File: randist.at

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dnl PSPP - a program for statistical analysis.
dnl Copyright (C) 2017 Free Software Foundation, Inc.
dnl
dnl This program is free software: you can redistribute it and/or modify
dnl it under the terms of the GNU General Public License as published by
dnl the Free Software Foundation, either version 3 of the License, or
dnl (at your option) any later version.
dnl
dnl This program is distributed in the hope that it will be useful,
dnl but WITHOUT ANY WARRANTY; without even the implied warranty of
dnl MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
dnl GNU General Public License for more details.
dnl
dnl You should have received a copy of the GNU General Public License
dnl along with this program.  If not, see <http://www.gnu.org/licenses/>.
dnl
AT_BANNER([random distributions])

m4_divert_push([PREPARE_TESTS])
[randist_compare () {
  cat > compare.py <<'EOF'
#! /usr/bin/python3

import itertools
import sys

def count_decimals(s):
    if '.' not in s:
        return 0
    else:
        return len(s) - s.index('.')

def to_int(s):
    return int(s.replace('.', ''))

EPSILON = 1

errors = 0
line_number = 0
for a, b in itertools.zip_longest(open(sys.argv[1], 'r'),
                                  open(sys.argv[2], 'r')):
    line_number += 1
    if not a:
        sys.stderr.write("%s:%s: unexpected end of file\n"
                         % (sys.argv[2], line_number))
        sys.exit(1)
    if not b:
        sys.stderr.write("%s:%s: unexpected end of file\n"
                         % (sys.argv[1], line_number))
        sys.exit(1)

    af = a.split()
    bf = b.split()
    if len(af) != len(bf):
        sys.stderr.write("%s:%s: contains %s fields but should contain %s\n"
                         % (sys.argv[2], line_number, len(b), len(a)))
        sys.exit(1)

    for i in range(len(af)):
        if count_decimals(af[i]) != count_decimals(bf[i]):
            sys.stderr.write("%s:%s: unexpected number of decimals\n"
                             % (sys.argv[2], line_number))
            sys.exit(1)

        if af[i] == bf[i]:
            continue

        an = to_int(af[i])
        bn = to_int(bf[i])
        if an != bn and (bn < an - EPSILON or bn > an + EPSILON):
            errors += 1
            if errors > 50:
                print("%s: Additional differences suppressed."
                      % sys.argv[2])
                break
            print("%s:%s: Values differ from %s:%s"
                  % (sys.argv[2], line_number,
                     sys.argv[1], line_number))
            print("Expected:\n%s" % a)
            print("Calculated:\n%s" % b)

    if errors > 50:
        break
sys.exit(1 if errors > 0 else 0)

EOF
  $PYTHON3 compare.py "$@"
}]
m4_divert_pop([PREPARE_TESTS])

m4_define([RANDIST_CHECK],
  [AT_SETUP([random distributions -- $1])
   AT_DATA([$1.in], [$4])
   AT_DATA([$1.sps], [dnl
DATA LIST LIST FILE='$1.in' NOTABLE SKIP=1
	/P $2[]m4_foreach_w([function], [x $3], [ X[]function]).
NUMERIC x $3 (F10.4).
COMPUTE x = IDF.$1(P[]m4_foreach_w([variable], [$2], [, variable])).
m4_foreach_w([function], [$3],
  [COMPUTE function = function[].$1[](x[]m4_foreach_w([variable], [$2], [, variable])).
])dnl
DO IF $CASENUM = 1.
PRINT OUTFILE='$1.out'/"dnl
m4_foreach_w([variable], [P $2], [m4_format([%8s ], variable)])dnl
m4_foreach_w([function], [x $3], [m4_format([%10s ], function)])".
END IF.
PRINT OUTFILE='$1.out'/P $2 x $3.
EXECUTE.
])
   AT_CHECK([pspp -O format=csv $1.sps])
   AT_CHECK([randist_compare $1.in $1.out])
   AT_CLEANUP])

