Page 140 - Statistics and Data Analysis in Geology
P. 140

Spat i a I An a I ysis

                           100-
                                    4                   4
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                            80-
                                              4                  4
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                            60 -                  4           4
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                           I
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                           Y
                          s         4
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                            40-  1
                                   4
                              -             4'
                                     4             4
                            20-   '4  '
                              -              4    4
                                                   4
                                  4    4   4           4         4     4
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             Figure 5-10.  Representation of a polished slab of anorthosite facing stone showing locations
                   of magnetite crystals listed in file BANK.TXT.

             coordinates in file BANK.TXT.  Ripley (1981, p. 175-181) gives an exhaustive analy-
             sis of  these data, using a variety of  techniques.

              Distribution of Lines

             Some naturally occurring patterns are composed of lines, such as lineaments seen
             on satellite images, the tracery of  joints exposed on a weathered  granite surface,
             or the microfractures seen in a thin section of  a deformed rock.  Just as a set of
             points  can form a pattern that ranges from uniform to tightly clustered, so can
             sets of  lines.  Of  course, lines are more  complex than points because they pos-
             sess length and orientation, as well as location.  Their analysis is correspondingly
             more difficult, and statistical methods suitable for the study of  patterns of  lines
              seem less well developed than those applied to patterns  of  points.  Few  studies
             have examined the distribution of  lengths of  lines, except for some work on the
             lognormal distribution (Aitchison and Brown, 1969). A small number of  workers
             have investigated the spacing between lines in a pattern, a problem analogous to
             nearest-neighbor analysis of points (Miles, 1964; Dacey, 1967).  A much larger body
              of  literature exists on the orientation of  lines, a topic we will consider in the next
              section.
                 We can define a random pattern of lines as one in which any line is equally likely
              to cross any location, and any orientation of  the crossing line is also equally likely.
              Such random patterns can be generated in many ways; one procedure consists of

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