;;; NOTE: This script is for the UN*X environment.

;;; The files in this directory were created by the following process:

;;; To facilitate comparisons with runs that you make, copy
;;; sample/imports-85c.s-params to sample/<choose-a-name>.s-params, and
;;; use this file for the search arguments => all output files you
;;; create will have <choose-a-name> in their names.

;;; the file screenc.text was created by 'cat' ing files created by
% autoclass -search sample/imports-85c.db2 sample/imports-85c.hd2 \
  sample/imports-85c.model sample/imports-85c.s-params \
  > & sample/screencN.text .....   => sample/screenc.text

;;; (1) GET SOME DATA

;we got many data sets from the machine learning repository at UCI

http://www.ics.uci.edu/AI/ML/MLDBRepository.html


; resulting data in files:  imports-85.data  and  imports-85.names

;;; (2) CONVERT TO AUTOCLASS FORMAT

Rename File imports-85.data to imports-85c.db2

; using imports-85.names as a source, create files:
; imports-85c.hd2  and  imports-85c.model
; based on autoclass-c/doc/preparation.text documentation file

;;; (3) SEARCH FOR GOOD CLASSIFICATIONS

% ./autoclass -search sample/imports-85c.db2 \
  sample/imports-85c.hd2 sample/imports-85c.model \
  sample/imports-85c.s-params

sample/imports-85c.s-params contains these overrides
====================================================
## force_new_search_p = true  is the default
max_n_tries = 12

;these files will be saved to disk:
; ~/autoclass-c/sample/imports-85c.log
; ~/autoclass-c/sample/imports-85c.search
; ~/autoclass-c/sample/imports-85c.results-bin

;will stop after 12 trials


;;; (4) RESTART SEARCH FOR 10 TRIALS

;continue the previous search

% ./autoclass -search sample/imports-85c.db2 \
  sample/imports-85c.hd2 sample/imports-85c.model \
  sample/imports-85c.s-params

sample/imports-85c.s-params contains these overrides
==================================================
force_new_search_p = false
max_n_tries = 10

;will stop after it completes 10 more trials


;;; (5) RESTART SEARCH FOR 2 MINUTES

% ./autoclass -search sample/imports-85c.db2 \
  sample/imports-85c.hd2 sample/imports-85c.model \
  sample/imports-85c.s-params

sample/imports-85c.s-params contains these overrides
====================================================
force_new_search_p = false
max_duration = 120

;it stops itself this time after 2 minutes


;;; (6) TEXT REPORTS ON WHAT HAS BEEN FOUND

% ./autoclass -reports sample/imports-85c.results-bin \
  sample/imports-85c.search sample/imports-85c.r-params

sample/imports-85c.r-params contains this override
====================================================
xref_class_report_att_list = 2, 5, 6x

;these files will show up on disk:
; ~/autoclass-c/sample/imports-85c.rlog
; ~/autoclass-c/sample/imports-85c.influ-o-text-1
; ~/autoclass-c/sample/imports-85c.case-text-1
; ~/autoclass-c/sample/imports-85c.class-text-1


;;; (7) DATA REPORTS ON WHAT HAS BEEN FOUND

% ./autoclass -reports sample/imports-85c.results-bin \
  sample/imports-85c.search sample/imports-85c.r-params

sample/imports-85c.r-params contains these overrides
====================================================
xref_class_report_att_list = 2, 5, 6
report_mode = "data"
comment_data_headers_p = true
sigma_contours_att_list = 18, 19, 20, 21, 22, 23, 24, 25

;these reports show up:
; ~/autoclass-c/sample/imports-85c.influ-o-data-1
; ~/autoclass-c/sample/imports-85c.case-data-1
; ~/autoclass-c/sample/imports-85c.class-data-1