May 16, 1913 THU COLLIERY GUARDIAN. 1011 ON THE KINETIC THEORY OF CASES. [Rights of Reproduction Reserved.~\ By Sir Henry Cunynghame, Chairman of the Royal Commission upon Accidents in Mines. (Continued from page 955.) Section III. The previous investigation has enabled us to compute the velocity which molecules of oxygen must have at 0 deg. Cent, and standard pressure of 760 mm. if those velocities are assumed to be equal to one another. But a very little consideration will show that even if the molecules all started with fixed equal velocities, collisions would soon produce inequalities. Thus, for instance (fig. 3), if an elastic molecule moving with a velocity v were struck on one side by an elastic molecule of equal size with a velocity v, it would bound away at an angle of 45 degs. with an increased velocity = u ^2. Other forms of collision might diminish its velocity. All, therefore, that our investigation has enabled us to say is, that if G be the general average velocity, then that G2 X M = 9i2 + + ^3 032.....This general value of G of course limits the individual velocities of the various molecules. For instance, if one molecule had a velocity v9 such that J v2 m = J G2 M, then it would in itself contain the whole energy of the gas and all the others would be at rest—an absurd conclusion. For if a gas in such a state as this were in a bag, the sides would partially collapse. For it would obviously be improbable that the molecule, by darting about here, there and every- where, could keep all the sides distended. On the contrary, the speed would be so enormous that it would Fig. 3. go right through the bag like an electric spark. No fabric could retain a molecule with such a velocity. Again, if the velocities of the molecules in a confined gas were constantly changing in groups, the sides of the bag would move about in undulations. But we see nothing of this. A gas, though in violent motion, may appear at rest. The still air of the evening hardly moves a thistledown, and yet every molecule of that air is in violent motion—whence, then, the velocities of molecules must be fairly uniform. We have now to see whether a glimpse can be obtained of the manner in which a vast mass of molecules governed by the law of the conservation of energy distribute themselves as to position and velocity. To enable us to do this we must treat the whole mass as subject to a law of distribution depending on the law of conservation of energy, and also on a general tendency towards what may be called mediocrity or uniformity of speed. This tendency resembles closely the tendency of what is called chance to produce equalities—to make, for instance, a whist-player who plays many games, neither on the whole to win or lose much. Accordingly the mathematical process by which the distribution of velocity is investigated is the same in form as that employed in the investigation of the laws of chance and of error. The “ chance ” that governs the velocities of various molecules is not simply “ luck,” but is only that sort of uniformity which is produced by the combined operation of an enormous number of small causes. As an example of such chances, let us consider the following problem:— Suppose we wished to determine the chances that, if we took the sexes of the children in any family, there would be a given number of boys and a given number of girls. For example, suppose we wished to calculate what the odds are that in a family taken at random in which there are five children, two of them would be boys, and the remainder girls. On the assumption that it is equally probable that a a child will be born a boy or a girl, one would be inclined to say that if the family be taken at random, it would be equally probable that all the children would be boys, or that there would be one boy and four girls or two boys and three girls, or, in fact, that any sex distribution of the selected family would be equally probable with any other sex distribution. But reflection will dispel this impression. For it is obvious that if all sex distributions are equally probable, the chance in favour of any given sex distribution will depend on the number of the different possible arrange- ments in order of birth of the five different children of a family; just as the probability of a given number of trumps in a hand at whist depends on the number of different hands which it is possible to deal, the order of the cards being taken into account as well as their character. For it is only by considering the order as well as the suits that we can give proper effect to the competition of chances. If, therefore, a schedule be drawn up showing all the possible orders in which five boys^ or girls might be born, it will be found that the probability of a given total number of boys is not uniform. The schedule will be in the form given below, where b stands for boy, g for girl, and each line represents the composition of a family. There are 32 families, with a total of 160 children (80 boys and 80 girls):— bbbbb^ bbbb b b b g b bb g b b }> b g b b b gbbbb^ bbb g g" bb g g b b g g b b g g b bb gb bb g > g b g b b r b g b b g gbb gb bbgb g bgbgbj One family, all boys. Five families with four boys and one girl. Ten families with three boys and two girls. ggggg{ ggggV' gg gbg ggbgg > gbg gg bg q g gj g g gbb" g gbbg gbbgg bb gg g b g g gb b gbg g gbg gb b g g bg g gbgb gbgbgj One family, all girls. Five families with four girls and one boy. Ten families with three girls and two boys. The above table is complete; no other arrangements of boys and girls in a family are possible, It is there- fore certain that whatever number of families we consider, any one of them taken at random must have one or other of the arrangements of children set forth above, and as all are by hypothesis equally likely to occur, the chance of lighting on a family of 3 boys and 2 girls is 10 out of 32 families or = if. Whereas the chance of lighting upon a family of all boys is only 1 out of 32, or gL. Hence, if people marry, the probability that they will have 3 boys and 2 girls is twice as great as that they will have 4 boys and 1 girl; and ten times as great as the probability that they will have boys only. If we