HELA | Random Forest retrieval for exoplanet atmospheres | Machine Learning library

 by   exoclime Python Version: Current License: No License

kandi X-RAY | HELA Summary

kandi X-RAY | HELA Summary

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

A Random Forest retrieval algorithm, here used to perform atmospheric retrieval on exoplanet atmospheres. The theory paper can be found here: Please cite this when using HELA. The set-up here is simply a Random Forest algorithm, for use on a training set provided by the user. We have uploaded an example dataset, the one used in the above paper, to demonstrate how it is used.
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            kandi-support Support

              HELA has a low active ecosystem.
              It has 10 star(s) with 2 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              HELA has no issues reported. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of HELA is current.

            kandi-Quality Quality

              HELA has no bugs reported.

            kandi-Security Security

              HELA has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              HELA does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              HELA 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 are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed HELA and discovered the below as its top functions. This is intended to give you an instant insight into HELA implemented functionality, and help decide if they suit your requirements.
            • Train model
            • Compute the feature importances
            • Load a dataset
            • Plot feature importances
            • Run the predict function
            • Construct a Posterior
            • Load data from a data file
            • Compute the posterior posterior of the model
            • Configure the logger
            Get all kandi verified functions for this library.

            HELA Key Features

            No Key Features are available at this moment for HELA.

            HELA Examples and Code Snippets

            No Code Snippets are available at this moment for HELA.

            Community Discussions

            QUESTION

            Program.Mattor(): not all code paths return a value. How do I solve this?
            Asked 2021-Jun-01 at 20:57
            class Program
            {
                static void Main(string[] args)
                {
                    /// 
                    /// Tapet:
            
                    // Följande ska användaren kunna mata in:
                    // 1. Väggens mått: Längd och bredd.
                    // 2. Jämförelse av upp till 8 st tapeter.
            
                    // Programmet ska även kunna skriva ut en lista av alla tapet där man tydligt ser namn, antal rullar och pris. 
            
                    //---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
            
                    ///Mattor:
            
                    // Användaren ska kunna mata in golvets bredd och längd.
            
                    // Användaren ska sedan kunna mata in olika areor på mattor tills det täcker golvets yta.  
            
                    // Vi ska bestämma när antalet mattor har täckt golvet, samt hur många mattor det tog.
            
                    //.......
            
                    // Variabeln menyKörs sätts till true så vi kan skapa en While-loop som hela tiden körs om. Detta avbryter vi genom att sätta den till
                    // false ifall användaren väljer att avsluta programmet. 
                    bool menyKörs = true;
                    while (menyKörs)
                    {
                        //Ett programm som hjälper anändaren att tappetsera en vägg eller lägga mattor på användarens golv
            
                        Console.WriteLine("Hej! Välkommen till programmet som hjälper dig med att tappetsera och lägga golvmattor ");
                        // Menyval för användaren att välja väg i programmet. Beroende på val skickas användaren till olika metoder som utreder specifika uppgifter. 
            
                        Console.WriteLine("Meny: ");
                        Console.WriteLine("Välj V för att tappetsera en vägg, M för att lägga mattor eller A för att avsluta programmet! ");
                        Console.WriteLine("Tappetsera vägg (V)");
                        Console.WriteLine("Lägga mattor (M)");
                        Console.WriteLine("Avsluta programm (A)");
                        Console.WriteLine("\r\n:");
            
                        string val = Console.ReadLine().ToUpper();
            
                        //Anänver mig av en "switch" för att gå olika vägar beroende på användarens val i menyn. 
                        switch (val)
                        {
                            //Tar in värdena bredd och längd och skickar in detta i metoden "tapeter".
                            case "V":
                                {
                                    Console.WriteLine("Vad är måtten på väggen du ska tappetsera? (Skriv i meter) ");
                                    Console.WriteLine("Bredden: ");
                                    double måttBredd = double.Parse(Console.ReadLine());
                                    Console.WriteLine("Längden: ");
                                    double måttLängd = double.Parse(Console.ReadLine());
                                    Console.WriteLine($"Din area på väggen blir: {måttBredd * måttLängd}m^2 ");
            
                                    Tapeter(måttBredd, måttLängd);
                                    break;
                                }
            
