utilities | Packages intended to assist in the preprocessing | Machine Learning library

 by   SpaceNetChallenge Python Version: v3.0 License: Non-SPDX

kandi X-RAY | utilities Summary

kandi X-RAY | utilities Summary

utilities is a Python library typically used in Artificial Intelligence, Machine Learning applications. utilities has no vulnerabilities, it has build file available and it has high support. However utilities has 2 bugs and it has a Non-SPDX License. You can download it from GitHub.

This repository has three python packages, geoTools and evalTools and labelTools. The geoTools packages is intended to assist in the preprocessing of SpaceNet satellite imagery data corpus hosted on SpaceNet on AWS to a format that is consumable by machine learning algorithms. The evalTools package is used to evaluate the effectiveness of object detection algorithms using ground truth. The labelTools package assists in transfering geoJson labels into common label schemes for machine learning frameworks This is version 3.0 and has been updated with more capabilities to allow for computer vision applications using remote sensing data.
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            kandi-support Support

              utilities has a highly active ecosystem.
              It has 232 star(s) with 98 fork(s). There are 36 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 23 open issues and 33 have been closed. On average issues are closed in 35 days. There are 7 open pull requests and 0 closed requests.
              OutlinedDot
              It has a negative sentiment in the developer community.
              The latest version of utilities is v3.0

            kandi-Quality Quality

              utilities has 2 bugs (0 blocker, 0 critical, 2 major, 0 minor) and 907 code smells.

            kandi-Security Security

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

            kandi-License License

              utilities 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

              utilities releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              utilities saves you 1275 person hours of effort in developing the same functionality from scratch.
              It has 2864 lines of code, 80 functions and 14 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed utilities and discovered the below as its top functions. This is intended to give you an instant insight into utilities implemented functionality, and help decide if they suit your requirements.
            • Cut a mosaic from a mosaic
            • Creates the UTM transform
            • Creates a polygon from the given corners
            • Checks if the given latitude is north
            • Evaluate a space
            • Writes the results to a CSV file
            • Writes results to csv
            • Writes results to screen
            • Compute the evalfunction
            • Creates a list of GeoJSON from a vector source
            • Create a GDF from a polygon
            • Create a GeoJSON from an raster object
            • Converts a label string to GeoJSON
            • Convert GeoJSON to GeoDataFrame
            • Creates the UTM latitude and longitude CRS
            • Convert GeoJSON to pixdf GeoDataFrame
            • Creates a polygon from a line
            • Convert GeoJSON to marknet format
            • Cut a chip from raster coordinates
            • Modify a time field
            • Combine GeoJSON files into WGS84
            • Convert from GeoJSON to ROCALV format
            • Creates a buffer geometries from the input GDF
            • Create a raster from a GeoJSON file
            • Creates a summary summary for each entry in the entryList
            • Creates a csv summary summary from a GeoJSON directory
            Get all kandi verified functions for this library.

            utilities Key Features

            No Key Features are available at this moment for utilities.

            utilities Examples and Code Snippets

            Step 05: Array Utilities
            Javadot img1Lines of Code : 49dot img1no licencesLicense : No License
            copy iconCopy
            
            	jshell> int[] marks = {100, 99, 95, 96, 100};
            	marks ==> int[5]{ 100,99,95,96,100 }
            	jshell> for(int mark:marks) {
            	..>> System.out.println(mark);
            	..>> }
            	100
            	99
            	95
            	96
            	100
            	jshell> for(int i=0; i < marks.length; i++)  
            Call Google Cloud SDK .
            pythondot img2Lines of Code : 32dot img2License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def gcloud(tool, args, stdin=None):
              r"""Run a Google cloud utility.
            
              On Linux and MacOS, utilities are assumed to be in the PATH.
              On Windows, utilities are assumed to be available as
                C:\Program Files (x86)\Google\Cloud SDK\google-cloud-sdk\  

            Community Discussions

            QUESTION

            Google App Script Import CSV to Google Sheets
            Asked 2021-Jun-16 at 03:50

            I have a Google Sheet which i want to import a CSV File stored in my drive.

            this is my code:

            ...

            ANSWER

            Answered 2021-Jun-16 at 03:50

            I think that when I saw your script, sheet of sheet.getSheetByName('TEST') is not declared. If the sheet of sheet name of TEST is existing in the Spreadsheet, how about the following modification?

