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76         ECONOMIC  INQUIRIES  AND  STUDIES

                                       Conclusion.
                    The  conclusion  of  this  long  review  may  be  very
                  shortly stated.  All  the  leading  branches  of statistics
                  without  exception,  when  examined,  give  numerous
                  illustrations of the dangers of taking the figures relating
                  to them from dictionaries or works of reference at hap-
                  hazard for  international  comparison,  as  jf the figures
                  called  by the same names  in different countries meant
                  the same things, or the units had the same valueS.  On
                  the contrary, from the simplest figures as to population
                  and  area,  through  the more complex figures as  to  the
                  moral  qualities of communities  indicated  by statistics
                  like those relating to education and crime, down to the
                  stilI more complex figures  relating to production, trade
                  and wealth, the same tale is told as to the necessity for
                  constant watchfulness lest things that are really unlike
                  be put together as if they were like.  The moral is what
                  was stated  at the outset,  that  the figures  as such may
                  be right enough, though  there are many difficulties  as
                  to the data themselves to be faced in statistics, but the
                  exact meaning of the figures called by the same name,
                  when place and circumstances are different, may require
                  a great deal  of elucidation.  Perhaps  some  may think
                  that the difficulties are so great as to make it hopeless
                  to handle most statistics in such a way as to reach any
                  conclusion.  This  is,  however,  by no  means  the case.
                  When care  is taken true  conclusions  begin  to  appear,
                  and a  picture  is obtained of the general  conditions of
                  communities  in  the  mass  which  would  otherwise  be
                  unattainable.  The negative results which are the effect
                  of the criticism applied to the rough and ready methods
                  of amateur statisticians are also valuable and important.
                  There are so many errors about respecting the condition
                  of most  communities,  partly derived  from,  and  partly
                  nursed by, the rash use of statistics with a more or less
                  conscious  bias  towards  a  desired  conclusion,  that  it
                  clears the air to have a demonstration of the impossibili ty
                  of these errors  b(:ing  proved  to  be true.  When  one
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