                            //Skickas direkt till metoden "mattor" som sedan returnar hur många mattor det krävdens
                            case "M":
                                {
                                    Console.WriteLine($"Det krävdes {Mattor()} antal mattor för att täcka golvets yta! ");
                                    break;
                                }
                            case "A":
                                {
                                    menyKörs = false;
                                    break;
                                }
            
                            //Avbryter koden genom att skickas till metoden "Felmeddelande"
                            default:
                                {
                                    Felmeddelande();
                                    break;
                                }
            
                        }
            
                    }
            
                }
            
                /// 
                /// En metod som berättar för användaren att ett felaktigt värde blivit angivet. Detta görs i en metod då vi minskar upprepning. 
                /// 
                private static void Felmeddelande()
                {
                    Console.WriteLine("Du skrev in ett felaktigt värde, testa igen! ");
                }
            
                /// 
                /// Räknar ut antal tapeter för en vägg och skriver ut dem
                /// 
                /// Den bredd väggen har
                /// Den längd som väggen har
                private static void Tapeter(double måttBredd, double måttLängd)
                {
                    //Tapet
                    //Olika lister där inmatning utav olika värden från användaren sparas för senare utskrivning
                    List listaTapet = new List();
                    List listaNamn = new List();
                    List listaPris = new List();
                    List listaPrisTotal = new List();
            
            
                    int a = 0;
                    bool tapetVäg = true;
                    while (a <= 9 && tapetVäg)
                    {
                        //Menyval där användaren kan välja att lägga till en tapet för jämförelse, skriva ut tapeterna eller avsluta programmet. 
                        Console.WriteLine("Vad vill du göra? Klicka 1, 2, respektive 3 för att välja: ");
                        Console.WriteLine("Tänk på att du enbart kan jämföra !MAX! 8 st olika tapeter. ");
                        Console.WriteLine("1: Lägga till en tapet");
                        Console.WriteLine("2: Skriva ut listorna av tapeterna");
                        Console.WriteLine("3: Avsluta programm");
            
                        int valdVäg = int.Parse(Console.ReadLine());
            
                        switch (valdVäg)
                        {
                            case 1:
                                {
                                    Console.Clear();
                                    Console.WriteLine("Vad heter din tapet? ");
                                    string namnTapet = Console.ReadLine();
                                    listaNamn.Add(namnTapet);
            
                                    /*Räknar ut det antal rullar som användaren behöver. Detta görs utan hänsyn till mönster eller att tapeten ska sitta rätt.
                                    Uträkningen görs genom att först dividera väggens bredd, (måttBredd), med tapetens bredd (tapetBredd), 
                                    vilket ger oss antalet rullar vi behöver för att täcka väggens bredd med tapeter (antalRullar bredd). 
                                    Detta värde avrundas uppåt då vi inte kan köpa halva tapetrullar. 
                                    
                                    Sedan multipliceras det antal tapeter som behövs för att täcka väggens bredd, (antalRullar bredd), med väggens längd, (måttLängd). Slutligen divideras detta med
                                    tapetens längd, (tapetLängd), vilket ger oss totala antalet rullar vi behöver för att täcka hela väggen, (antalRullarVägg). 
                                    Även detta värde, (antalRullarVägg), avrundas uppåt av samma anledning som innan. 
                                    */
            
                                    Console.WriteLine("Hur bred är tapeten? (meter) ");
                                    double tapetBredd = double.Parse(Console.ReadLine());
                                    Console.WriteLine("Hur lång är tapeten? (meter) ");
                                    double tapetLängd = double.Parse(Console.ReadLine());
                                    double antalRullarBredd = (måttBredd / tapetBredd);
                                    int kolumnRullar = Convert.ToInt32((Math.Ceiling(antalRullarBredd)));
                                    int antalRullarVägg = Convert.ToInt32((Math.Ceiling((antalRullarBredd * måttLängd) / tapetLängd)));
                                    Console.WriteLine($"Totala antal rullar du behöver blir {antalRullarVägg} st");
                                    listaTapet.Add(antalRullarVägg);
            
                                    //Det totala priset blir antalet rullar tapet multiplicerat med vad en rulle tapet kostar. 
                                    Console.WriteLine("vad kostar tapeten? (kr/rulle) ");
                                    double tapetPris = double.Parse(Console.ReadLine());
                                    double prisTotal = antalRullarVägg * tapetPris;
                                    Console.WriteLine($"Det totala priset för din tapet blir därmet: {prisTotal} kr ");
                                    listaPris.Add(tapetPris);
                                    listaPrisTotal.Add(prisTotal);
            
