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Graphical Analysis of Data
Details on website select “Res/Sci” method on main menu
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Graphical Analysis Pictorial representation of a mathematical relationship Two main approaches Analytical Based on theory Empirical Based on observation and experience
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The straight line (1) Most graphs based on numerical data are curves.
The straight line is a special case Data is often manipulated to yield straight line graphs as the straight line is relatively easy to analyse
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The Straight line (2) Straight line equation y = mx + c Intercept = c
slope = m
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Linearisation (1) Many functions can be manipulated mathematically to yield a straight line equation. Some examples are given in the next few slides
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Linearisation (2)
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Linearisation (3)
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Polynomials These are functions of general formula
y = a + bx + cx2 + dx3 + … They cannot be linearised Techniques for fitting polynomials exist for example using Excel
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Functions involving logs (1)
Some functions can be linearised by taking logs These are y = A xn and y = A ekx
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Functions involving logs (2)
For y = Axn, taking logs gives log y = log a + n log x A graph of log y vs. log x gives a straight line, slope n and intercept log A. To find A you must take antilogs (= 10x)
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Functions involving logs (3)
For y = Aekx, we must use natural logs ln y = ln A + kx This gives a straight line slope k and intercept ln A To find A we must take antilogs (= ex)
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Special Graph Paper (1) It is possible to plot graphs of y=Axn and y=Aekx without taking logs This involves the use of graph paper in which the scale has been adjusted to give the intervals for logs. The next two slides give examples
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Special Graph paper (2) Log - Log graph paper for y = Axn Slope = n =
The intercept is at log x = 0 i.e. the value of y at x = 1.0
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Special Graph Paper (3) Log-linear graph paper for y = Aekx
Take logs to base 10 log y = log A + kx.log10e Intercept = A Slope =k log10e
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Using a spreadsheet Excel has tools to fit lines
Lines can be fitted on the graph Slope and gradient can be found from data in tabular form For more details see website
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