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Exploratory Data Analysis with Sweetviz in Incorta

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Dylan Wan
Dylan Wan

This document discusses using Sweetviz for exploratory data analysis within the Incorta notebook. It provides code to analyze a single data set, compare two data sets, and display the Sweetviz HTML report within the notebook or in a separate browser tab. The code defines a function to load and format the Sweetviz report for display.

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The Direct Data Platform?
The Direct Data Platform? Exploratory Data Analysis with Sweetviz Dylan Wan Senior Director, Data Science and Machine Learning
? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook 3
? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - show_html extension 4 def show_html(sweetviz_report): sweetviz_report.page_layout = 'widescreen' sweetviz_report.scale = 1.0 sv_html.load_layout_globals_from_config() sv_html.set_summary_positions(sweetviz_report) sv_html.generate_html_detail(sweetviz_report) if sweetviz_report.associations_html_source: sweetviz_report.associations_html_source = sv_html.generate_html_associations(sweetviz_report, "source") if sweetviz_report.associations_html_compare: sweetviz_report.associations_html_compare = sv_html.generate_html_associations(sweetviz_report, "compare") _page_html = sv_html.generate_html_dataframe_page(sweetviz_report) return _page_html Copy this to your notebook:
? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Analyze a data set 5 my_report = sv.analyze([pdf,'Train'], target_feat='SalePrice') Pandas DataFrame Label Column Name
? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Compare two data sets 6 my_report = sv.compare([input_pdf1,'Train'], target_feat='Survived', compare= [input_pdf2, 'Test'])
? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Zeppelin Display System 7 print("%angular <h2>sweetviz Report</h2>" + show_html(my_report)) Incorta extension Copy this to your notebook: The report is shown as the output of the paragraph
? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Launch the Sweetviz HTML report in a separate browser tab 8
? Incorta, Inc. All Rights Reserved Internal Use Only Demo 9
The Direct Data Platform?

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Exploratory Data Analysis with Sweetviz in Incorta

  • 1. The Direct Data Platform?
  • 2. The Direct Data Platform? Exploratory Data Analysis with Sweetviz Dylan Wan Senior Director, Data Science and Machine Learning
  • 3. ? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook 3
  • 4. ? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - show_html extension 4 def show_html(sweetviz_report): sweetviz_report.page_layout = 'widescreen' sweetviz_report.scale = 1.0 sv_html.load_layout_globals_from_config() sv_html.set_summary_positions(sweetviz_report) sv_html.generate_html_detail(sweetviz_report) if sweetviz_report.associations_html_source: sweetviz_report.associations_html_source = sv_html.generate_html_associations(sweetviz_report, "source") if sweetviz_report.associations_html_compare: sweetviz_report.associations_html_compare = sv_html.generate_html_associations(sweetviz_report, "compare") _page_html = sv_html.generate_html_dataframe_page(sweetviz_report) return _page_html Copy this to your notebook:
  • 5. ? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Analyze a data set 5 my_report = sv.analyze([pdf,'Train'], target_feat='SalePrice') Pandas DataFrame Label Column Name
  • 6. ? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Compare two data sets 6 my_report = sv.compare([input_pdf1,'Train'], target_feat='Survived', compare= [input_pdf2, 'Test'])
  • 7. ? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Zeppelin Display System 7 print("%angular <h2>sweetviz Report</h2>" + show_html(my_report)) Incorta extension Copy this to your notebook: The report is shown as the output of the paragraph
  • 8. ? Incorta, Inc. All Rights Reserved Internal Use Only Using Incorta Notebook - Launch the Sweetviz HTML report in a separate browser tab 8
  • 9. ? Incorta, Inc. All Rights Reserved Internal Use Only Demo 9
  • 10. The Direct Data Platform?