                                    Console.WriteLine("Tryck Enter för att fortsätta: ");
                                    Console.ReadLine();
                                    Console.Clear();
            
                                        break;
                                }
            
                            case 2:
                                { 
                                    Console.Clear();
                                    Console.WriteLine("Här kommer dina tapeter som en lista: ");
            
                                    //Räknar upp listorna i ordning med hjälp av en "foreach" där loopen körs tills det inte finns något mer i listan "listaNamn".
                                    //Då listan "listaNamn" och alla andra listor är lika stora så kommer loopen skriva ut allt i listorna. 
                                    for (int i = 0; i < listaNamn.Count; i++)
                                    {
                                        Console.Write("Namn: ");
                                        Console.WriteLine(listaNamn[i]);
                                        Console.Write("Antal tapetrullar: ");
                                        Console.WriteLine(listaTapet[i]);
                                        Console.Write("Kr/Rulle: ");
                                        Console.WriteLine(listaPris[i]);
                                        Console.Write("Totalt pris för tapet: ");
                                        Console.WriteLine(listaPrisTotal[i]);
                                        Console.Write("");
                                    }
            
                                        break;
                                }
            
                            case 3:
                                {
                                    tapetVäg = false;
                                        break;
                                }
                                    
                            default:
                                {
                                    Felmeddelande();
                                        break;
                                }
                        }
            
                        a++;
                    }
                }
            
                /// 
                /// Metod som körs för att täcka golvet med mattor
                /// 
                static int Mattor()
                {
                    //Skapar två lister för mattornas längd och bredd. Detta för att jag sedan ska kunna skriva ut mattorna som användaren har använt. 
                    List listaMattaBredd = new List();
                    List listaMattaLängd = new List();
                    int b = 0;
                    bool mattaVäg = true;
                    while (mattaVäg)
                    {
                        Console.WriteLine("Meny: ");
                        Console.WriteLine("1: Lägga till mattor");
                        Console.WriteLine("2: Skriva ut mattorna");
                        Console.WriteLine("3: Avsluta programm");
                        int mattaVal = int.Parse(Console.ReadLine());
            
                        switch (mattaVal)
                        {
                            case 1:
                                {
                                    Console.WriteLine("Du ska täcka ditt golv med golvmattor. Jag behöver följande: ");
                                    Console.WriteLine("Golvets bredd: ");
                                    double golvBredd = double.Parse(Console.ReadLine());
                                    Console.WriteLine("Golvets längd: ");
                                    double golvLängd = double.Parse(Console.ReadLine());
                                    Console.WriteLine($"Din area blir: {golvBredd * golvLängd} m^2 ");
                                    double golvArea = golvLängd * golvBredd;
            
                                    // "täcktGolv" sätts till noll och adderas varje gång anvädnaren valt att lägga till en matta på golvet. 
                                    double täcktGolv = 0;
                                    //Använder do-while för att se om mattorna tänker golvarean. Använder även en variabel som räknas efter varje gång loopen utförs för att bestämma antal mattor man behöver. 
                                    
                                    do
                                    {
                                        Console.WriteLine("Ta en matta och mata in mattans mått: ");
                                        Console.WriteLine("Matta bredd: ");
                                        int mattaBredd = int.Parse(Console.ReadLine());
                                        listaMattaBredd.Add(mattaBredd);
                                        Console.WriteLine("Matta längd: ");
                                        int mattaLängd = int.Parse(Console.ReadLine());
                                        listaMattaLängd.Add(mattaLängd);
            
                                        täcktGolv = täcktGolv + (mattaBredd * mattaLängd);
            
                                        Console.WriteLine($"Täckt golv blir: {täcktGolv} m^2");
                                        b++;
                                    } while (täcktGolv < golvArea);
                                    return b;
                                    
                                }
            
                            case 2:
                                {
                                    Console.Clear();
                                    Console.WriteLine("Här kommer dina tapeter som en lista: ");
            
                                    //Räknar upp listorna i ordning med hjälp av en "foreach" där loopen körs tills det inte finns något mer i listan "listaMattaBredd". 
                                    //Då listan "listaMattaBredd" är lika stor som listan "listaMattaLängd" så kommer loopen skriva ut allt i listorna. 
                                    for (int i = 0; i < listaMattaBredd.Count; i++)
                                    {
                                        Console.Write("Matta Bredd: ");
                                        Console.WriteLine(listaMattaBredd[i]);
                                        Console.Write("Matta Längd: ");
                                        Console.WriteLine(listaMattaLängd[i]);
                                        Console.Write("");
                                    }
                                    return b;
                                    
                                }
            
                            case 3:
                                {
                                    mattaVäg = false;
                                    return b;
                                    
                                }
            
            
                            default:
                                {
                                    Felmeddelande();
                                    return b;
                                    
                                }
                                
                        }
            
                        
            
                    }   
                }
            }
            
            ...

