data collection & entrybyrneslab.net/classes/data_science/lectures/03_entry.pdf · observation...
TRANSCRIPT
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Data Collection & Entry
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Creating a Good Data Gathering Sheet
• How easy is it to read?
• Are column and row definitions clear?
• Is there metadata?
• How similar is it to your digital data entry form?
• Can you use it at 4am?
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The Dimensions of Data
• Number of complete observations
• Number of things measured per observation
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Wide Data
• OneObserva*onperrow• Alldatafieldsarecolumns
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Long Data
• Eachmeasurement1row• Allinforma*onaboutmeasurementinrow
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Hybrid Data
• Neitherlongnorwide• Eachrowhasmul*plemeasurements…butalsosomeuniquequali*es
• Eachrowisnotacompleteobserva*on
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Efficiency May Drive Data Sheet Design
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Efficiency May Drive Data Sheet Design
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Is this wide, long, other, or bad?
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What is bad practice here?
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What is wrong here?
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What is bad practice here?
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General Rules for Good Data Creation
• Columns should have only 1 type of data
• Keep metadata separate or repeated
• No bare space
• Consistent NA character
• Others?
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EXCEL TIME!
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EXCEL TIME!
EntryFillsBasicFunc/onsFunc/onsforErrorCheckingPivottablesControlledVocabularies