RANDIST_CHECK([beta], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01      .75      .25      .0107      .0100      .7059
     .01      .75      .50      .0047      .0100     1.5975
     .01      .75     1.00      .0022      .0100     3.4812
     .01      .75     1.50      .0014      .0100     5.4014
     .01      .75     2.00      .0010      .0100     7.3328
     .01      .75     2.50      .0008      .0100     9.2691
     .01      .75     3.00      .0007      .0100    11.2077
     .01     1.00      .25      .0394      .0100      .2577
     .01     1.00      .50      .0199      .0100      .5051
     .01     1.00     1.00      .0100      .0100     1.0000
     .01     1.00     1.50      .0067      .0100     1.4950
     .01     1.00     2.00      .0050      .0100     1.9900
     .01     1.00     2.50      .0040      .0100     2.4850
     .01     1.00     3.00      .0033      .0100     2.9800
     .01     1.50      .25      .1343      .0100      .1168
     .01     1.50      .50      .0808      .0100      .1888
     .01     1.50     1.00      .0464      .0100      .3232
     .01     1.50     1.50      .0328      .0100      .4538
     .01     1.50     2.00      .0255      .0100      .5831
     .01     1.50     2.50      .0208      .0100      .7118
     .01     1.50     3.00      .0176      .0100      .8402
     .10      .75      .25      .2094      .1000      .3968
     .10      .75      .50      .0985      .1000      .7845
     .10      .75     1.00      .0464      .1000     1.6158
     .10      .75     1.50      .0302      .1000     2.4656
     .10      .75     2.00      .0223      .1000     3.3210
     .10      .75     2.50      .0177      .1000     4.1787
     .10      .75     3.00      .0146      .1000     5.0376
     .10     1.00      .25      .3439      .1000      .3429
     .10     1.00      .50      .1900      .1000      .5556
     .10     1.00     1.00      .1000      .1000     1.0000
     .10     1.00     1.50      .0678      .1000     1.4482
     .10     1.00     2.00      .0513      .1000     1.8974
     .10     1.00     2.50      .0413      .1000     2.3469
     .10     1.00     3.00      .0345      .1000     2.7965
     .10     1.50      .25      .5280      .1000      .3650
     .10     1.50      .50      .3514      .1000      .4685
     .10     1.50     1.00      .2154      .1000      .6962
     .10     1.50     1.50      .1565      .1000      .9252
     .10     1.50     2.00      .1231      .1000     1.1537
     .10     1.50     2.50      .1015      .1000     1.3821
     .10     1.50     3.00      .0864      .1000     1.6102
     .20      .75      .25      .4559      .2000      .4324
     .20      .75      .50      .2372      .2000      .6847
     .20      .75     1.00      .1170      .2000     1.2825
     .20      .75     1.50      .0770      .2000     1.9025
     .20      .75     2.00      .0573      .2000     2.5285
     .20      .75     2.50      .0456      .2000     3.1569
     .20      .75     3.00      .0379      .2000     3.7865
     .20     1.00      .25      .5904      .2000      .4883
     .20     1.00      .50      .3600      .2000      .6250
     .20     1.00     1.00      .2000      .2000     1.0000
     .20     1.00     1.50      .1382      .2000     1.3925
     .20     1.00     2.00      .1056      .2000     1.7889
     .20     1.00     2.50      .0854      .2000     2.1867
     .20     1.00     3.00      .0717      .2000     2.5853
     .20     1.50      .25      .7324      .2000      .6579
     .20     1.50      .50      .5280      .2000      .6733
     .20     1.50     1.00      .3420      .2000      .8772
     .20     1.50     1.50      .2541      .2000     1.1086
     .20     1.50     2.00      .2024      .2000     1.3456
     .20     1.50     2.50      .1683      .2000     1.5847
     .20     1.50     3.00      .1441      .2000     1.8249
     .30      .75      .25      .6615      .3000      .5624
     .30      .75      .50      .3852      .3000      .6756
     .30      .75     1.00      .2008      .3000     1.1204
     .30      .75     1.50      .1346      .3000     1.6023
     .30      .75     2.00      .1010      .3000     2.0929
     .30      .75     2.50      .0808      .3000     2.5868
     .30      .75     3.00      .0673      .3000     3.0823
     .30     1.00      .25      .7599      .3000      .7289
     .30     1.00      .50      .5100      .3000      .7143
     .30     1.00     1.00      .3000      .3000     1.0000
     .30     1.00     1.50      .2116      .3000     1.3319
     .30     1.00     2.00      .1633      .3000     1.6733
     .30     1.00     2.50      .1330      .3000     2.0184
     .30     1.00     3.00      .1121      .3000     2.3651
     .30     1.50      .25      .8510      .3000     1.1004
     .30     1.50      .50      .6576      .3000      .8823
     .30     1.50     1.00      .4481      .3000     1.0041
     .30     1.50     1.50      .3402      .3000     1.2064
     .30     1.50     2.00      .2743      .3000     1.4253
     .30     1.50     2.50      .2298      .3000     1.6503
     .30     1.50     3.00      .1978      .3000     1.8782
     .40      .75      .25      .8106      .4000      .8261
     .40      .75      .50      .5300      .4000      .7134
     .40      .75     1.00      .2947      .4000     1.0179
     .40      .75     1.50      .2017      .4000     1.3908
     .40      .75     2.00      .1530      .4000     1.7776
     .40      .75     2.50      .1231      .4000     2.1695
     .40      .75     3.00      .1029      .4000     2.5638
     .40     1.00      .25      .8704      .4000     1.1574
     .40     1.00      .50      .6400      .4000      .8333
     .40     1.00     1.00      .4000      .4000     1.0000
     .40     1.00     1.50      .2886      .4000     1.2651
     .40     1.00     2.00      .2254      .4000     1.5492
     .40     1.00     2.50      .1848      .4000     1.8401
     .40     1.00     3.00      .1566      .4000     2.1341
     .40     1.50      .25      .9219      .4000     1.8596
     .40     1.50      .50      .7581      .4000     1.1269
     .40     1.50     1.00      .5429      .4000     1.1052
     .40     1.50     1.50      .4211      .4000     1.2573
     .40     1.50     2.00      .3438      .4000     1.4428
     .40     1.50     2.50      .2904      .4000     1.6405
     .40     1.50     3.00      .2514      .4000     1.8440
     .50      .75      .25      .9067      .5000     1.3662
     .50      .75      .50      .6633      .5000      .7969
     .50      .75     1.00      .3969      .5000      .9449
     .50      .75     1.50      .2786      .5000     1.2197
     .50      .75     2.00      .2139      .5000     1.5170
     .50      .75     2.50      .1734      .5000     1.8224
     .50      .75     3.00      .1458      .5000     2.1314
     .50     1.00      .25      .9375      .5000     2.0000
     .50     1.00      .50      .7500      .5000     1.0000
     .50     1.00     1.00      .5000      .5000     1.0000