            ANSWER

            Answered 2021-Jun-01 at 20:57

            Because all of your returns are in the while loop. From msdn: msdn

            • The while statement: conditionally executes its body zero or more times.

            Meaning that is not guaranteed that the code inside the while loop will be executed at all. It might just skip the whole, but no returns after it, that's why you are getting an error: "Not all code paths return a value", although multiple paths returns a value, NOT all path.

            You specified that the mattaVag variable is true at the beginning but the compiler doesn't know it. If this loop will be executed at least one time anyway, change it to do...while. Or place the return b; outside your loop

            Source https://stackoverflow.com/questions/67794777

            QUESTION

            How do I redraw and then remove the old version of an irregular shape?
            Asked 2021-May-09 at 11:28

            I want to make an object move and then remove its old self after its been drawn. This is my full code below, right now the fish moves but doesn't remove itself after it moved. I have tried adding screenClear() but that doesnt work since I have more objects and the screen cant clear every time. I need something that removes the fish.

            ...

            ANSWER

            Answered 2021-May-09 at 11:28

            Found the issue and solved it.

            Source https://stackoverflow.com/questions/67403990

            QUESTION

            How to save in two columns of the same file from different output in bash
            Asked 2021-Mar-30 at 16:43

            I am working on a project that require me to take some .bed in input, extract one column from each file, take only certain parameters and count how many of them there are for each file. I am extremely inexperienced with bash so I don't know most of the commands. But with this line of code it should do the trick.

            for FILE in *; do cat $FILE | awk '$9>1.3'| wc -l ; done>/home/parallels/Desktop/EP_Cell_Type.xls

            I saved those values in a .xls since I need to do some graphs with them. Now I would like to take the filenames with -ls and save them in the first column of my .xls while my parameters should be in the 2nd column of my excel file. I managed to save everything in one column with the command:

            ls>/home/parallels/Desktop/EP_Cell_Type.xls | for FILE in *; do cat $FILE | awk '$9>1.3'-x| wc -l ; done >>/home/parallels/Desktop/EP_Cell_Type.xls

            My sample files are:A549.bed, GM12878.bed, H1.bed, HeLa-S3.bed, HepG2.bed, Ishikawa.bed, K562.bed, MCF-7.bed, SK-N-SH.bed and are contained in a folder with those files only.

            The output is the list of all filenames and the values on the same column like this:

            Column 1 A549.bed GM12878.bed H1.bed HeLa-S3.bed HepG2.bed Ishikawa.bed K562.bed MCF-7.bed SK-N-SH.bed 4536 8846 6754 14880 25440 14905 22721 8760 28286

            but what I need should be something like this:

            Filenames #BS A549.bed 4536 GM12878.bed 8846 H1.bed 6754 HeLa-S3.bed 14880 HepG2.bed 25440 Ishikawa.bed 14905 K562.bed 22721 MCF-7.bed 8760 SK-N-SH.bed 28286 ...

            ANSWER

            Answered 2021-Mar-30 at 16:43

            Assuming OP's awk program (correctly) finds all of the desired rows, an easier (and faster) solution can be written completely in awk.

            One awk solution that keeps track of the number of matching rows and then prints the filename and line count:

            Source https://stackoverflow.com/questions/66840934

            QUESTION

            Generate random numbers with Array
            Asked 2021-Feb-21 at 21:38

            I am learning C and I keep mixing up array and matrix. and I can't seem to understand where I am doing wrong with my code. I have made 2 different version of it and the only feedback I am getting is, I have mixed array with matrix.

            I was wondering if anyone could help me understand exactly where I went wrong, since I am not getting anywhere with my prof and his explanation about it. (Sorry in advanced)

            This is the first code, But both of them are really similar.

            ...

