It should look something like...

            Now moving onto the text component, you can use a Unity.UI.Text component or a TMPro.TMP_Text component, either one will work. In this example, I am using the vanilla Unity.UI.Text. Simply type whatever message you would like in the text field and your parent container should resize to the text field. If you are dynamically setting this text often, you might need to force Unity to rebuild the layout group of your parent object to rescale.

            An example snippet of this could look like...

            Source https://stackoverflow.com/questions/67674163

            QUESTION

            Why does an AI genetic algortihm gives an equal fit or fitter solution in each generation?
            Asked 2021-May-15 at 17:21

            The genetic algorithm is a meta-heuristic algorithm. The statement is that the population evolves each generation into a better (fitter) solution. Why is that?

            I am pretty new at AI but want to improve step by step ;-) So please help me understand this algorithm.

            At each iteration, a new generation of the population is created. Why will it contain an equal fit or fitter Individual?

            ...

            ANSWER

            Answered 2021-May-15 at 14:59

            It could also contain a less fit solution too, to escape a local optima. That's why the global best solution must be remembered too, unless the first individual is guaranteed to contain it and survive.

            Source https://stackoverflow.com/questions/67547375

            QUESTION

            Removing Missing Data Values
            Asked 2021-Mar-30 at 11:49

            I deleted an original post so that I was able to post a larger version of the data set. There are actually 418 rows total.

            Here is the data for a survival analysis I am conducting. The first column is ID number and the other columns are labelled V2 - V20. There are many missing data which are indicated by a ".".

            I use the coxph() function to obtain the following:

            ...

            ANSWER

            Answered 2021-Mar-30 at 11:49

            Try the complete.cases() function. From the description: "Return a logical vector indicating which cases are complete, i.e., have no missing values.

            Edit: I hadn't noticed that the missing values were represented by ".". In order for this to work you'll need to replace the periods with proper NA values, as demonstrated in IRTMF's post.

            Source https://stackoverflow.com/questions/66861419

            QUESTION

            Unity UI - How to make a "Composite" Layout Group to combine multiple images in the same location?
            Asked 2021-Mar-23 at 09:07

            I'm making a simple auto-layout UI that consists of a Panel with a background image and three rows of text.

            To start with, I have a Vertical Layout Group component in a top-level "Panel" GameObject, set to Control Child Height. It also has a Content Size Fitter with "Preferred" set for Vertical Fit. The Panel object has a background image, and has a few children that represent rows in the view:

            ...

            ANSWER

            Answered 2021-Mar-23 at 09:07

            QUESTION

            Mongoose update multiple fields in one document in nodejs
            Asked 2021-Mar-12 at 12:12

            I've a collection of ranks in ship. It has rank and type.

            Some of the ranks and their corresponding types are:

            1. BOSUN -> Crew
            2. OS -> Crew
            3. FITTER -> Crew

            and some other officer types. User can edit both rank and types(If there's typo or the rank is in wrong type). But I just find the correct mongoose way to do so. This is what I've tried

            ...

            ANSWER

            Answered 2021-Mar-12 at 12:12

            please try to update using the following:

            Source https://stackoverflow.com/questions/66599490

            QUESTION

            How can estimate cox model with lifelines package?
            Asked 2021-Feb-24 at 16:46

            I want to estimate cox models but when I try to run the code ,I have an error. it seems this problem about the coxphfitter().does any one here that solve this problem. I think the lifelines library can not compute coefficients with ML method .So here I copy errors and sample code .I should to say I write the code just for example and inputs not reall.

            code

            ...

            ANSWER

            Answered 2021-Feb-12 at 12:18

            The given clearly states the problem:

            ConvergenceError: Convergence halted due to matrix inversion problems. Suspicion is high collinearity. Please see the following tips in the lifelines documentation: https://lifelines.readthedocs.io/en/latest/Examples.html#problems-with-convergence-in-the-cox-proportional-hazard-modelMatrix is singular.

            Without the real data I can't give any further advice. But the lifelines documentation gives a lot of advice on this issue:

            Convergence halted due to matrix inversion problems: This means that there is high collinearity in your dataset. That is, a column is equal to the linear combination of 1 or more other columns. A common cause of this error is dummying categorical variables but not dropping a column, or some hierarchical structure in your dataset. Try to find the relationship by: adding a penalizer to the model, ex: CoxPHFitter(penalizer=0.1).fit(…) until the model converges. In the print_summary(), the coefficients that have high collinearity will have large (absolute) magnitude in the coefs column. using the variance inflation factor (VIF) to find redundant variables. looking at the correlation matrix of your dataset, or

            This is very likely not an error caused by lifelines instead it is your data or how you apply the model on your data.

