Title: GTECH 201
1GTECH 201
- Lecture 03Data measurementsData errors
2Measurement
- The process of obtaining scores for each element
for each variable - This can take on a variety of forms
- Producing scores (and distributions) of a widely
varying nature - The measurement of raw variables
- Derived variables and measurement
- Measurement of the time component
- Measurement of the space component
3Measurement of Raw Variables
- Primary and secondary data control over the
measurement process - Operational definitions of the measurement
process - Highly varied terminology for the different
levels of measurement
4Derived Variables and Measurement
- Why not use raw variables?
- Derived variables can be considered as a ratio
(or percent or index) of two numbers the
numerator and the denominator (in the ratio a/b,
a is the numerator, b is the denominator)
5Measurement of the Time and Space Components
- Time is a continuous variable
- Date, time and datetime
- Space is a continuous variable
- (x,y) and (x,y,z) location measurement
- Distance and bearing alternative
6Measurement Scales
Most statistical texts follow the original 4-fold
measurement structure attributed to a chap
called Stevens, written up in 1946
- Nominal
- Ordinal
- Interval
- Ratio
7Geographical Data
- Dayta or darta
- Data sets used by geographers
- Geographic vs. spatial data
- 3 Quick Questions
- What would a piece of data look like?
- Must data consist of numbers?
- What would a data set look like?
83 Approaches to Data Definitions
The terminology used in handling data sets (in
geography) stems from three different sources.
It is now somewhat of a mix of the three.
- Statistical analysis
- Spatial analysis
- Data base structures (IT)
9Some Basic Definitions
- Element ( observation entity) the smallest
(measurable) unit - Population (of elements) (approximately equal to
universe) the totality of all elements. May be
finite or infinite, with size known or unknown - Sample a subset of the population
- Variable ( attribute) a characteristic of the
element in which we are interested - Data score (or simply datum/data) an individual
value for an element for a variable - Data distribution a set of scores for a
variable - Data set an assemblage of related data
distributions for a set of elements
10Things We Can Do With Data
- Data display a display of a data distribution
in the form of a table, graph or map - Data analysis the analysis of data
distributions (including statistical analysis) - Data storage and retrieval just as the name
implies (anything from sheets of paper in a
folder to a computer file)
11Data Structure
- Measurement is the process of obtaining scores
for an element - Each element will have an infinite number of
characteristics, the relevant ones of which will
be measured (the variables or attributes) - The element will also occupy a locational
position in time and space sometimes this
position is important, sometimes it is not
12Geographic Data Structure
- A generalized data structure for each element is
- The data structure that results can be presented
(stored) in a data matrix, where the columns are
the variables (with or without the temporal and
spatial location), and the rows are the elements
(var1, var2, .., vark), (temporal location),
(spatial location)
13Introduction to MS Excel
- Typical look of an Excel spreadsheet
14User Interface Elements
- Title bar
- Menu bar
- Toolbars
- Standard toolbar
- Formatting toolbar
- Formula bar
- Status bar
15Worksheets
16Name Box
17Selecting Cells
18Entering and Editing Data
- Entering Data
- Editing Data
- F2
19Formatting Text
- Just as in MS Word
- Alignment
- Bold, italics, underline
- Font color
20Column Width
- Choose Format gt Column gt Width Â
-
- Drag cursor on separation line
- Double click on separation line
- Holding left mouse pressed
21Moving to a New Worksheet
22Mathematical Calculations
- Cell arithmetic
- AutoSum
- Function button
23Functions
- Function categories
- Function wizard
24Formatting Numbers
- Choose Format gt Cells Â
- Before
- Toolbar
25Deleting Rows and Columns
26Creating Borders
- Choose Format gt CellsÂ
- Border icon on toolbar
27Merge and Center
- Icon on Formatting toolbar
- Autofill
28Printing
- Page setup or Print preview
29Creating Charts
- Step 1 - select the data that you want charted
- Step 2 pull-up chart the wizard
30Modifying Charts
- Change size and position
- Modify other characteristics