wrangle | data transformation package for deep learning | Machine Learning library

 by   autonomio Python Version: 0.7.6 License: MIT

kandi X-RAY | wrangle Summary

kandi X-RAY | wrangle Summary

wrangle is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow, Keras applications. wrangle has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has high support. You can install using 'pip install wrangle' or download it from GitHub, PyPI.

Wrangle dramatically simplifies 95% of data preparation tasks involved in advanced deep learning practice and provides the required building blocks for near-future automated machine intelligence workflows. Wrangle is created to solve the problem of avoiding beneficial workflow steps due to complexity, cognitive overhead, and the anxiety that comes with it.
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            kandi-support Support

              wrangle has a highly active ecosystem.
              It has 16 star(s) with 8 fork(s). There are 4 watchers for this library.
              There were 4 major release(s) in the last 6 months.
              There are 6 open issues and 1 have been closed. On average issues are closed in 46 days. There are 1 open pull requests and 0 closed requests.
              It has a positive sentiment in the developer community.
              The latest version of wrangle is 0.7.6

            kandi-Quality Quality

              wrangle has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              wrangle is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              wrangle 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 available. Examples and code snippets are not available.
              It has 1396 lines of code, 101 functions and 92 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed wrangle and discovered the below as its top functions. This is intended to give you an instant insight into wrangle implemented functionality, and help decide if they suit your requirements.
            • Convert categorical columns to categories
            • Return a list of values with start_char
            • Detect the datetime columns of a DataFrame
            • Return a dataframe that starts with a given column
            • Group by parameters
            • Groupby a function
            • Structure values in a DataFrame
            • Group data into a groupby function
            • Handle datetime columns
            • Convert timestamps to integers
            • Resample a colormap
            • Convert dataframe to multiline
            • Count the number of unique values in a DataFrame
            • Reshape LSTM dataset
            • Normalise a list of windows
            • Convert a pandas DataFrame to a multiclass
            • Transform data
            • Transform X data into pandas dataframe
            • Returns a list of the values starting with the given column
            • Convert x and y to k - fold
            • Parse a pandas dataframe
            • Compute the correlation coefficient
            • Create a synthetic regression regression model
            • Creates a multi - label model
            • Create a binary binary model
            • Creates a pre - trained model
            Get all kandi verified functions for this library.

            wrangle Key Features

            No Key Features are available at this moment for wrangle.

            wrangle Examples and Code Snippets

            No Code Snippets are available at this moment for wrangle.

            Community Discussions

            QUESTION

            after adding geom_text_repel, "Error: Invalid input: time_trans works with objects of class POSIXct only"
            Asked 2022-Mar-17 at 13:11

            I have tried adding a label to one set of points (lnrmssd) on my ggplot chart, but when I used the geom_text_repel function the graph will not appear. If I remove it the graph appears as it should. I have tried a few different variations from tutiorals but each time I have had the same result.

            Here is the line of code giving me issues:

            ...

            ANSWER

            Answered 2022-Mar-17 at 13:11

            You haven't mapped the x variable to geom_text_repel. Since all of your layers have the same x mapping, you should include them in the initial ggplot call to avoid repetition. Same with the data argument:

            Source https://stackoverflow.com/questions/71512241

            QUESTION

            How to return an 'untidy' dataframe summary of multiple standard statistics arranged by row for each column of a dataframe in R?
            Asked 2022-Mar-12 at 21:13

            With Pandas in Python there is the describe() function that returns the summary statistics for a dataframe. The output is not in a 'tidy' format for simple manipulation with the tidyverse summarise function but it is in a nice format for presentation. My question is how to reproduce this output in R?

            ...

            ANSWER

            Answered 2022-Mar-12 at 07:11

            You can combine do.call() with rind() and lapply() to get a tidy format of summary(). t() transpose the output.

            Source https://stackoverflow.com/questions/71447535

            QUESTION

            R - Create new column based on substring from another column with conditions
            Asked 2022-Feb-25 at 18:54

            I am working with microbial data where every taxa level (i.e. Kingdom, Phylum, Class, Order, Family, Genus and Species) are separated by ;.

            Example input data:

            ...

            ANSWER

            Answered 2022-Feb-25 at 18:54

            There is probably a more efficient way to do this, but we could do a series of ifelse statements using case_when from tidyverse. First, I remove any rows that just end with ;s__. Then, in the series of statements, I check to if a given taxonomic level is present, then if so, then return that in the desired format. Then, that is repeated across all taxonomic levels.

            Source https://stackoverflow.com/questions/71269543

            QUESTION

            Create Pandas dataframe from list which contains dictionary of dictionary
            Asked 2022-Feb-10 at 16:39

            I have a list of dictionaries that each contain dictionary key:value pairs as the value - see below:

            ...

