MELD | Quantifying experimental perturbations at single cell | Machine Learning library

 by   KrishnaswamyLab Python Version: 1.0.2 License: Non-SPDX

kandi X-RAY | MELD Summary

kandi X-RAY | MELD Summary

MELD is a Python library typically used in Artificial Intelligence, Machine Learning, Tensorflow applications. MELD has no bugs, it has no vulnerabilities, it has build file available and it has low support. However MELD has a Non-SPDX License. You can install using 'pip install MELD' or download it from GitHub, PyPI.

MELD is a Python package for quantifying the effects of experimental perturbations. For an in depth explanation of the algorithm, please read the associated article:. The goal of MELD is to identify populations of cells that are most affected by an experimental perturbation. Rather than clustering the data first and calculating differential abundance of samples within clusters, MELD provides a density estimate for each scRNA-seq sample for every cell in each dataset. Comparing the ratio between the density of each sample provides a quantitative estimate the effect of a perturbation at the single-cell level. We can then identify the cells most or least affected by the perturbation.
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            kandi-support Support

              MELD has a low active ecosystem.
              It has 76 star(s) with 9 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 9 open issues and 11 have been closed. On average issues are closed in 143 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of MELD is 1.0.2

            kandi-Quality Quality

              MELD has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              MELD has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

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

            Top functions reviewed by kandi - BETA

            kandi has reviewed MELD and discovered the below as its top functions. This is intended to give you an instant insight into MELD implemented functionality, and help decide if they suit your requirements.
            • Run clustering
            • Compute the smoothed window
            • Compute all windows
            • Compute the smoothing
            • Generate ground truth pdf
            • Set the data_phate
            • Calculate the EES average
            • Fit the graph
            • Calculate the EES estimate
            • Fits a graph of the graph
            • Fit the model to the data
            • Calculate the EELD
            Get all kandi verified functions for this library.

            MELD Key Features

            No Key Features are available at this moment for MELD.

            MELD Examples and Code Snippets

            Usage example
            Pythondot img1Lines of Code : 14dot img1License : Non-SPDX (NOASSERTION)
            copy iconCopy
               import numpy as np
               import meld
            
               # Create toy data
               n_samples = 500
               n_dimensions = 100
               data = np.random.normal(size=(n_samples, n_dimensions))
               sample_labels = np.random.choice(['treatment', 'control'], size=n_samples)
            
               # Estimat  
            Installation
            Pythondot img2Lines of Code : 1dot img2License : Non-SPDX (NOASSERTION)
            copy iconCopy
            pip install meld
              
            For loop is stopping
            Pythondot img3Lines of Code : 33dot img3License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            def find_closest(word, data):  # take data as param here
                data_with_distance= defaultdict(int)
                for key in data:
                    distance = lev_dist(word, key)
                    data_with_distance[key] = distance
                return {k: v for k, v in sorted(da
            how to do section segmentation from clinical notes?
            Pythondot img4Lines of Code : 52dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            section_names = ['Chief Complaint', 'HPI', 'Allergies', 'Last dose of Antibiotics', 'Other ICU medications', 'Other medications', 'Past medical history', 'Family history', 'Social History', 'Occupation', 'Review of systems', 'Physical Exam
            How to use Python oops concepts to develop dual pane file browser?
            Pythondot img5Lines of Code : 16dot img5License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            class Tree():
                ...
                ...
            
                def autoscroll(self, sbar, first, last):
                    ...
                    ...
            
                tree = ttk.Treeview(self.frame, columns=("fullpath", "type", "size"),
                    displaycolumns="size", yscrollcommand=lambda f, l: autos
            Setting meld as git mergetool with Python3
            Pythondot img6Lines of Code : 9dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            git config mergetool.meld.path "C:/Program Files (x86)/Meld/Meld.exe"
            
