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4   ERRORS AND  STATlSTlCS

         glassware,  and  other  instruments;  the  attack  of  reagents  upon  glassware,
         porcelain, etc., resulting in the introduction of foreign materials; volatilisation
         of  platinum  at very  high  temperatures; and the  use of  reagents containing
         impurities.
       3.  Errors  of  method.  These  originate  from  incorrect  sampling  and  from
         incompleteness of a reaction. In gravimetric analysis errors rnay arise owing
         to appreciable solubility of precipitates, CO-precipitation, and post-precipitation,
         decomposition, or volatilisation of weighing forms on ignition, and precipitation
         of substances other than the intended ones. In titrimetric analysis errors rnay
         occur owing to failure of  reactions to proceed  to completion, occurrence of
         induced and side reactions, reaction of substances other than the constituent
         being determined, and a difference between the observed end  point and the
         stoichiometric equivalence  point  of  a reaction.
       4.  Additive and proportional errors. The absolute value  of  an additive error is
         independent of  the amount of  the constituent present  in the determination.
         Examples  of  additive  errors  are  loss  in  weight  of  a  crucible  in  which  a
         precipitate  is  ignited,  and  errors in  weights.  The  presence  of  this  error is
         revealed by  taking samples of different weights.
            The absolute value of  a proportional error depends upon the amount of
         the constituent. Thus a proportional error rnay arise from an impurity in a
         standard substance, which leads to an incorrect value for the molarity  of  a
         standard solution. Other proportional errors rnay not Vary linearly with the
         amount  of  the  constituent,  but  will  at  least  exhibit  an  increase  with  the
         amount  of  constituent  present.  One example is  the  ignition  of  aluminium
         oxide:  at  1200 OC the  aluminium  oxide  is  anhydrous  and  virtually  non-
         hygroscopic; ignition of various weights at an appreciably lower temperature
         will show a proportional type  of  error.
       Random (indeterminate) errors.  These errors manifest themselves by the slight
       variations that  occur in successive measurements made by  the same observer
       with the greatest care under as nearly identical conditions as possible. They are
       due to causes over which the analyst has no control, and which, in general, are
       so intangible that they  are incapable of  analysis. If  a  suficiently  large number
       of  obseroations is taken it can be shown that these errors lie on a curve of  the
       form shown in Fig. 4.1 (Section 4.9). An inspection of  this error curve shows:
       (a) small errors  occur more frequently  than large  ones; and (b) positive  and
       negative errors of the same numerical magnitude are equally likely to occur.


       4.3  ACCURACY
       The accuracy of  a determination rnay be  defined as the concordance between
       it  and  the  true  or most  probable  value.  It  follows, therefore,  that  systematic
       errors cause a constant  error (either too high or too low) and thus affect the
       accuracy  of  a  result.  For  analytical  methods  there  are  two  possible  ways  of
       determining the accuracy; the so-called absolute method and the comparative
       method.
       Absolute  method.  A  synthetic  sample  containing  known  amounts  of  the
       constituents in question is used. Known amounts of a constituent can be obtained
       by  weighing  out  pure  elements  or  compounds  of  known  stoichiometric
       composition. These substances, primary standards, rnay be available commercially
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