     .50     1.00     1.50      .3700      .5000     1.1906
     .50     1.00     2.00      .2929      .5000     1.4142
     .50     1.00     2.50      .2421      .5000     1.6494
     .50     1.00     3.00      .2063      .5000     1.8899
     .50     1.50      .25      .9630      .5000     3.3258
     .50     1.50      .50      .8368      .5000     1.4416
     .50     1.50     1.00      .6300      .5000     1.1906
     .50     1.50     1.50      .5000      .5000     1.2732
     .50     1.50     2.00      .4136      .5000     1.4142
     .50     1.50     2.50      .3525      .5000     1.5755
     .50     1.50     3.00      .3069      .5000     1.7464
     .60      .75      .25      .9613      .6000     2.6072
     .60      .75      .50      .7793      .6000      .9454
     .60      .75     1.00      .5061      .6000      .8892
     .60      .75     1.50      .3662      .6000     1.0676
     .60      .75     2.00      .2856      .6000     1.2826
     .60      .75     2.50      .2337      .6000     1.5099
     .60      .75     3.00      .1976      .6000     1.7426
     .60     1.00      .25      .9744      .6000     3.9063
     .60     1.00      .50      .8400      .6000     1.2500
     .60     1.00     1.00      .6000      .6000     1.0000
     .60     1.00     1.50      .4571      .6000     1.1052
     .60     1.00     2.00      .3675      .6000     1.2649
     .60     1.00     2.50      .3069      .6000     1.4427
     .60     1.00     3.00      .2632      .6000     1.6287
     .60     1.50      .25      .9850      .6000     6.6134
     .60     1.50      .50      .8978      .6000     1.8869
     .60     1.50     1.00      .7114      .6000     1.2651
     .60     1.50     1.50      .5789      .6000     1.2573
     .60     1.50     2.00      .4860      .6000     1.3438
     .60     1.50     2.50      .4182      .6000     1.4617
     .60     1.50     3.00      .3667      .6000     1.5938
     .70      .75      .25      .9877      .7000     6.1137
     .70      .75      .50      .8736      .7000     1.2142
     .70      .75     1.00      .6215      .7000      .8447
     .70      .75     1.50      .4670      .7000      .9214
     .70      .75     2.00      .3714      .7000     1.0570
     .70      .75     2.50      .3075      .7000     1.2110
     .70      .75     3.00      .2622      .7000     1.3731
     .70     1.00      .25      .9919      .7000     9.2593
     .70     1.00      .50      .9100      .7000     1.6667
     .70     1.00     1.00      .7000      .7000     1.0000
     .70     1.00     1.50      .5519      .7000     1.0041
     .70     1.00     2.00      .4523      .7000     1.0954
     .70     1.00     2.50      .3822      .7000     1.2140
     .70     1.00     3.00      .3306      .7000     1.3444
     .70     1.50      .25      .9953      .7000    15.8068
     .70     1.50      .50      .9434      .7000     2.5994
     .70     1.50     1.00      .7884      .7000     1.3319
     .70     1.50     1.50      .6598      .7000     1.2064
     .70     1.50     2.00      .5635      .7000     1.2287
     .70     1.50     2.50      .4905      .7000     1.2972
     .70     1.50     3.00      .4337      .7000     1.3859
     .80      .75      .25      .9976      .8000    20.5520
     .80      .75      .50      .9431      .8000     1.7757
     .80      .75     1.00      .7427      .8000      .8079
     .80      .75     1.50      .5855      .8000      .7679
     .80      .75     2.00      .4781      .8000      .8238
     .80      .75     2.50      .4025      .8000      .9075
     .80      .75     3.00      .3469      .8000     1.0028
     .80     1.00      .25      .9984      .8000    31.2500
     .80     1.00      .50      .9600      .8000     2.5000
     .80     1.00     1.00      .8000      .8000     1.0000
     .80     1.00     1.50      .6580      .8000      .8772
     .80     1.00     2.00      .5528      .8000      .8944
     .80     1.00     2.50      .4747      .8000      .9518
     .80     1.00     3.00      .4152      .8000     1.0260
     .80     1.50      .25      .9991      .8000    53.5108
     .80     1.50      .50      .9751      .8000     3.9855
     .80     1.50     1.00      .8618      .8000     1.3925
     .80     1.50     1.50      .7459      .8000     1.1086
     .80     1.50     2.00      .6508      .8000     1.0564
     .80     1.50     2.50      .5748      .8000     1.0706
     .80     1.50     3.00      .5137      .8000     1.1124
     .90      .75      .25      .9998      .9000   164.2657
     .90      .75      .50      .9857      .9000     3.4998
     .90      .75     1.00      .8689      .9000      .7768
     .90      .75     1.50      .7336      .9000      .5818
     .90      .75     2.00      .6239      .9000      .5555
     .90      .75     2.50      .5392      .9000      .5712
     .90      .75     3.00      .4734      .9000      .6033
     .90     1.00      .25      .9999      .9000   250.0000
     .90     1.00      .50      .9900      .9000     5.0000
     .90     1.00     1.00      .9000      .9000     1.0000
     .90     1.00     1.50      .7846      .9000      .6962
     .90     1.00     2.00      .6838      .9000      .6325
     .90     1.00     2.50      .6019      .9000      .6280
     .90     1.00     3.00      .5358      .9000      .6463
     .90     1.50      .25      .9999      .9000   428.3866
     .90     1.50      .50      .9938      .9000     8.0723
     .90     1.50     1.00      .9322      .9000     1.4482
     .90     1.50     1.50      .8435      .9000      .9252
     .90     1.50     2.00      .7586      .9000      .7883
     .90     1.50     2.50      .6847      .9000      .7461
     .90     1.50     3.00      .6218      .9000      .7400
     .99      .75      .25     1.0000      .9900 164255.717
     .99      .75      .50      .9999      .9900    34.8318
     .99      .75     1.00      .9867      .9900      .7525
     .99      .75     1.50      .9412      .9900      .2568
     .99      .75     2.00      .8779      .9900      .1656
     .99      .75     2.50      .8116      .9900      .1348
     .99      .75     3.00      .7492      .9900      .1220
     .99     1.00      .25     1.0000      .9900 249999.999
     .99     1.00      .50      .9999      .9900    50.0000
     .99     1.00     1.00      .9900      .9900     1.0000
     .99     1.00     1.50      .9536      .9900      .3232
     .99     1.00     2.00      .9000      .9900      .2000
     .99     1.00     2.50      .8415      .9900      .1577
     .99     1.00     3.00      .7846      .9900      .1392
     .99     1.50      .25     1.0000      .9900 428406.592
     .99     1.50      .50      .9999      .9900    81.0536
     .99     1.50     1.00      .9933      .9900     1.4950
     .99     1.50     1.50      .9672      .9900      .4538
     .99     1.50     2.00      .9260      .9900      .2669
     .99     1.50     2.50      .8786      .9900      .2020
     .99     1.50     3.00      .8302      .9900      .1724
])