            ANSWER

            Answered 2021-Feb-21 at 21:38

            The notion of a matrix is not an ISO C concept. However, you can use an array to denote a matrix by imposing imposing additional linear algebra constraints. There are several linear algebra libraries for C. However, be prepared for some people use the term matrix loosely to mean any two-dimensional array, because they look similar in most presentations.

            Your first example is an int array[100] which stores array 100 of int. You then access it by 10 row and 10 col; since 10 * 10 = 100 <= 100 that you've reserved for it, this is entirely valid. One might prefer this representation because it is explicitly contiguous, but has no way for the compiler to bounds-check.

            Your second example is int tal[10][10], which is array 10 of array 10 of int, all in the same block of memory. It's the same 100-element array, but accessed differently, as you've done. This is also valid, and I think more what your teacher was asking.

            The one you treat more like a matrix will be more like a matrix.

            Source https://stackoverflow.com/questions/66305580

            QUESTION

            Remove adjacent items group in list based on length of elements
            Asked 2020-Nov-28 at 19:55

            I have a list of items from PDF text extraction in this way:

            ...

            ANSWER

            Answered 2020-Nov-28 at 18:34

            Here is how you can use the built-in enumerate method to iterate through the elements in a list alongside each element's index:

            Source https://stackoverflow.com/questions/65052808

            QUESTION

            Standard deviation not appearing for all values in ggplot2 summary statistics
            Asked 2020-Nov-15 at 23:32

            I'm having a strange and specific issue with ggplot2 with this data.

            The output plot from my code (below) is very close to what I want, but after much troubleshooting, I am unable to resolve why the correct standard deviation is not displayed for the bottom-left panel, which should clearly have visible error bars. Many thanks in advance for any insights on this problem.

            ...

            ANSWER

            Answered 2020-Nov-15 at 23:32

            Just to close this question — many thanks to @e.matt.

            The ylim(0,100) line in my code was hiding the bottom-left panel's error bars because they extended past the plot's ymax value. Adding scale_y_continuous() resolved this error:

            Source https://stackoverflow.com/questions/64837973

            QUESTION

            Updating elasticsearch entities with bulk
            Asked 2020-Nov-12 at 17:19

            I have this database data as below (ES 7.xx) version

            ...

            ANSWER

            Answered 2020-Nov-12 at 17:19

            If you are using Elasticsearch 7.xx, I will assume that you have use Spring Data Elasticsearch version 4.0.x that comes with Spring boot 2.3.x. Since it's the version that support Elasticsearch 7.xx.

            There're many things that have change in this Spring Data Elasticsearch version. Update document by query is one of them. Unlike before that we autowired ElasticsearchTemplate, we now have to use ElasticsearchRestTemplate and RestHighLevelClient instead.

            In your case if you might want to use RestHighLevelClient to update document by query. Assume that you stored expirationDate as number mapping type in seconds unit then the code that you have asked for should look like this.

            Source https://stackoverflow.com/questions/64771780

            QUESTION

            delete all elements which is less than a value in Elasticsearch
            Asked 2020-Nov-06 at 16:17

            I have the following saved json data in Elasticsearch:

            ...

            ANSWER

            Answered 2020-Nov-06 at 16:17

            QUESTION

            Embed command Discord
            Asked 2020-Oct-22 at 10:16

            Wanna embed this code:

            ...

            ANSWER

            Answered 2020-Oct-22 at 10:16

            What you're doing is ctx.send(embed=Embed(arg)). What you're supposed to do is send the embed instance that you already created earlier, so in your case ctx.send(embed=embed). You're supposed to add the value into the embed instead of creating a new Embed with that value (which doesn't even work).

            Source https://stackoverflow.com/questions/64479318

            QUESTION

            Plotting a data frame of error bars onto a data frame in matplotlib Python
            Asked 2020-Oct-13 at 08:31

            I've got a pandas data frame (df) of values as follows:

            ...

            ANSWER

            Answered 2020-Oct-13 at 08:31

            try casting deviation to list in (and multiply by 100 to see anything)

            Source https://stackoverflow.com/questions/64326826

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

            Vulnerabilities

            No vulnerabilities reported

            Install HELA

            You can download it from GitHub.
            You can use HELA 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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            https://github.com/exoclime/HELA.git

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            gh repo clone exoclime/HELA

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            git@github.com:exoclime/HELA.git

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