            ANSWER

            Answered 2022-Feb-10 at 16:27

            You can create a dataframe for each sub-object, concat them, and then compress the duplicates together with groupby(level=0) (for 0th index level) + sum:

            Source https://stackoverflow.com/questions/71068586

            QUESTION

            Typing a closure that returns an anonymous type borrowing from one of its inputs without heap allocation or trait objects
            Asked 2022-Feb-08 at 17:56

            Let's say that I have the following working code:

            ...

            ANSWER

            Answered 2022-Feb-08 at 17:56
            TL;DR

            No, not until closure HRTB inference is fixed. Current workarounds include using function pointers instead or implementing a helper trait on custom structs -- the helper trait is needed regardless of approach until higher-kinded types are introduced in Rust.

            Playground

            Details

            To avoid returning a Box, you would need the type parameter I to be generic over the lifetime 'a, so that you can use it with any lifetime (in a for<'a> bound, for example). Unfortunately, as discussed in a similar question, Rust does not yet support higher-kinded types (type parameters that are themselves generic over other type parameters), so we must use a helper trait:

            Source https://stackoverflow.com/questions/71031932

            QUESTION

            How to make a line graph in ggplot with discrete x-axis?
            Asked 2022-Feb-07 at 03:38

            So I have a table as follows:

            ...

            ANSWER

            Answered 2022-Feb-07 at 03:38

            I think you just need to pivot your data, order the days, and assign a grouping in the aesthetic:

            Source https://stackoverflow.com/questions/71012981

            QUESTION

            R Shiny numeric input automatically format as decimal, possibly using shinyWidgets::autonumericinput()
            Asked 2022-Jan-24 at 23:07

            I have several numeric input boxes in a shiny app for the user to enter lat/long values. I am wondering if it's possible to format it so the user doesn't have to type in the decimal or the minus sign in the longitude box.

            For example, in Access (I'm converting an access form into a shiny app), the entry box looks like this:

            I know I can use regular expressions to do it behind the scenes, but I'm hoping to do it before the user's eyes. Currently, I just have a standard numericInput('Latitude', Latitude, value = NA). I found autonumericInput() in the shinyWidgets library, which seems promising, but I'm not sure how to wrangle it.

            ...

            ANSWER

            Answered 2022-Jan-24 at 23:07

            We can use updateNumericInput with some stringr functions. For example, to set a decimal place after two digits:

            Source https://stackoverflow.com/questions/70806425

            QUESTION

            Run `rlang::last_error()` to see where the error occurred
            Asked 2022-Jan-23 at 23:54

            I'm hoping someone can help me to figure out the issue with my code. I'm trying to figure out the issue with my code for like 5 hours and checked these links 1,2 but couldn't figure out the issue with my code I'm trying to build a Shiny app but when I run my code, I keep getting the error message:

            ...

            ANSWER

            Answered 2022-Jan-20 at 15:53

            You put every column name to lowercase with rename_all(tolower). Therefore, column Date doesn't exist but column date does. Replacing Date by date works.

            You have to fix that for all other column names in mutate(). Also, you modify the variable City but it is not in the data you provide (perhaps you just forgot to include it).

            I didn't run the app but this should fix your dplyr error.

            Source https://stackoverflow.com/questions/70781242

            QUESTION

            How to collapse a tibble by combining rows into a list?
            Asked 2022-Jan-22 at 16:43

            As part of a dplyr/tidyr wrangling pipe, I arrived at a tibble that looks like that:

            ...

            ANSWER

            Answered 2022-Jan-21 at 15:47

            Do either of these work for you?

            Source https://stackoverflow.com/questions/70803093

            QUESTION

            Align different observations by variable id columns to eliminate NA values
            Asked 2022-Jan-22 at 11:10

            I have an R data frame similar to this format:

            ...

            ANSWER

            Answered 2022-Jan-22 at 10:50

            Since you have only one value in each column for a group (Fruit, Order and Producer_ID) you can take sum(or max) of each column ignoring the NA values.

            In base R with aggregate -

            Source https://stackoverflow.com/questions/70811516

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

            Vulnerabilities

            No vulnerabilities reported

            Install wrangle

            You can install using 'pip install wrangle' or download it from GitHub, PyPI.
            You can use wrangle 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

            If you want ask a "how can I use Wrangle to..." question, the right place is StackOverflow. If you found a bug or want to suggest a feature, check the issues or create a new issue.
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            Install
          • PyPI

            pip install wrangle

          • CLONE
          • HTTPS

            https://github.com/autonomio/wrangle.git

          • CLI

            gh repo clone autonomio/wrangle

          • sshUrl

            git@github.com:autonomio/wrangle.git

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