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What is data wrangling?
Data wrangling is the process of preparing raw data for use in a data analysis or visualization software.
Data wrangling with Tableau and Excel October 11 2016 JRNL 520H - - PowerPoint PPT Presentation
Data wrangling with Tableau and Excel October 11 2016 JRNL 520H - - PowerPoint PPT Presentation
Data wrangling with Tableau and Excel October 11 2016 JRNL 520H What is data wrangling? Data wrangling is the process of preparing raw data for use in a data analysis or visualization software. What are the causes of dirty data? Data
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What are the causes of dirty data?
- Data entry error
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What are the causes of dirty data?
- Data entry error
- Incompatible tables
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What are the causes of dirty data?
- Data entry error
- Incompatible tables
- Incompatible table format
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What should we look out for when cleaning data?
- Table formating
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What should we look out for when cleaning data?
- Table formating
- Variable type
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What should we look out for when cleaning data?
- Table formating
- Variable type
- Invalid character values
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What should we look out for when cleaning data?
- Table formating
- Variable type
- Invalid character values
- Invalid numeric values
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What should we look out for when cleaning data?
- Table formating
- Variable type
- Invalid character values
- Invalid numeric values
- Grouping data
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What should we look out for when cleaning data?
- Table formating
- Variable type
- Invalid character values
- Invalid numeric values
- Grouping data
- Missing values
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Ideal format of data in Tableau
1. Start your data in cell A1. Remove all introductory information and footnotes. 2. Have the first row be the column headers/variable names 3. Have every subsequent row be one observation. No cross-tabulation!
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Ideal format of data in Tableau
Before After
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Ideal format of data in Tableau
Before After
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Data Interpreter
Tableau’s Data Interpreter feature draws out sub-tables and removes some of that extraneous information to help prepare your data source for analysis. Note: the data interpreter only works with Microsoft Excel files, not CSV or other file types.
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Data Interpreter
Tableau’s Data Interpreter feature draws out sub-tables and removes some of that extraneous information to help prepare your data source for analysis. Note: the data interpreter only works with Microsoft Excel files, not CSV or other file types.
Complete Tableau exercise
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Joins
A JOIN is a means for combining columns from one or more tables by using values common to each. There are four main join types: inner, left, right and full outer.
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Joins
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Joins
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Joins
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Joins
Complete Tableau exercise
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Wrangling in Excel
Sometimes the data interpreter in Tableau isn’t able to detect all of the errors in the
- dataset. In cases like this, you will need to manually clean the data in Excel.
Complete Tableau exercise
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Pivot
Tabular format Columnar format
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Pivot
Complete Tableau exercise
Tabular format Columnar format