Degree of Freedom:
I think the
easiest way to see them is as follows:
The degree of
freedom is the number of values in a calculation that we can vary.
(http://www.statsdirect.com/help/basics/degrees_of_freedom.htm)
Another way of thinking about the restriction principle behind degrees of freedom is to imagine contingencies. For example, imagine you have four numbers (a, b, c and d) that must add up to a total of m; you are free to choose the first three numbers at random, but the fourth must be chosen so that it makes the total equal to m - thus your degree of freedom is three.
(http://www.tufts.edu/~gdallal/dof.htm)Another way of thinking about the restriction principle behind degrees of freedom is to imagine contingencies. For example, imagine you have four numbers (a, b, c and d) that must add up to a total of m; you are free to choose the first three numbers at random, but the fourth must be chosen so that it makes the total equal to m - thus your degree of freedom is three.
A single sample: There are n observations. There's one parameter (the mean) that needs to be estimated. That leaves n-1 degrees of freedom for estimating variability.
Two samples: There are n1+n2 observations. There are two means to be estimated. That leaves n1+n2-2 degrees of freedom for estimating variability.
Spectrophotometer:
Spectrophotometer
can be used to measure absorbance or transmittance of light source with respect
to the sample.
First, the intensity of light (I0)
passing through a blank is measured. The intensity is the number of photons per
second. The blank is a solution that is identical to the sample solution except
that the blank does not contain the solute that absorbs light.
Second, the intensity of light (I)
passing through the sample solution is measured. (In practice, instruments
measure the power rather than the intensity of the
light. The power is the energy per second, which is the product of the
intensity (photons per second) and the energy per photon.)
Third, the experimental data is used to
calculate two quantities: the transmittance (T) and the absorbance (A).
The transmittance is simply the fraction of
light in the original beam that passes through the sample and reaches the
detector. The remainder of the light, 1 - T,
is the fraction of the light absorbed by the sample.
In most applications, one wishes to relate the
amount of light absorbed to the concentration of the absorbing molecule. It
turns out that the absorbance rather than the transmittance is most useful for
this purpose. If no light is absorbed, the absorbance is zero (100%
transmittance). Each unit in absorbance corresponds with an order of magnitude
in the fraction of light transmitted. For A = 1, 10% of the light is transmitted (T = 0.10) and 90% is absorbed by the
sample. For A = 2, 1% of the light is transmitted
and 99% is absorbed. For A = 3, 0.1% of the light is transmitted
and 99.9% is absorbed.
When
we did our practical on abs, with the coloured solution, the darker the
solution, more light will be absorbed and thus there will be greater
absorbance/less transmittance.
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