Basic Graphing Basic Skills Graphing Variables • • The textbook discusses dependent and independent variables in the section on scientific method. Many times it is valuable to plot data of these variables on a graph to better visualize any potential relationship between them. In math class you usually practice plotting paired data (x, y) where the two variables don’t really have any meaning. In science class, on the other hand, the variables are real things that have meaning. For instance, you might make a graph of distance versus time, or volume versus pressure. It is traditional to plot the independent variable on the “x” axis, and the dependent variable on the “y” axis. Boyle’s Law: Volume vs. Pressure 2 Graphical Relationships • The sample graphs show examples of both linear (straight line) relationships, and non-linear relationships (more complex mathematical curves). • The graphs also show examples of “x” and “y” being positively correlated (a direct relationship meaning as “x” increases in value, so does “y”), and negatively correlated (an indirect or inverse relationship meaning as “x” increases in value, “y” decreases). 3 Rules for Making a Graph • Title the graph. The title should clearly state the purpose of the graph and may include the independent and dependent variables. • Plot the independent variable on the horizontal “x” axis and the dependent variable on the vertical “y” axis. • Label each axis with the name of the variable and the unit. For example in the above graph, the “x” axis is measuring “Pressure” measured in units of “atmospheres”. Boyle’s Law: Volume vs. Pressure 4 Rules for Making a Graph • Choose your scale carefully. Generally start at zero. Make each “tick mark” the same measure. Look at the range of the values of the data you are plotting to help determine the maximum value on the scale. Make your graph as large as possible by spreading out the data on each axis. • Notice you do not need to have the same scale on each axis like you usually do in math class. In the above graph, each “tick mark” on the “y” axis is 2 liters, whereas each “tick mark” on the “x” axis is 1 atmosphere. Boyle’s Law: Volume vs. Pressure 5 Rules for Making a Graph • • If the data points appear to lie roughly in a straight line, draw the “best fit” straight line you can with a ruler and sharp pencil. Have the line go through as many points as possible with approximately the same number of points above the line as below. Generally do not “connect the dots”. If the points do not form a straight line, draw the best smooth curve possible. See examples to the right. Sometimes, but not always, there is a good reason for the “best fit” line to go through the origin (0,0). Think about your experiment and decide if the data would logically include a (0,0) point. For example, if plotting speed vs. time and an object that is at rest when you start a timer, then your graph would go through the origin (the speed is zero when time is zero). If the object is already in motion when you start the timer, your graph will not go through the origin. 6 Pie Charts 7 Histograms 8 Correlation Between Variables • If two variables are correlated, then there is some kind of relationship or association between them. Possibly as one variable increases, so does the other – a positive correlation. You could also have negative correlations. • It is important to note that even if there is some kind of correlation between the two variables that does not necessarily prove there is a cause-and-effect relationship. Your background knowledge and judgment must help decide that. 9
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