            Source https://stackoverflow.com/questions/65926665

            QUESTION

            Why does the last element instantiated on a layout group appear as first and wrong?
            Asked 2021-Feb-08 at 19:18

            I am programming a card game in unity and need the cards drawn to be displayed on a UI area bound by a Horizontal Layout Group, the cards are scriptable objects written in advance and displayed when drawn, but for some reason the last card of the deck I create and shuffle is displayed as a random different card, and moved as the first child of the area.

            I tried checking the logic of all the functions involved, I found out that removing the shuffling solves the problem, but while debugging the shuffle function I found everything works as intended, so I concluded it must be only a graphical issue. I've also tried adding a Layout Element and Content Size Fitter but it's no use. I'll leave the DrawCards, CreateDeck and Shuffle functions below, for reference. Update: rewriting the DrawCards function with a static hand and deck doesn't fix it either.

            ...

            ANSWER

            Answered 2021-Feb-08 at 19:18

            Posting just in case anyone has a similar issue: I solved the problem, the issue is on the DrawCards function: since I was calling the Set function on the top card of the deck after instantiating it, the first card would always instantiate "unset", i.e. randomly. Moving the Set call before the Instantiate fixes the glitch.

            Source https://stackoverflow.com/questions/66018642

            QUESTION

            I am trying to do counts on multiple conditions and get them back as separate columns
            Asked 2021-Feb-01 at 20:33
            SELECT * FROM
            (SELECT COUNT("user_job".id) FROM "user_job" WHERE "user".job_title = 'Welder / Fitter') AS 
            "WelderFitters"  
            (SELECT COUNT("user_job".id)  AS "Welders"  FROM "user_job" WHERE "user".job_title = 
            'Welder')
            (SELECT COUNT("user_job".id)  AS "Fitters"  FROM "user_job" WHERE "user".job_title = 
            'Fitter')
            (SELECT COUNT("user_job".id)  AS "Helpers"  FROM "user_job" WHERE "user".job_title = 
            'Helper')
            JOIN "user" ON "user".id = "user_job".user_id 
            JOIN "job" ON "job".id = "user_job".job_id
            WHERE "job".id = 22;
            
            ...

            ANSWER

            Answered 2021-Feb-01 at 20:33

            I think you want conditional aggregation. Your sample query suggests something like this:

            Source https://stackoverflow.com/questions/65999693

            QUESTION

            How to indicate Kaplan-Meier Fitter (python) to plot 90% of datapoints to avoid sudden drops
            Asked 2020-Dec-07 at 18:36

            I am writing some python code to do Kaplan-Meier (KM) curves using the KM Fitter and usually plot 4 curves in the same graph to compare different groups. The basic way to get a KM curve is:

            from lifelines import KaplanMeierFitter

            #Create the KMF object
            KM_curve = KaplanMeierFitter()

            #Give data to object. Status is 0 if alive, 1 if deceased (in my case)
            KM_curve.fit (durations=My_Data["Time"], event_observed=My_Data["Status"])

            #I do a figure in which I use this line 4 times (one per group)
            KM_curve.plot(ci_show=False)

            With those 4 lines of code and a pandas dataframe (here called My_Data) the KM Fitter automatically does all the calculations and plotting, but I was wondering if anyone knows how to stop the curve prematurely. I have done around 50 different graphs, they look nice and give me the info I need, but sometimes the last part of some curves dramatically drops to 0% (vertically) or very close to it. That is weird since none of my groups has 0 survivors at the end of my x-axis [See in this example, the red line https://i.stack.imgur.com/bn6Vy.png ]

            I did read that the KM curves are good to see trends in the middle section, but the last part of the curves may be misleading and has to be examined carefully. That is especially true if there are not enough patients left in that group and thus, the %survival estimate drops dramatically. Someone who does bioinformatics told me she usually stops plotting the curve whenever 10% of patients are left, to prevent this issue. Is it possible to do that in python KMF?

            ...

            ANSWER

            Answered 2020-Dec-07 at 18:36

            There are few ways to achieve this:

            1.

            Source https://stackoverflow.com/questions/65154800

            QUESTION

            How to filter stream of Page by stream Java 11 API in Spring boot app
            Asked 2020-Nov-23 at 12:26

            I have the following method and data:-

            ...

            ANSWER

            Answered 2020-Nov-22 at 16:47

            Assuming you have already extended JpaSpecificationExecutor if not please extend JpaSpecificationExecutor

            try building query dynamically and do the filtering via query instead of first fetching the result and then filtering

            Source https://stackoverflow.com/questions/64956044

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

            Vulnerabilities

            No vulnerabilities reported

            Install fitter

            You can install using 'pip install fitter' or download it from GitHub, PyPI.
            You can use fitter 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 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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            Install
          • PyPI

            pip install fitter

          • CLONE
          • HTTPS

            https://github.com/cokelaer/fitter.git

          • CLI

            gh repo clone cokelaer/fitter

          • sshUrl

            git@github.com:cokelaer/fitter.git

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