Basic Summary Stats and Data Visualisation Flashcards
What types of data are there?
There is both discrete and continous data. Discrete data can be broken up into categorical (no order) or ordinal (there exists and explicit order)
What decriptive stats exist?
- Max
- Min
- Average
- Frequency
- Variance
- Standard deviation
What are examples of central tendency measures?
- Mean
- Mode
- Median
What are examples of measures of spread?
- Range
- Variance
- Standard deviation
- Quartiles/Percentiles
What five numbers are needed for a box plot?
- Median: The middle value
- Q1: The middle value below the median
- Q3: The middle value abover the median
- Minimum: The lowest value
- Maximum: The highest value
Whats an important measure of spread in a boxplot?
IQR = Q3 - Q1
What is an outlier?
An outlier is a data object that deviates from the normal objects as if it were generated by a different mechanism
What makes a Tukey boxplot different to a normal boxplot?
- Max value is the maximum within 1.5 IQR’s of Q3
- Min value is the minimum within 1.5 IQR’s of Q1
- Suspected outliers are denoted by a black outlined circle and are > 1.5 IQR’s above Q3 or below Q1
- Outliers are denoted by a filled in black circle and are >3 IQR’s above Q3 and below Q1
What is a histogram?
- A data visualisation that counts the frequency of a certain number of points.
- Points are grouped together in bins that can be of the same size (common) or of varied size.
- The x-axis has the bins and the y-axis has the relative frequencies
What is a bar plot?
- A data visualisation that has shows for categorical variables some numeric quantity associated with it
- The x-axis is the categorical variable and the y-axis has the relative frequency
What is a scatter plot?
- A data visualisation that shows the relation between two numeric variables
- The x-axis and y-axis both represent numeric varaibales
What are elements of good visualisations?
- Meaningful titles
- Labeled axes
- Its suitable for the data set
- Can be interpreted on it’s own
- Has no redundant infomation