            #!C:/msys64/MINGW32/bin/python3.exe
            
            #!C:/Users/MadPhysicist/AppData/Local/Continuum/anaconda3/python.exe
            
            Parsing Google Fonts METADATA.pb - google.protobuf.message.DecodeError: Error parsing message
            Pythondot img7Lines of Code : 11dot img7License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            import fonts_public_pb2
            from google.protobuf import text_format
            
            protobuf_file_path = 'METADATA.pb'
            protobuf_file = open(protobuf_file_path, 'r')
            protobuf = protobuf_file.read()
            
            font_family = fonts_public_pb2.FamilyProto()
            text_format.Mer
            Python hashes don't match
            Pythondot img8Lines of Code : 3dot img8License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            if newFileMd5.digest() == existingFileMd5.digest():
                ...
            
            Extract common files from two projects into a third project, preserving directory structure
            Pythondot img9Lines of Code : 13dot img9License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            dir1=
            dir2=
            outdir=
            # copy dir1 to outdir
            cp -a $dir1 $outdir
            
            # compare to files in dir2 
            cd $outdir
            find . -type f | while read path; do
              # path exists in dir2 and is not different, else delete it
              [ -e "$dir2/$path" ] && diff 
            Exclude date column from groupby dataframe with sum function on it
            Pythondot img10Lines of Code : 20dot img10License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            In : df = pd.DataFrame([[1, 2, 3],
                                    [4, 5, 6],
                                    [1, 5, 7]],
                                    columns=['A', 'B', 'C'])                   
            
            In : df
            Out: 
               A  B  C
            0  1  2  3
            1  4  5  6
            2  1  5  7
            
            In : 

            Community Discussions

            QUESTION

            pytest with complex object structure. To patch, mock, monkeypatch, refactor, or give up?
            Asked 2022-Mar-22 at 22:32

            My design has led me into what I think is a complex pytest problem. I'm convinced I don't know the right approach to take. I'm simulating a complex card game, known as 'Liverpool rummy'. The user interface uses Kivy, but the problem I'm having with testing would probably appear with any GUI framework, be it tkinter, QT, wxPython, or whatever.

            In rummy simulator, I want to test the logic without actually starting kivy. I think this means that I will need to mock the self in many methods, because the methods call each other via “self.method_name”. My reading of the many posts on mocking self or mocking global or module-level variables has left me pretty confused. I don't want to start kivy for at least two reasons. First, after a whole lot of initialization it'll get to the "play_game" method. While I can call that from code, rather than pushing a button, it'll immediately get a shuffled deck of cards and a discards pile and deal a random hand to the players (all of whom will be robots), who will then each take a turn. But what I need to do for testing is to set those three variables (deck, discard, hand) and run through around 50 variations. Second, that seems to defeat to goal of isolating a unit test as much as possible.

            So instead of instantiating the classes, and testing the methods, I'm calling the methods directly from the class. Here is a very simplified example:

            ...

            ANSWER

            Answered 2022-Mar-22 at 22:32

            To me, it sounds like you should refactor your code to decouple the game logic from the GUI logic.

            I'm of the opinion that the need to use mocks in tests is usually a sign that the code could have been designed better. Here's an article that explains this idea more clearly that I could. One particularly relevant quote:

            The need to mock in order to achieve unit isolation for the purpose of unit tests is caused by coupling between units. Tight coupling makes code more rigid and brittle: more likely to break when changes are required. In general, less coupling is desirable for its own sake because it makes code easier to extend and maintain. The fact that it also makes testing easier by eliminating the need for mocks is just icing on the cake.

            From this we can deduce that if we’re mocking something, there may be an opportunity to make our code more flexible by reducing the coupling between units. Once that’s done, you won’t need the mocks anymore.

            In your case, the tight coupling is between the GUI and the game logic. I'd recommend moving all the game logic into functions/classes that have no connection to the GUI. Ideally, as much logic as possible will end up in pure functions. This will make it much easier to write tests, and to extend/maintain the code down the road.

            Source https://stackoverflow.com/questions/71575119

            QUESTION

            Angular API request to .NET 5 API - net::ERR_CONNECTION_REFUSE
            Asked 2022-Mar-07 at 11:55
            Intro

            I am setting up an nginx server with angular universal as front-end and .NET 5 as a back-end API.

