[ CourseWikia.com ] PluralSight - Validate Data Cleanliness Using Asserts in Python

[ CourseWikia.com ] PluralSight - Validate Data Cleanliness Using Asserts in Python

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208 MB
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Added
05/11/23 at 10:10pm GMT+1
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[ CourseWikia.com ] Validate Data Cleanliness Using Asserts in Python



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Released 4/2023

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Level: Intermediate | Genre: eLearning | Language: English + vtt | Duration: 42m | Size: 120 MB



This course teaches how to use asserts in Python to validate data cleanliness. Learn to compare indexes, Series, and DataFrames, compose quantitative and logical tests, and apply them for data cleaning.



Inaccurate or inconsistent data can lead to poor business decisions. However, manually validating data can be time-consuming and error-prone. Tools and technologies available today can help automate the process of validating and cleaning data. In this course, Validate Data Cleanliness Using Asserts in Python, you will learn how to use asserts in Python to validate the cleanliness of data. First, you will be introduced to the numpy.testing module and how it can be used to verify data tidiness. Next, you will discover how to verify the equality of two indexes, two Series, and two DataFrames using the various testing functions available in the numpy.testing module. Finally, you will explore how to compose quantitative and logical tests for clean data using asserts and apply them for data cleaning. When you are finished with this course, you will have the skills needed to use asserts to validate data cleanliness in Python.