RANDIST_CHECK([cauchy], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01    -5.00      .50   -20.9103      .0100      .0006
     .01    -5.00      .75   -28.8654      .0100      .0004
     .01    -5.00     1.00   -36.8205      .0100      .0003
     .01    -5.00     1.25   -44.7756      .0100      .0003
     .01    -5.00     1.50   -52.7308      .0100      .0002
     .01    -4.00      .50   -19.9103      .0100      .0006
     .01    -4.00      .75   -27.8654      .0100      .0004
     .01    -4.00     1.00   -35.8205      .0100      .0003
     .01    -4.00     1.25   -43.7756      .0100      .0003
     .01    -4.00     1.50   -51.7308      .0100      .0002
     .01    -3.00      .50   -18.9103      .0100      .0006
     .01    -3.00      .75   -26.8654      .0100      .0004
     .01    -3.00     1.00   -34.8205      .0100      .0003
     .01    -3.00     1.25   -42.7756      .0100      .0003
     .01    -3.00     1.50   -50.7308      .0100      .0002
     .01    -2.00      .50   -17.9103      .0100      .0006
     .01    -2.00      .75   -25.8654      .0100      .0004
     .01    -2.00     1.00   -33.8205      .0100      .0003
     .01    -2.00     1.25   -41.7756      .0100      .0003
     .01    -2.00     1.50   -49.7308      .0100      .0002
     .01    -1.00      .50   -16.9103      .0100      .0006
     .01    -1.00      .75   -24.8654      .0100      .0004
     .01    -1.00     1.00   -32.8205      .0100      .0003
     .01    -1.00     1.25   -40.7756      .0100      .0003
     .01    -1.00     1.50   -48.7308      .0100      .0002
     .01      .00      .50   -15.9103      .0100      .0006
     .01      .00      .75   -23.8654      .0100      .0004
     .01      .00     1.00   -31.8205      .0100      .0003
     .01      .00     1.25   -39.7756      .0100      .0003
     .01      .00     1.50   -47.7308      .0100      .0002
     .01     1.00      .50   -14.9103      .0100      .0006
     .01     1.00      .75   -22.8654      .0100      .0004
     .01     1.00     1.00   -30.8205      .0100      .0003
     .01     1.00     1.25   -38.7756      .0100      .0003
     .01     1.00     1.50   -46.7308      .0100      .0002
     .01     2.00      .50   -13.9103      .0100      .0006
     .01     2.00      .75   -21.8654      .0100      .0004
     .01     2.00     1.00   -29.8205      .0100      .0003
     .01     2.00     1.25   -37.7756      .0100      .0003
     .01     2.00     1.50   -45.7308      .0100      .0002
     .01     3.00      .50   -12.9103      .0100      .0006
     .01     3.00      .75   -20.8654      .0100      .0004
     .01     3.00     1.00   -28.8205      .0100      .0003
     .01     3.00     1.25   -36.7756      .0100      .0003
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     .60     2.00      .75     2.2437      .6000      .3839
     .60     2.00     1.00     2.3249      .6000      .2879
     .60     2.00     1.25     2.4061      .6000      .2303
     .60     2.00     1.50     2.4874      .6000      .1919
     .60     3.00      .50     3.1625      .6000      .5758
     .60     3.00      .75     3.2437      .6000      .3839
     .60     3.00     1.00     3.3249      .6000      .2879
     .60     3.00     1.25     3.4061      .6000      .2303
     .60     3.00     1.50     3.4874      .6000      .1919
     .60     4.00      .50     4.1625      .6000      .5758
     .60     4.00      .75     4.2437      .6000      .3839
     .60     4.00     1.00     4.3249      .6000      .2879
     .60     4.00     1.25     4.4061      .6000      .2303
     .60     4.00     1.50     4.4874      .6000      .1919
     .60     5.00      .50     5.1625      .6000      .5758
     .60     5.00      .75     5.2437      .6000      .3839
     .60     5.00     1.00     5.3249      .6000      .2879
     .60     5.00     1.25     5.4061      .6000      .2303
     .60     5.00     1.50     5.4874      .6000      .1919
     .70    -5.00      .50    -4.6367      .7000      .4167
     .70    -5.00      .75    -4.4551      .7000      .2778
     .70    -5.00     1.00    -4.2735      .7000      .2083
     .70    -5.00     1.25    -4.0918      .7000      .1667
     .70    -5.00     1.50    -3.9102      .7000      .1389
     .70    -4.00      .50    -3.6367      .7000      .4167
     .70    -4.00      .75    -3.4551      .7000      .2778
     .70    -4.00     1.00    -3.2735      .7000      .2083
     .70    -4.00     1.25    -3.0918      .7000      .1667
     .70    -4.00     1.50    -2.9102      .7000      .1389
     .70    -3.00      .50    -2.6367      .7000      .4167
     .70    -3.00      .75    -2.4551      .7000      .2778
     .70    -3.00     1.00    -2.2735      .7000      .2083
     .70    -3.00     1.25    -2.0918      .7000      .1667
     .70    -3.00     1.50    -1.9102      .7000      .1389
     .70    -2.00      .50    -1.6367      .7000      .4167
     .70    -2.00      .75    -1.4551      .7000      .2778
     .70    -2.00     1.00    -1.2735      .7000      .2083
     .70    -2.00     1.25    -1.0918      .7000      .1667
     .70    -2.00     1.50     -.9102      .7000      .1389
     .70    -1.00      .50     -.6367      .7000      .4167
     .70    -1.00      .75     -.4551      .7000      .2778
     .70    -1.00     1.00     -.2735      .7000      .2083
     .70    -1.00     1.25     -.0918      .7000      .1667
     .70    -1.00     1.50      .0898      .7000      .1389
     .70      .00      .50      .3633      .7000      .4167
     .70      .00      .75      .5449      .7000      .2778
     .70      .00     1.00      .7265      .7000      .2083
     .70      .00     1.25      .9082      .7000      .1667
     .70      .00     1.50     1.0898      .7000      .1389
     .70     1.00      .50     1.3633      .7000      .4167
     .70     1.00      .75     1.5449      .7000      .2778
     .70     1.00     1.00     1.7265      .7000      .2083
     .70     1.00     1.25     1.9082      .7000      .1667
     .70     1.00     1.50     2.0898      .7000      .1389
     .70     2.00      .50     2.3633      .7000      .4167
     .70     2.00      .75     2.5449      .7000      .2778
     .70     2.00     1.00     2.7265      .7000      .2083
     .70     2.00     1.25     2.9082      .7000      .1667
     .70     2.00     1.50     3.0898      .7000      .1389
     .70     3.00      .50     3.3633      .7000      .4167
     .70     3.00      .75     3.5449      .7000      .2778
     .70     3.00     1.00     3.7265      .7000      .2083
     .70     3.00     1.25     3.9082      .7000      .1667
     .70     3.00     1.50     4.0898      .7000      .1389
     .70     4.00      .50     4.3633      .7000      .4167
     .70     4.00      .75     4.5449      .7000      .2778
     .70     4.00     1.00     4.7265      .7000      .2083
     .70     4.00     1.25     4.9082      .7000      .1667
     .70     4.00     1.50     5.0898      .7000      .1389
     .70     5.00      .50     5.3633      .7000      .4167
     .70     5.00      .75     5.5449      .7000      .2778
     .70     5.00     1.00     5.7265      .7000      .2083
     .70     5.00     1.25     5.9082      .7000      .1667
     .70     5.00     1.50     6.0898      .7000      .1389
     .80    -5.00      .50    -4.3118      .8000      .2199
     .80    -5.00      .75    -3.9677      .8000      .1466
     .80    -5.00     1.00    -3.6236      .8000      .1100
     .80    -5.00     1.25    -3.2795      .8000      .0880
     .80    -5.00     1.50    -2.9354      .8000      .0733
     .80    -4.00      .50    -3.3118      .8000      .2199
     .80    -4.00      .75    -2.9677      .8000      .1466
     .80    -4.00     1.00    -2.6236      .8000      .1100
     .80    -4.00     1.25    -2.2795      .8000      .0880
     .80    -4.00     1.50    -1.9354      .8000      .0733
     .80    -3.00      .50    -2.3118      .8000      .2199
     .80    -3.00      .75    -1.9677      .8000      .1466
     .80    -3.00     1.00    -1.6236      .8000      .1100
     .80    -3.00     1.25    -1.2795      .8000      .0880
     .80    -3.00     1.50     -.9354      .8000      .0733
     .80    -2.00      .50    -1.3118      .8000      .2199
     .80    -2.00      .75     -.9677      .8000      .1466
     .80    -2.00     1.00     -.6236      .8000      .1100
     .80    -2.00     1.25     -.2795      .8000      .0880
     .80    -2.00     1.50      .0646      .8000      .0733
     .80    -1.00      .50     -.3118      .8000      .2199
     .80    -1.00      .75      .0323      .8000      .1466
     .80    -1.00     1.00      .3764      .8000      .1100