            Explanation

            When trying to send a post request to the API i get an net::ERR_CONNECTION_REFUSED error. You can try it out yourself here: https://modernamedia.no/#kontakt

            I have added console.logging for the error.

            Error

            Error:

            ...

            ANSWER

            Answered 2022-Mar-06 at 22:10

            The issue with a lot of API calls is that a browser will tell you it is some kind of CORS error but there is an underlying error that has NOTHING to do with CORS.

            However here I think you need to set your client headers to match the backend CORS setup: -

            Source https://stackoverflow.com/questions/71374284

            QUESTION

            Google Sheets Query Search Box | Search criteria
            Asked 2022-Feb-25 at 17:20

            so basically I have a searchbox in my sheet that searches and pulls up data. For a reference see this image: https://i.imgur.com/MVTUCSw.png. So basically in cell A4 I put the data that I am looking for, but my formula restricts me to only looking up stuff in 1 row. For example, data starting with the word MELD, but I would like to be able to also look up data based on for example the someone their name.

            The formula I use for the searchbox: =QUERY({'Pallets & Locaties'!A2:G;Voorraadverschillen!A2:G}, "SELECT * WHERE Col1 "&Opzoeken!B4&" '"&A4&"'")

            The data that I want to be able to look up is stored in 2 sheets: Pallets & Locaties - https://i.imgur.com/qV7h2tz.png and in Voorraadverschillen - https://i.imgur.com/foqLkKa.png.

            The searchbox is only able to lookup data in row, but I just want to be able to search for any kind of stored data in any of the sheets.

            Here is my sheet for reference: https://docs.google.com/spreadsheets/d/10wmnxV16JUiD_b_54abkiLPwTqLITWRcUw3gsqvXoBE/edit?usp=sharing

            ...

            ANSWER

            Answered 2022-Feb-25 at 17:16

            EDIT:

            Cleaned up the formula to not be so repetitive.

            =IF(A4<>"",(QUERY({'Pallets & Locaties'!A2:G;Voorraadverschillen!A2:G},"Select * WHERE "&textjoin(" OR ", true, arrayformula("Col"&ROW(1:7)&" "&B4&" '"&A4&"'")))),(QUERY({'Pallets & Locaties'!A2:G;Voorraadverschillen!A2:G},"Select * WHERE Col1 IS NOT NULL")))

            This searches every column for the data, as long as data is not identical in two columns you won't have issues. An example would be the search criteria "MELD" being in both Column A and B. If that were the case, only the results from the first matching column would populate.

            Source https://stackoverflow.com/questions/71268245

            QUESTION

            ggplot multiple line charts with reshape2 melt() - ignoring NA/empty in the chart
            Asked 2022-Feb-25 at 14:18

            I am trying to plot a Milestone Trend Analysis with R. At some point, a Milestone is reached and will not be reported anymore. That's also when the line in the graph should stop. So I tried to implement this with ggplot and reshape2 to melt the dataset in a long format:

            #edit (Data model by code, sorry) Datamodel:

            ...

            ANSWER

            Answered 2022-Feb-25 at 14:18

            To not melt the NA values, set na.rm = TRUE inside the melt() function.

            Source https://stackoverflow.com/questions/71255227

            QUESTION

            How to visually compare two revisions of a folder versioned by SVN on Linux?
            Asked 2022-Feb-22 at 04:04

            I can compare a current folder state to its latest revision using the following command:

            ...

