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Using Excel to Graph Data Featuring – Mean, Standard Deviation, Standard Error and Error Bars. Physics and Graphs So you thought graphs were only important in mathematics. In fact they are very important in physics as they provide the ‘picture’ of data that you collect while doing an experiment. Remember ‘a picture is worth a thousand words’ Mean Stuff The knowledge that any individual measurement you make in a lab will lack perfect precision often leads a researcher to choose to take multiple measurements at some independent variable level. Though no one of these measurements are likely to be more precise than any other, this group of values, it is hoped, will cluster about the true value you are trying to measure. This distribution of data values is often represented by showing a single data point, representing the mean value of the data, and error bars to represent the overall distribution of the data. Exercise – Acceleration of a Jet Fighter Let's take, for example, the time taken for a jet aircraft to reach and pass through Mach 1. In this case, the velocity is the independent variable being manipulated by the researcher and the time taken is the dependent variable being recorded. The velocity is determined by an on board computer. Because there is not perfect precision in recording time with stop watches, 3 trials are carried out and averaged. Mean Stuff The mean, or average, of a group of values describes a middle point, or central tendency, about which data points vary. Without going into detail, the mean is a way of summarizing a group of data and stating a best guess at what the true value of the dependent variable value is for that independent variable level. In this example, it would be a best guess at what the time taken would be for a given velocity was. Using Excel to calculate the mean. The mean can be calculated for each time by using the AVERAGE function in Excel. You use this function by typing =AVERAGE in the formula bar and then putting the range of cells containing the data you want the mean of within parentheses after the function name, like this: Error Bars – Standard Deviation Can you ever know the true values for time in this example? No, but you can include additional information to indicate how closely the means are likely to reflect the true values. You can do this with error bars. Error Bars – Standard Error There are two common ways you can statistically describe uncertainty in your measurements. One is with the standard deviation of a single measurement (often just called the standard deviation) and the other is with the standard deviation of the mean, often called the standard error. Since what we are representing the means in our graph, the standard error is the appropriate measurement to use to calculate the error bars. We can calculate error bars using the data we have placed in our Excel spreadsheet. While we were able to use a function to directly calculate the mean, the standard error calculation is a little more round about. First you have to calculate the standard deviation with the STDEV function. It is used much the same way AVERAGE was: Calculating - Standard Error The standard error is calculated by dividing the standard deviation by the square root of number of measurements that make up the mean (often represented by N). In this case, 8 measurements were made (N = 8) so the standard deviation is divided by the square root of 8. By dividing the standard deviation by the square root of N, the standard error grows smaller as the number of measurements (N) grows larger. This reflects the greater confidence you have in your mean value as you make more measurements. You can make use of the of the square root function, SQRT, in calculating this value: Correcting Values for Significant Figures Our original values only had 4 significant figures where the values for mean, standard deviation and standard error have less and often many more. We need to correct this and again you can do this within Excel using the ‘Formate Cells’ option Construction your graph Now that we have the appropriate data we need it’s time to construct an Excel graph. First highlight the ‘velocity’ and ‘mean time’ columns and click on the ‘chart’ value on the tool bar. Note that in the constructed graph the x and y axes are around the wrong way. Let’s correct this before continuing! Click on ‘Series’ in chart wizard Reverse the letter values for the X and Y axis in these boxes. In this case A replaced E and E replaced A Now the graph has been correctly oriented and appears to have a new shape. Fill in the ‘Chart Title’ and ‘X and Y axis’ boxes with their appropriate labels Error Bars With the standard error calculated for each temperature, error bars can now be created for each mean. First click the line in the graph so it is highlighted. Now select Format>Selected Data Series Click on graph line –dialogue box will then appear Click ‘Custom’ then highlight ‘Standard Error’ values These values will be the same for +ve and -ve values around each point Press OK when you have finished Look at these error bars. Fantastic! Finished Product – looking good!