     .80    -1.00     1.25      .7205      .8000      .0880
     .80    -1.00     1.50     1.0646      .8000      .0733
     .80      .00      .50      .6882      .8000      .2199
     .80      .00      .75     1.0323      .8000      .1466
     .80      .00     1.00     1.3764      .8000      .1100
     .80      .00     1.25     1.7205      .8000      .0880
     .80      .00     1.50     2.0646      .8000      .0733
     .80     1.00      .50     1.6882      .8000      .2199
     .80     1.00      .75     2.0323      .8000      .1466
     .80     1.00     1.00     2.3764      .8000      .1100
     .80     1.00     1.25     2.7205      .8000      .0880
     .80     1.00     1.50     3.0646      .8000      .0733
     .80     2.00      .50     2.6882      .8000      .2199
     .80     2.00      .75     3.0323      .8000      .1466
     .80     2.00     1.00     3.3764      .8000      .1100
     .80     2.00     1.25     3.7205      .8000      .0880
     .80     2.00     1.50     4.0646      .8000      .0733
     .80     3.00      .50     3.6882      .8000      .2199
     .80     3.00      .75     4.0323      .8000      .1466
     .80     3.00     1.00     4.3764      .8000      .1100
     .80     3.00     1.25     4.7205      .8000      .0880
     .80     3.00     1.50     5.0646      .8000      .0733
     .80     4.00      .50     4.6882      .8000      .2199
     .80     4.00      .75     5.0323      .8000      .1466
     .80     4.00     1.00     5.3764      .8000      .1100
     .80     4.00     1.25     5.7205      .8000      .0880
     .80     4.00     1.50     6.0646      .8000      .0733
     .80     5.00      .50     5.6882      .8000      .2199
     .80     5.00      .75     6.0323      .8000      .1466
     .80     5.00     1.00     6.3764      .8000      .1100
     .80     5.00     1.25     6.7205      .8000      .0880
     .80     5.00     1.50     7.0646      .8000      .0733
     .90    -5.00      .50    -3.4612      .9000      .0608
     .90    -5.00      .75    -2.6917      .9000      .0405
     .90    -5.00     1.00    -1.9223      .9000      .0304
     .90    -5.00     1.25    -1.1529      .9000      .0243
     .90    -5.00     1.50     -.3835      .9000      .0203
     .90    -4.00      .50    -2.4612      .9000      .0608
     .90    -4.00      .75    -1.6917      .9000      .0405
     .90    -4.00     1.00     -.9223      .9000      .0304
     .90    -4.00     1.25     -.1529      .9000      .0243
     .90    -4.00     1.50      .6165      .9000      .0203
     .90    -3.00      .50    -1.4612      .9000      .0608
     .90    -3.00      .75     -.6917      .9000      .0405
     .90    -3.00     1.00      .0777      .9000      .0304
     .90    -3.00     1.25      .8471      .9000      .0243
     .90    -3.00     1.50     1.6165      .9000      .0203
     .90    -2.00      .50     -.4612      .9000      .0608
     .90    -2.00      .75      .3083      .9000      .0405
     .90    -2.00     1.00     1.0777      .9000      .0304
     .90    -2.00     1.25     1.8471      .9000      .0243
     .90    -2.00     1.50     2.6165      .9000      .0203
     .90    -1.00      .50      .5388      .9000      .0608
     .90    -1.00      .75     1.3083      .9000      .0405
     .90    -1.00     1.00     2.0777      .9000      .0304
     .90    -1.00     1.25     2.8471      .9000      .0243
     .90    -1.00     1.50     3.6165      .9000      .0203
     .90      .00      .50     1.5388      .9000      .0608
     .90      .00      .75     2.3083      .9000      .0405
     .90      .00     1.00     3.0777      .9000      .0304
     .90      .00     1.25     3.8471      .9000      .0243
     .90      .00     1.50     4.6165      .9000      .0203
     .90     1.00      .50     2.5388      .9000      .0608
     .90     1.00      .75     3.3083      .9000      .0405
     .90     1.00     1.00     4.0777      .9000      .0304
     .90     1.00     1.25     4.8471      .9000      .0243
     .90     1.00     1.50     5.6165      .9000      .0203
     .90     2.00      .50     3.5388      .9000      .0608
     .90     2.00      .75     4.3083      .9000      .0405
     .90     2.00     1.00     5.0777      .9000      .0304
     .90     2.00     1.25     5.8471      .9000      .0243
     .90     2.00     1.50     6.6165      .9000      .0203
     .90     3.00      .50     4.5388      .9000      .0608
     .90     3.00      .75     5.3083      .9000      .0405
     .90     3.00     1.00     6.0777      .9000      .0304
     .90     3.00     1.25     6.8471      .9000      .0243
     .90     3.00     1.50     7.6165      .9000      .0203
     .90     4.00      .50     5.5388      .9000      .0608
     .90     4.00      .75     6.3083      .9000      .0405
     .90     4.00     1.00     7.0777      .9000      .0304
     .90     4.00     1.25     7.8471      .9000      .0243
     .90     4.00     1.50     8.6165      .9000      .0203
     .90     5.00      .50     6.5388      .9000      .0608
     .90     5.00      .75     7.3083      .9000      .0405
     .90     5.00     1.00     8.0777      .9000      .0304
     .90     5.00     1.25     8.8471      .9000      .0243
     .90     5.00     1.50     9.6165      .9000      .0203
     .99    -5.00      .50    10.9103      .9900      .0006
     .99    -5.00      .75    18.8654      .9900      .0004
     .99    -5.00     1.00    26.8205      .9900      .0003
     .99    -5.00     1.25    34.7756      .9900      .0003
     .99    -5.00     1.50    42.7308      .9900      .0002
     .99    -4.00      .50    11.9103      .9900      .0006
     .99    -4.00      .75    19.8654      .9900      .0004
     .99    -4.00     1.00    27.8205      .9900      .0003
     .99    -4.00     1.25    35.7756      .9900      .0003
     .99    -4.00     1.50    43.7308      .9900      .0002
     .99    -3.00      .50    12.9103      .9900      .0006
     .99    -3.00      .75    20.8654      .9900      .0004
     .99    -3.00     1.00    28.8205      .9900      .0003
     .99    -3.00     1.25    36.7756      .9900      .0003
     .99    -3.00     1.50    44.7308      .9900      .0002
     .99    -2.00      .50    13.9103      .9900      .0006
     .99    -2.00      .75    21.8654      .9900      .0004
     .99    -2.00     1.00    29.8205      .9900      .0003
     .99    -2.00     1.25    37.7756      .9900      .0003
     .99    -2.00     1.50    45.7308      .9900      .0002
     .99    -1.00      .50    14.9103      .9900      .0006
     .99    -1.00      .75    22.8654      .9900      .0004
     .99    -1.00     1.00    30.8205      .9900      .0003
     .99    -1.00     1.25    38.7756      .9900      .0003
     .99    -1.00     1.50    46.7308      .9900      .0002
     .99      .00      .50    15.9103      .9900      .0006
     .99      .00      .75    23.8654      .9900      .0004
     .99      .00     1.00    31.8205      .9900      .0003
     .99      .00     1.25    39.7756      .9900      .0003
     .99      .00     1.50    47.7308      .9900      .0002
     .99     1.00      .50    16.9103      .9900      .0006
     .99     1.00      .75    24.8654      .9900      .0004
     .99     1.00     1.00    32.8205      .9900      .0003
     .99     1.00     1.25    40.7756      .9900      .0003
     .99     1.00     1.50    48.7308      .9900      .0002
     .99     2.00      .50    17.9103      .9900      .0006
     .99     2.00      .75    25.8654      .9900      .0004
     .99     2.00     1.00    33.8205      .9900      .0003
     .99     2.00     1.25    41.7756      .9900      .0003
     .99     2.00     1.50    49.7308      .9900      .0002
     .99     3.00      .50    18.9103      .9900      .0006
     .99     3.00      .75    26.8654      .9900      .0004
     .99     3.00     1.00    34.8205      .9900      .0003
     .99     3.00     1.25    42.7756      .9900      .0003
     .99     3.00     1.50    50.7308      .9900      .0002
     .99     4.00      .50    19.9103      .9900      .0006
     .99     4.00      .75    27.8654      .9900      .0004
     .99     4.00     1.00    35.8205      .9900      .0003
     .99     4.00     1.25    43.7756      .9900      .0003
     .99     4.00     1.50    51.7308      .9900      .0002
     .99     5.00      .50    20.9103      .9900      .0006
     .99     5.00      .75    28.8654      .9900      .0004
     .99     5.00     1.00    36.8205      .9900      .0003
     .99     5.00     1.25    44.7756      .9900      .0003
     .99     5.00     1.50    52.7308      .9900      .0002
])