take other cases we shall see that this law prevails. Thus if the average height of man is 5 ft. 8 in., far the greatest number of men will have about this stature; very tall men or very short men will be rare. The reason is, that abnormal shortness or tallness must be caused by the co-operation of various factors which have to coincide, such as a short father who has short parents, and a short mother who has also short parents. Hence inasmuch as a union between parents who are not only short, but who also have short progenitors is more rare than one in which there is not such a marked family divergence on both sides from average ideals, it follows that mediocrity in height is more probable than exceptional tallness or shortness. This tendency to mediocrity prevails throughout nature. It is seen no less in leaves on the trees, than in grains of sand. It makes the yearly number of deaths approximately uniform, it makes men’s talents, their religious opinions, their morals, their earnings, their strength, their energies, all oscillate about a mean position, and far the greatest number of men are mediocrities, rarely diverging to any considerable degree from a “ type.” The problem of the children’s sex might be set out in a figure in which each small square denoted a family, and the black portion of each square represented the proportion of girls in the family (fig. 4). A consideration of the table of families previously given and of this figure, which is only a method of dis- playing the same facts, will no doubt lead the reader to think that possibly the theory of permutations may have something to do with the matter. Moreover, the way in which the numbers of families and the proportion of boys and girls in them will remind him of the binomial theorem, (b + g)6 = 165 + 56*0 + 1063 g* + 106a g* 4- 5 bg41 + g5. Here the large figures in the right-hand member of the equation indicate the numbers of the families having the proportions of children shown in the indices to b and g. The co-efficients are the numbers of permutations that can be made by taking five things, one of which is a boy and four are girls ; or again two of which are boys and three girls, and so on. For it is obvious that we can only have five differently arranged families in which there are one girl and four boys. And again, if there are three boys and two girls, the numbers of 5x4 families will be ; for trial will easily show that the various age positions the three boys can occupy is ten; and in general the permutations which can be made out of n things, of which r are of one sort, as, for instance, boys, and the remainder n — r are of another sort, as, for instance, girls, is n. n — 1 . . . n—r 4 1 £n Lr [_r £_n — r A curve may be drawn round the squares in fig. 4 given above, the ordinates of which represent the numbers of families having certain sexual proportions of children. The area of the figure is the total of all the individuals in the case = 160. Thus, then, we have seen that the average sexual composition of a family can be considered as governed by laws of probability the expression of which in mathematical language depends upon the laws of permutations, and is in some way also connected with the binomial theorem. The law of the average distribution of the velocities of gaseous molecules depends also on similar considera tions. • For suppose that there is in a cubic centimetre an enormous number of molecules each of which has its own velocity of motion. The velocity of any one individual molecule is the result of a very great number of impacts with other molecules. Hence this velocity may be regarded as the result of a very large number of small independent causes, some of which act to diminish the velocity, some to increase it. And we may regard all these small causes as having, on the average, equal efficacy and being equally likely to occur. >5 ig 3 sgseK® COOQJsi CQ QQ QQ CQ M Fig. 4. The resulting velocity may therefore be compared to the condition of a family of boy* and girls which has been produced by the fortuitous birth of boys and girls in all sorts of orders, each cause that comes in to retard or accelerate the velocity being analogous to the birth of a boy or girl to modify the characteristic condition of the family. And if it can be shown that families tend to mediocrity of conditions—that is, that on the average the tendency is to produce families in which neither boys or girls are greatly in excess of one another, but, so to speak, gravitate round equality in numbers of the sexes, so that the enormously greatest number of families will be those in which the sexes are equally, or nearly equally, divided—so we shall be prepared to find that the velocities of molecules, each of which has been produced in an analogous way by the co-operation of an enormous number of small causes, also exhibits a scheme of distribution in which the various velocities, instead of being chaotically disparate, tend to cluster thickly round some given standard velocity. This investigation is one which applies not merely to the velocities of gas molecules. In its general form it applies to the whole theory of statistics, and as the statistical method of dealing with problems comes more and more into use, so will the use of the theory of statistical distribution become of increasing importance. Before, however, we proceed to develop that theory, it will be desirable to examine the theory of the binomial theorem more closely, our object being to discover a formula which shall, so to speak, exhibit the quintessence of the binomial theorem in its most general and essential form. The ordinary form is as follows:— («+&)” — an + naH'1b + ”' ” - o'* ~ 8 + X • Al n.n-1.n-2aB-8&3+&c 1.2.3 It is to be observed that the several terms consist each of a coefficient and of powers of a and b. The coefficients are symmetrically arranged, rising to the middle term and falling again, those equidistant from the centre being equal. Unless a is equal to 5, the biggest term is not in the middle of the series, and the whole series will not be symmetrical. The binomial may also be put in the more symmetrical and general form :— + = ■ Ln , .a*-,b' + [_n £i Ln — 1 --- an -2 b*+.....