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  • [ CourseWikia.com ] PluralSight - Validate Data Cleanliness Using Asserts in Python
  • ~Get Your Files Here !/01_open_close/open_close.py 706 B
  • ~Get Your Files Here !/01_open_close/with_open.py 705 B
  • ~Get Your Files Here !/02/demos/demo1.txt 2.5 KB
  • ~Get Your Files Here !/02/demos/demo2.txt 2.9 KB
  • ~Get Your Files Here !/02/demos/demo3.txt 2.5 KB
  • ~Get Your Files Here !/02/demos/demo4.txt 2.4 KB
  • ~Get Your Files Here !/02/demos/demo5.txt 2.6 KB
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/BeginEnd.sln 1.4 KB
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/BeginEnd/BeginEnd.cpp 533 B
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/BeginEnd/BeginEnd.vcxproj 7.1 KB
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/BeginEnd/BeginEnd.vcxproj.filters 981 B
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/BeginEnd/BeginEnd.vcxproj.user 168 B
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/vs/BeginEnd/project-colors.json 242 B
  • ~Get Your Files Here !/02/demos/Demos/Before/BeginEnd/vs/BeginEnd/v17/suo 170.5 KB
  • ~Get Your Files Here !/02/importing-text-files-slides.pdf 3 MB
  • ~Get Your Files Here !/02/python-and-data-science-slides.pdf 7.1 MB
  • ~Get Your Files Here !/02/standard-library-philosophy-and-approach-slides.pdf 9.7 MB
  • ~Get Your Files Here !/02/validating-and-verifying-data-using-asserts-slides.pdf 7 MB
  • ~Get Your Files Here !/02_read_print/read_print.py 1.4 KB
  • ~Get Your Files Here !/03/basics-of-python-slides.pdf 6.1 MB
  • ~Get Your Files Here !/03/counting-and-finding-slides.pdf 5.3 MB
  • ~Get Your Files Here !/03/demos/demo1.txt 1.7 KB
  • ~Get Your Files Here !/03/demos/demo2.txt 1.2 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/Counting.sln 1.4 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/Counting/Counting.cpp 1.7 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/Counting/Counting.vcxproj 7.1 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/Counting/Counting.vcxproj.filters 981 B
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  • ~Get Your Files Here !/03/demos/Demos/After/Counting/vs/Counting/project-colors.json 428 B
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/vs/Counting/v17/suo 35 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/vs/ProjectSettings.json 52 B
  • ~Get Your Files Here !/03/demos/Demos/After/Counting/vs/VSWorkspaceState.json 130 B
  • ~Get Your Files Here !/03/demos/Demos/After/Finding/Finding.sln 1.4 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Finding/Finding/Finding.cpp 2.6 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Finding/Finding/Finding.vcxproj 7.1 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Finding/Finding/Finding.vcxproj.filters 980 B
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  • ~Get Your Files Here !/03/demos/Demos/After/Finding/vs/Finding/project-colors.json 241 B
  • ~Get Your Files Here !/03/demos/Demos/After/Finding/vs/Finding/v17/suo 174 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Remove/Remove.sln 1.4 KB
  • ~Get Your Files Here !/03/demos/Demos/After/Remove/Remove/Remove.cpp 946 B
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  • ~Get Your Files Here !/03/demos/Demos/After/Remove/Remove/Resource.cpp 317 B
  • ~Get Your Files Here !/03/demos/Demos/After/Remove/Remove/Resource.h 259 B
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  • ~Get Your Files Here !/03/demos/Demos/After/Remove/vs/Remove/v17/suo 47.5 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/Counting.sln 1.4 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/Counting/Counting.cpp 1.7 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/Counting/Counting.vcxproj 7.1 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/Counting/Counting.vcxproj.filters 981 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/Counting/Counting.vcxproj.user 168 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/vs/Counting/project-colors.json 242 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Counting/vs/Counting/v17/suo 33.5 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/Finding.sln 1.4 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/Finding/Finding.cpp 2.5 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/Finding/Finding.vcxproj 7.1 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/Finding/Finding.vcxproj.filters 980 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/Finding/Finding.vcxproj.user 168 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/vs/Finding/project-colors.json 241 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Finding/vs/Finding/v17/suo 171 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Remove/Remove.sln 1.4 KB
  • ~Get Your Files Here !/03/demos/Demos/Before/Remove/Remove/Remove.cpp 946 B
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  • ~Get Your Files Here !/03/demos/Demos/Before/Remove/Remove/Resource.cpp 317 B
  • ~Get Your Files Here !/03/demos/Demos/Before/Remove/Remove/Resource.h 259 B
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  • ~Get Your Files Here !/03/demos/Demos/Before/Remove/vs/Remove/v17/suo 38 KB
  • ~Get Your Files Here !/03/demos/m3-demo/Arithmetic Operators.ipynb 4 KB
  • ~Get Your Files Here !/03/demos/m3-demo/Comparison Operators.ipynb 2.5 KB
  • ~Get Your Files Here !/03/demos/m3-demo/Expressions and Operators.ipynb 1.2 KB
  • ~Get Your Files Here !/03/demos/m3-demo/Identifiers and Literals.ipynb 3.1 KB
  • ~Get Your Files Here !/03/demos/m3-demo/Logical Operators.ipynb 3.3 KB
  • ~Get Your Files Here !/03/loading-and-reading-flat-files-slides.pdf 2.7 MB
  • ~Get Your Files Here !/03/using-assert-based-tests-for-data-cleaning-slides.pdf 2.3 MB
  • ~Get Your Files Here !/03_read_manually/read_manually.py 573 B
  • ~Get Your Files Here !/04/demos/Demos/Before/Sorting/Sorting.sln 1.4 KB
  • ~Get Your Files Here !/04/demos/Demos/Before/Sorting/Sorting/Employee.cpp 23 B
  • ~Get Your Files Here !/04/demos/Demos/Before/Sorting/Sorting/Employee.h 369 B
  • ~Get Your Files Here !/04/demos/Demos/Before/Sorting/Sorting/Sorting.cpp 2.4 KB
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  • ~Get Your Files Here !/04/demos/Demos/Before/Sorting/vs/Sorting/v17/suo 42 KB
  • ~Get Your Files Here !/04/demos/Packages in Python.ipynb 950 B
  • ~Get Your Files Here !/04/demos/Python Lists.ipynb 4.5 KB
  • ~Get Your Files Here !/04/demos/Sets.ipynb 5.4 KB
  • ~Get Your Files Here !/04/demos/Tuple.ipynb 6.1 KB
  • ~Get Your Files Here !/04/import-text-file-with-numpy-slides.pdf 2.8 MB
  • ~Get Your Files Here !/04/python-packages-and-data-structures-slides.pdf 10.9 MB
  • ~Get Your Files Here !/04/sorting-slides.pdf 8.6 MB
  • ~Get Your Files Here !/04_parse_manually/parse_manually.py 284 B
  • ~Get Your Files Here !/05/comparing-and-accumulating-slides.pdf 5.2 MB
  • ~Get Your Files Here !/05/demos/Demos/Before/Accumulate/Accumulate.sln 1.4 KB

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