RANDIST_CHECK([chisq], [df], [cdf pdf sig], [dnl
       P       df          x        cdf        pdf        sig
     .01     1.00      .0002      .0100    31.8277      .9900
     .01     2.00      .0201      .0100      .4950      .9900
     .01     5.00      .5543      .0100      .0416      .9900
     .01    10.00     2.5582      .0100      .0155      .9900
     .10     1.00      .0158      .1000     3.1498      .9000
     .10     2.00      .2107      .1000      .4500      .9000
     .10     5.00     1.6103      .1000      .1215      .9000
     .10    10.00     4.8652      .1000      .0641      .9000
     .20     1.00      .0642      .2000     1.5250      .8000
     .20     2.00      .4463      .2000      .4000      .8000
     .20     5.00     2.3425      .2000      .1478      .8000
     .20    10.00     6.1791      .2000      .0864      .8000
     .30     1.00      .1485      .3000      .9613      .7000
     .30     2.00      .7133      .3000      .3500      .7000
     .30     5.00     2.9999      .3000      .1542      .7000
     .30    10.00     7.2672      .3000      .0960      .7000
     .40     1.00      .2750      .4000      .6630      .6000
     .40     2.00     1.0217      .4000      .3000      .6000
     .40     5.00     3.6555      .4000      .1494      .6000
     .40    10.00     8.2955      .4000      .0974      .6000
     .50     1.00      .4549      .5000      .4711      .5000
     .50     2.00     1.3863      .5000      .2500      .5000
     .50     5.00     4.3515      .5000      .1370      .5000
     .50    10.00     9.3418      .5000      .0929      .5000
     .60     1.00      .7083      .6000      .3326      .4000
     .60     2.00     1.8326      .6000      .2000      .4000
     .60     5.00     5.1319      .6000      .1188      .4000
     .60    10.00    10.4732      .6000      .0833      .4000
     .70     1.00     1.0742      .7000      .2250      .3000
     .70     2.00     2.4079      .7000      .1500      .3000
     .70     5.00     6.0644      .7000      .0957      .3000
     .70    10.00    11.7807      .7000      .0694      .3000
     .80     1.00     1.6424      .8000      .1369      .2000
     .80     2.00     3.2189      .8000      .1000      .2000
     .80     5.00     7.2893      .8000      .0684      .2000
     .80    10.00    13.4420      .8000      .0512      .2000
     .90     1.00     2.7055      .9000      .0627      .1000
     .90     2.00     4.6052      .9000      .0500      .1000
     .90     5.00     9.2364      .9000      .0368      .1000
     .90    10.00    15.9872      .9000      .0287      .1000
     .99     1.00     6.6349      .9900      .0056      .0100
     .99     2.00     9.2103      .9900      .0050      .0100
     .99     5.00    15.0863      .9900      .0041      .0100
     .99    10.00    23.2093      .9900      .0034      .0100
])