            From:

            Source https://stackoverflow.com/questions/67995997

            QUESTION

            Combine values from duplicated rows into one based on condition (in R)
            Asked 2021-Jun-15 at 16:51

            I have a dataset with the name of Danish ministers and their position from 1990 to 2020 (data comes from dataset called WhoGovern; https://politicscentre.nuffield.ox.ac.uk/whogov-dataset/). The dataset consists of the ministers name, the ministers position, the prestige of that position, and the year in which the minister had that given position.

            My problem is that some ministers are counted twice in the same year (i.e., the rows aren't unique in terms of name and year). See the example in the picture below, where "Bertel Haarder" was both Minister of Health and Minister of Interior Affairs in 2010 and 2021.

            I want to create a dataset, where all the rows are unique combinations of name and year. However, I do not want to remove any information from the dataset. Instead, I want to use the information in the prestige column to combine the duplicated rows into one. The observations with the highest prestige should be the main observations, where the other information should be added in a new column, e.g., position2 and prestige2. In the example with Bertel Haarder the data should look like this:

            (PS: Sorry for bad presenting of the tables, but didn't know how to create a nice looking table...)

            Here's the dataset for creating a reproducible example with observations from 2010-2020:

            ...

            ANSWER

            Answered 2021-Jun-08 at 14:04

            Reshape the data to wide format twice, once for position and the other for prestige_1, and join the two results.

            Source https://stackoverflow.com/questions/67888166

            QUESTION

            Verify Artifactory download in Jenkins pipeline
            Asked 2021-Jun-15 at 13:25

            I'm using the Jfrog Artifactory plugin in my Jenkins pipeline to pull some in-house utilities that the pipelines use. I specify which version of the utility I want using a parameter.

            After executing the server.download, I'd like to verify and report which version of the file was actually downloaded, but I can't seem to find any way at all to do that. I do get a buildInfo object returned from the server.download call, but I can find any way to pull information from that object. I just get an object reference if I try to print the buildInfo object. I'd like to abort the build and send a report out if the version of the utility downloaded is incorrect.

            The question I have is, "How does one verify that a file specified by a download spec is successfully downloaded?"

            ...

            ANSWER

            Answered 2021-Jun-15 at 13:25

            This functionality is only available on scripted pipeline at the moment, and is described in the documentation.

            For example:

            Source https://stackoverflow.com/questions/67973899

            QUESTION

            Gradle Multi-Project Build with JaCoCo Code Coverage fails when using Spring Boot
            Asked 2021-Jun-15 at 08:06

            ANSWER

            Answered 2021-Jun-01 at 20:54

            Just do that and you will be fine (all external classes will be excluded):

            Source https://stackoverflow.com/questions/66265413

            QUESTION

            How to Query if A URL is Indexed by Google?
            Asked 2021-Jun-15 at 06:28

            I want to create a Google script to check if a given URL is indexed by Google, so I write the following function:

            ...

            ANSWER

            Answered 2021-Jun-15 at 06:28
            Answer:

            Unfortunately doing this directly by attempting to web scrape the search results using UrlFetchApp will not work. You can use third party tools to get the number of search results, however.

            More Information:

            I tested this out using an exponential backoff method which sometimes is able to get past 429 errors when a fetch request is invoked by UrlFetchApp.

            When using UrlFetchApp to either web scrape or to connect to an API, it can happen that the server denies the request on the grounds of too many requests - or HTTP Error 429.

            Google Apps Script runs in the cloud, from a set of IP addresses in a pool that Google own. You can actually see all the IP ranges here. Most websites (especially large companies such as Google) have architecture in place to prevent the use of bots scraping their websites and slowing down traffic.

            Sometimes it's possible to get past this error, using a mixture of exponential backoff and random time intervals as shown for the Binance API (Full Disclosure: this GitHub repository was written by me.)

            I assume that either Google directly blocks the Apps Script IP pool, or there are simply too many people trying the same thing - because with the same techniques I was unable to get any response that didn't involve entering a captcha as we discussed in the comments above and can be seen in the log of the page string.

            What can be done:

            There are many third party APIs that you can use to do this, and I suggest searching for one that meets your needs.

            I tested out one called Authoritas which returns search engine indexing for different keywords. The API is asynchornous, so can take up to a minute to get a response, so a Web App solution needs to be made.

            The flow I used is as follows:

            Source https://stackoverflow.com/questions/67812646

            QUESTION

            Can't create KuCoin order with Google App Scripts
            Asked 2021-Jun-14 at 13:45

            I can get account details so my authentication appears correct but in trying to modify that code to create an order it returns a code 401 "msg":"Invalid KC-API-SIGN". The modification involved adding in the method and payload and changing endpoint (/api/vi/accounts) to endpoint2 (/api/v1/orders)

            ...

