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10: EVALUATION TECHNIQUES  205


                 from hammers, and that derived from the      of this on the concept of their random distribu-
                 crushing and grinding equipment.             tion is a matter of debate.
                 5 Unintentional sampling errors must be
                 avoided such as mislabeling and the mixing of  Sample volume–variance relationship
                 fractions of different samples.              Preferably samples should be of equal volume,
                   In essence preparation errors result from  based on similar cross-sectional area. If vol-
                 the careless treatment of samples and can be  umes are unequal there must be no correla-
                 caused by the use of inadequate crushing and  tion between this and their analytical results.
                 grinding equipment, insufficient drying cap-  Although the mean of observations based on
                 acity, and inappropriate sample splitting.   large volumes of rock should not be expected
                   Obviously, PE values can be estimated      to be different from those based on small
                 only from the results of an operating sample  volumes (e.g. larger or smaller diameter drill
                 reduction system and, like SE values, cannot be  core), the corresponding variance of samples
                 estimated directly for either preliminary cal-  from the larger volumes might be expected to
                 culations or the design of such a system. For-  be smaller. This is because the variability of
                 tunately, the totality of both can be estimated  the sample depends both on the variance and
                 from the relationship:                       the number of samples taken (n):

                                2
                                         2
                               S (TE) ≤ 2S (FE)                                        S 2
                                                                                     ∝
                                                                           variability
                                                                                        n
                 where the variance of the total sampling error
                 (TE) does not exceed twice that of the funda-  and instinctively we feel that there should be a
                 mental error (FE) (Gy 1992).
                                                              similar relationship with the volume of the
                                                              sample taken. Indeed, it has been advanced
                 Summary                                      that:
                 Sampling consists of three stages:                                     2
                 1 Extraction of the original sample from in situ        variability    S
                                                                                   ∝
                 material (i.e. the population), including its                       volume
                 delimitation and collection.
                 2 Preparation  which involves a reduction in  It appears in practice, however, that there is no
                 both mass and grain size of the original sample  such simple, direct, relationship. This can be
                 to an assay portion for chemical analysis.   tested by splitting samples in half (e.g. mineral-
                 3 Chemical analysis of the assay portion.    ized parts of a drill core), analyzing them separ-
                   Each of the above three stages is discussed in  ately, and then combining the results as if
                 turn.                                        the whole core sample had been tested. If the
                                                              values from the two halves are statistically
                                                              independent values from a single population,
                 10.1.3  Sample extraction
                                                              then the ratio of the variance of the values for
                                                              the whole sample to the average values for
                 Random sampling                              the two halves should be 0.5. Results show a
                 Correct sampling technique requires a random  calculated ratio of 0.9 or greater so that little
                 selection of each sample from the popula-    appears to be gained by analyzing the whole
                 tion. At an operating mine, it is possible that  sample rather than half of it.
                 sampling is nonrandom since it is completed    If the sample volume–variance relationship
                 from mine development which is planned on    were important it would be desirable to analyze
                 a systematic basis. Provided, however, that  all portions of a core from a drillhole rather
                 the mineral particles which form the popula-  than follow the common practice of splitting
                 tion are themselves randomly distributed this  the core longitudinally to save a half as a record
                 objection is overcome. Many mineral deposits  and use half for analysis. In sampling, however,
                 display trends and variations in the spatial dis-  this relationship should always be considered
                 tribution of their grade variables and the effect  and, if possible, tested. This is particularly
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