RANDIST_CHECK([exp], [a], [cdf pdf], [dnl
       P        a          x        cdf        pdf
     .01     1.00      .0101      .0100      .9900
     .01     2.00      .0050      .0100     1.9800
     .01     5.00      .0020      .0100     4.9500
     .01    10.00      .0010      .0100     9.9000
     .10     1.00      .1054      .1000      .9000
     .10     2.00      .0527      .1000     1.8000
     .10     5.00      .0211      .1000     4.5000
     .10    10.00      .0105      .1000     9.0000
     .20     1.00      .2231      .2000      .8000
     .20     2.00      .1116      .2000     1.6000
     .20     5.00      .0446      .2000     4.0000
     .20    10.00      .0223      .2000     8.0000
     .30     1.00      .3567      .3000      .7000
     .30     2.00      .1783      .3000     1.4000
     .30     5.00      .0713      .3000     3.5000
     .30    10.00      .0357      .3000     7.0000
     .40     1.00      .5108      .4000      .6000
     .40     2.00      .2554      .4000     1.2000
     .40     5.00      .1022      .4000     3.0000
     .40    10.00      .0511      .4000     6.0000
     .50     1.00      .6931      .5000      .5000
     .50     2.00      .3466      .5000     1.0000
     .50     5.00      .1386      .5000     2.5000
     .50    10.00      .0693      .5000     5.0000
     .60     1.00      .9163      .6000      .4000
     .60     2.00      .4581      .6000      .8000
     .60     5.00      .1833      .6000     2.0000
     .60    10.00      .0916      .6000     4.0000
     .70     1.00     1.2040      .7000      .3000
     .70     2.00      .6020      .7000      .6000
     .70     5.00      .2408      .7000     1.5000
     .70    10.00      .1204      .7000     3.0000
     .80     1.00     1.6094      .8000      .2000
     .80     2.00      .8047      .8000      .4000
     .80     5.00      .3219      .8000     1.0000
     .80    10.00      .1609      .8000     2.0000
     .90     1.00     2.3026      .9000      .1000
     .90     2.00     1.1513      .9000      .2000
     .90     5.00      .4605      .9000      .5000
     .90    10.00      .2303      .9000     1.0000
     .99     1.00     4.6052      .9900      .0100
     .99     2.00     2.3026      .9900      .0200
     .99     5.00      .9210      .9900      .0500
     .99    10.00      .4605      .9900      .1000
])

