Data Summaries Flashcards

types of data, numerical summaries, graphical summaries

1
Q

What are the two categories of variables?

A
  • quantative (numerical value, continuous or discrete)

- qualitative (non-numerical value, ordinal (relative values) or nomial (unordered, distinct by name only))

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2
Q

What is the basic stucture of a statistical model?

A

outcome = model + error

outcome - signal + noise

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3
Q

What is the difference between the sample mean (μ^) and the population mean (μ)?

A

Sample mean is the mean of a sample (/n) while population mean is for the whole population (/N).

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4
Q

What is the interquartile range (IQR)?

A

75th percentile - 25th percentile

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5
Q

How is a standard deviation done on a calculator (Casio)?

A

setup > stat > AC > shift + 1 > data > enter data > AC > shift + 1 > var >

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6
Q

What is a histogram?

A

Data partitioned into distinct bins.

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7
Q

How is skewness worked out, and what types does it have?

A

Diagnosed visually.

  • right skewed: long right tail (mean > median)
  • left skewed: long left tail (mean < median)
  • symmetrical (median = mean)
  • bi-modal (two peaks)
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8
Q

What is a box plot?

A
  • box spans IQR
  • median is line across the box
  • “whiskers” extend to 1.5x the IQR beyond the box
  • values beyond whiskers are outliers
  • notched box plots (notches represent plausible values for median)
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9
Q

What is a violin plot?

A
  • combine box plots with smooth, sideways histogram

- displays the median as a dot

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10
Q

What is a quilt plot?

A
  • useful to summarise geo-referenced data
  • partition x- and y-coords into sections
  • average value represented in each box as a colour
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11
Q

What are bar plots and pie charts useful for?

A

Easy and clear way to illustrate frequency info across different groups

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12
Q

What are some important things to include when constructing plots?

A
  • clearly label axes, units and title, provide key (if needed)
  • use suitable scale, plot the origin
  • consider if a table is more suitable
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13
Q

What are some important things to include when constructing tables?

A
  • make it clear and simple, main numbers for comparrison close to each other
  • arrange rows and columns in natural order
  • choose convinient units, include title and brief explanation of data shown
  • consider splitting complicated tables into two smaller tables
  • round to appropriate sig figs (~2)
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