            ANSWER

            Answered 2022-Jan-12 at 13:39

            Preface

            Question is offtopic here: as already mentioned in comment, it's question for Software Recommendations site

            Face

            1. Every versioned object with history in SVN can be referenced using PEG-revision for its history state
            2. Folder in SVN-repo is object of versioning
            3. In order to compare two folders, you have to have folder-diff tool (for your OS) and know (command-line) options for calling it

            According to Slant's comparison:

            • Meld can be used on Linux for folder-diffing
            • Best folder-diff tool is Beyond Compare

            From points 1-3 above it follows that Meld can be used for your task in form

            meld folder@REV1 folder@REV2

            Source https://stackoverflow.com/questions/70678211

            QUESTION

            Expo AppLoading hiding SplashScreen immediately on app load in TestFlight
            Asked 2022-Feb-07 at 05:48

            I have an Expo Managed React Native application. I have some async functions that are called before the main app screen renders. It works perfectly fine on dev mode, production dev mode and Expo Go, but on Test Flight the app immediately hides the Splash Screen.

            The long and short of it is that I have a state hook that changes when the AppLoading async method completes. During that async period I update my Context API to include the fetched data from an SQLite database. Here is my code:

            ...

            ANSWER

            Answered 2022-Feb-07 at 05:48

            Turns out the issue was that my promise setup was not returning correctly, the proper way to return the promises to not hide the AppLoading component was to change my code to this using Expo Splash Screen and changing my promises like so:

            Source https://stackoverflow.com/questions/70951431

            QUESTION

            How to rewrite the Rebase file contents to change multiple commits
            Asked 2022-Jan-09 at 04:40

            I was trying to use git rebase -i to improv my commits messages. I am the only one working on this director. By mistake, the file opened in the editor became like this:

            ...

            ANSWER

            Answered 2022-Jan-09 at 04:40

            Assuming you also want to rebase all the way back to the first commit, you should be using:

            Source https://stackoverflow.com/questions/70638427

            QUESTION

            react.js can't import component
            Asked 2021-Dec-22 at 20:10

            i'm trying to export a component using export default project; and importing using

            import project, {toggleCattegories} from './project';

            i get the following warning:

            ...

            ANSWER

            Answered 2021-Dec-22 at 20:10

            You are not using Project correctly.

            You have a toggleCategories function that should be renamed to render. Class components must have a render function that returns the JSX.

            Once you have renamed the above, you no longer import { toggleCategories }, you only need to import Project and where you have , replace it with

            Source https://stackoverflow.com/questions/70454394

            QUESTION

            I want to open a file with a specific application using VBScript
            Asked 2021-Dec-05 at 19:54

            I am trying to download some bank statements which only come in .pdf format and convert them to an excel file. I use NitroPDF.exe to convert the .pdf file to an excel file and then have created a VBA script to clean it up and append it into my main Excel file. I have to do the conversion manually up to the point where Excel VBA takes over. I would like to automate it, not sure how. I have tried to use cmd line:

            ...

            ANSWER

            Answered 2021-Dec-05 at 18:12

            Always worth quoting file paths, but then you need to escape those quotes in the value being passed to Shell

            Source https://stackoverflow.com/questions/70237102

            QUESTION

            How can I stop git difftool?
            Asked 2021-Nov-05 at 15:22

            I use Meld as tool for difftool and mergetool in Git Bash. When I run git difftool it opens a window of Meld and, every time I close the window with a difference, it opens a new window with the next difference. And so on, they could be hundreds...
            Is there a way to stop Meld from the terminal (e.g. I didn't expect all these differences and now I want to make some changes in order to limit the number of them)?
            The only way I found is to directly close the terminal, but I'd like a less brutal mode.

            ...

            ANSWER

            Answered 2021-Nov-05 at 15:22

            Are you tried git config --global --add difftool.prompt false? Or what @Biffen already commented: Ctrl+C in the terminal.

            Source https://stackoverflow.com/questions/69855519

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

            Vulnerabilities

            No vulnerabilities reported

            Install MELD

            You can install using 'pip install MELD' or download it from GitHub, PyPI.
            You can use MELD 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 .
            Find more information at:

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            Install
          • PyPI

            pip install meld

          • CLONE
          • HTTPS

            https://github.com/KrishnaswamyLab/MELD.git

          • CLI

            gh repo clone KrishnaswamyLab/MELD

          • sshUrl

            git@github.com:KrishnaswamyLab/MELD.git

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