            ANSWER

            Answered 2021-Jun-14 at 13:45

            Solved above problem here is the code to post a buy order on KuCoin:

            Source https://stackoverflow.com/questions/67958421

            QUESTION

            How to make bootstrap column width based on longest column for each row?
            Asked 2021-Jun-14 at 13:36
            The issue

            I have a list with two columns. My issue is that I want the left column to start where the based on where the first columns longest column is ending. At the moment it starts right after the first.

            What do I have to do to make the second columns start where the longest first column ends?

            How it looks vs Result I want

            What I have tried

            I have tried to use row-fluid with col on the first column and col my-auto on the last column. It does looks right at a middle sized screen. But on smaller screens like cellphones the text is going over each other. And on larger screens the text is just way to far from each other.

            Snippet from code in The code section

            ...

            ANSWER

            Answered 2021-Jun-14 at 13:36

            To respond to your comment, “…will a table wrap the columns under each other if the screen gets smaller? I want to avoid having a vertical scroll.” — no, a table will not put one row beneath another to fit — tables just get smaller, but you only have two columns of data, and if your example is representative of the data you want to display, you should be okay on even an old smartphone with a 320px wide display.

            As for avoiding a vertical scroll, if your content exceeds the screen height, then the display will scroll.

            Source https://stackoverflow.com/questions/67968614

            QUESTION

            Error "Trying to re-register the builtin cmap 'cubehelix' when trying to import the python module "yt"
            Asked 2021-Jun-14 at 11:04

            I installed the Python package yt simply through pip install yt. When I tried to import it, it returns the following error message:

            ...

            ANSWER

            Answered 2021-Jun-14 at 11:04

            I googled your error and found https://mail.python.org/archives/list/yt-users@python.org/message/5C2ZTKNETGVY24QY2G6ED33CGFUPRQSW/ from a couple of months ago, which leads to https://github.com/yt-project/yt/pull/3149.

            It looks like the workaround could be to downgrade Matplotlib to a version less than 3.4.0.

            Source https://stackoverflow.com/questions/67969047

            QUESTION

            Google App Script How to add a specific CC Email when sending automated Emails
            Asked 2021-Jun-14 at 09:58

            Working on a project, merging rows to create a PDF and Emailing it.

            PROBLEM I want to add a specific CC Email address but I can't figure out how to make this happen.I looked at the CC scrips on developer.google.com but they didnt work. The Code is the specific area code but I have also added the full code below it.

            REQUEST I would like to CC the emails to "example@test.com"

            ...

            ANSWER

            Answered 2021-Jun-14 at 09:58

            You should be able to add the cc in the options object.

            Source https://stackoverflow.com/questions/67968007

            QUESTION

            GoogleSheets with GoogleApps. A little loss with Creating and copying
            Asked 2021-Jun-13 at 20:59

            A month into google apps/googlesheets. I've got some of the basics down, however struggling to put a lot of basic concepts together.

            Step 1) Create and check if Spreadsheet exists in folder. If it doesn't exist create one based on the name in Cell A1 and COPY ActiveSpreadsheet() data to that new FILE with sheet name TODAY() date.

            Step 2) If a spreadsheet with name exists, copy from ActiveSpreadsheet() to the spreadsheet named in Cell A1 with a NEW SHEET named after today's date.

            So far I have got pieces of stuff together but I am MISSING basic knowledge of trying to put it altogether. Sorry if its a COMPLETE mess I'm trying to piece it together as I go. ANY HELP WILL be appreciated or websites/resources to lead me in the right direction.

            ...

            ANSWER

            Answered 2021-Jun-13 at 20:59

            Probably you need something like this:

            Source https://stackoverflow.com/questions/67954542

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

            Vulnerabilities

            No vulnerabilities reported

            Install utilities

            Further download instructions for the SpaceNet Dataset can be found here.
            Several packages require binaries to be installed before pip installing the other packages. Conda is a simple way to install everything and their dependencies.
            Install GDAL binaries and scripts
            Install Rtree
            Install pyproj
            Install geopandas
            Install shapely
            Install rasterio
            Pip Install from github

            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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          • HTTPS

            https://github.com/SpaceNetChallenge/utilities.git

          • CLI

            gh repo clone SpaceNetChallenge/utilities

          • sshUrl

            git@github.com:SpaceNetChallenge/utilities.git

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