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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™