RANDIST_CHECK([f], [df1 df2], [cdf pdf], [dnl
       P      df1      df2          x        cdf        pdf
     .01     1.00     1.00      .0002      .0100    20.2576
     .01     1.00     2.00      .0002      .0100    24.9950
     .01     1.00     5.00      .0002      .0100    28.8162
     .01     1.00    10.00      .0002      .0100    30.2774
     .01     2.00     1.00      .0102      .0100      .9703
     .01     2.00     2.00      .0101      .0100      .9801
     .01     2.00     5.00      .0101      .0100      .9860
     .01     2.00    10.00      .0101      .0100      .9880
     .01     5.00     1.00      .0615      .0100      .3238
     .01     5.00     2.00      .0753      .0100      .2793
     .01     5.00     5.00      .0912      .0100      .2417
     .01     5.00    10.00      .0995      .0100      .2261
     .01    10.00     1.00      .0996      .0100      .2704
     .01    10.00     2.00      .1323      .0100      .2275
     .01    10.00     5.00      .1774      .0100      .1907
     .01    10.00    10.00      .2062      .0100      .1747
     .10     1.00     1.00      .0251      .1000     1.9605
     .10     1.00     2.00      .0202      .1000     2.4503
     .10     1.00     5.00      .0175      .1000     2.8421
     .10     1.00    10.00      .0166      .1000     2.9915
     .10     2.00     1.00      .1173      .1000      .7290
     .10     2.00     2.00      .1111      .1000      .8100
     .10     2.00     5.00      .1076      .1000      .8629
     .10     2.00    10.00      .1065      .1000      .8812
     .10     5.00     1.00      .2463      .1000      .5220
     .10     5.00     2.00      .2646      .1000      .5687
     .10     5.00     5.00      .2896      .1000      .5934
     .10     5.00    10.00      .3033      .1000      .6006
     .10    10.00     1.00      .3044      .1000      .4857
     .10    10.00     2.00      .3419      .1000      .5396
     .10    10.00     5.00      .3966      .1000      .5816
     .10    10.00    10.00      .4306      .1000      .6031
     .20     1.00     1.00      .1056      .2000      .8861
     .20     1.00     2.00      .0833      .2000     1.1520
     .20     1.00     5.00      .0714      .2000     1.3616
     .20     1.00    10.00      .0677      .2000     1.4410
     .20     2.00     1.00      .2812      .2000      .5120
     .20     2.00     2.00      .2500      .2000      .6400
     .20     2.00     5.00      .2334      .2000      .7317
     .20     2.00    10.00      .2282      .2000      .7651
     .20     5.00     1.00      .4591      .2000      .4124
     .20     5.00     2.00      .4426      .2000      .5362
     .20     5.00     5.00      .4489      .2000      .6397
     .20     5.00    10.00      .4563      .2000      .6842
     .20    10.00     1.00      .5311      .2000      .3893
     .20    10.00     2.00      .5267      .2000      .5225
     .20    10.00     5.00      .5547      .2000      .6584
     .20    10.00    10.00      .5775      .2000      .7343
     .30     1.00     1.00      .2596      .3000      .4960
     .30     1.00     2.00      .1978      .3000      .6901
     .30     1.00     5.00      .1667      .3000      .8428
     .30     1.00    10.00      .1573      .3000      .9004
     .30     2.00     1.00      .5204      .3000      .3430
     .30     2.00     2.00      .4286      .3000      .4900
     .30     2.00     5.00      .3834      .3000      .6069
     .30     2.00    10.00      .3697      .3000      .6518
     .30     5.00     1.00      .7486      .3000      .2880
     .30     5.00     2.00      .6466      .3000      .4433
     .30     5.00     5.00      .6094      .3000      .5984
     .30     5.00    10.00      .6026      .3000      .6729
     .30    10.00     1.00      .8370      .3000      .2732
     .30    10.00     2.00      .7346      .3000      .4370
     .30    10.00     5.00      .7085      .3000      .6313
     .30    10.00    10.00      .7112      .3000      .7487
     .40     1.00     1.00      .5279      .4000      .2868
     .40     1.00     2.00      .3810      .4000      .4410
     .40     1.00     5.00      .3130      .4000      .5656
     .40     1.00    10.00      .2933      .4000      .6129
     .40     2.00     1.00      .8889      .4000      .2160
     .40     2.00     2.00      .6667      .4000      .3600
     .40     2.00     5.00      .5668      .4000      .4891
     .40     2.00    10.00      .5378      .4000      .5417
     .40     5.00     1.00     1.1826      .4000      .1847
     .40     5.00     2.00      .9035      .4000      .3396
     .40     5.00     5.00      .7879      .4000      .5199
     .40     5.00    10.00      .7573      .4000      .6147
     .40    10.00     1.00     1.2941      .4000      .1755
     .40    10.00     2.00      .9944      .4000      .3368
     .40    10.00     5.00      .8763      .4000      .5572
     .40    10.00    10.00      .8484      .4000      .7011
     .50     1.00     1.00     1.0000      .5000      .1592
     .50     1.00     2.00      .6667      .5000      .2813
     .50     1.00     5.00      .5281      .5000      .3865
     .50     1.00    10.00      .4897      .5000      .4274
     .50     2.00     1.00     1.5000      .5000      .1250
     .50     2.00     2.00     1.0000      .5000      .2500
     .50     2.00     5.00      .7988      .5000      .3789
     .50     2.00    10.00      .7435      .5000      .4353
     .50     5.00     1.00     1.8937      .5000      .1078
     .50     5.00     2.00     1.2519      .5000      .2418
     .50     5.00     5.00     1.0000      .5000      .4244
     .50     5.00    10.00      .9319      .5000      .5295
     .50    10.00     1.00     2.0419      .5000      .1025
     .50    10.00     2.00     1.3450      .5000      .2406
     .50    10.00     5.00     1.0730      .5000      .4599
     .50    10.00    10.00     1.0000      .5000      .6152
     .60     1.00     1.00     1.8944      .6000      .0799
     .60     1.00     2.00     1.1250      .6000      .1707
     .60     1.00     5.00      .8456      .6000      .2583
     .60     1.00    10.00      .7727      .6000      .2939
     .60     2.00     1.00     2.6250      .6000      .0640
     .60     2.00     2.00     1.5000      .6000      .1600
     .60     2.00     5.00     1.1067      .6000      .2773
     .60     2.00    10.00     1.0056      .6000      .3330
     .60     5.00     1.00     3.1953      .6000      .0554
     .60     5.00     2.00     1.7644      .6000      .1571
     .60     5.00     5.00     1.2692      .6000      .3227
     .60     5.00    10.00     1.1412      .6000      .4278
     .60    10.00     1.00     3.4100      .6000      .0527
     .60    10.00     2.00     1.8593      .6000      .1567
     .60    10.00     5.00     1.3204      .6000      .3526
     .60    10.00    10.00     1.1787      .6000      .5047
     .70     1.00     1.00     3.8518      .7000      .0334
     .70     1.00     2.00     1.9216      .7000      .0929
     .70     1.00     5.00     1.3358      .7000      .1614
     .70     1.00    10.00     1.1948      .7000      .1914
     .70     2.00     1.00     5.0556      .7000      .0270
     .70     2.00     2.00     2.3333      .7000      .0900
     .70     2.00     5.00     1.5466      .7000      .1853
     .70     2.00    10.00     1.3613      .7000      .2358
     .70     5.00     1.00     6.0006      .7000      .0234
     .70     5.00     2.00     2.6084      .7000      .0892
     .70     5.00     5.00     1.6410      .7000      .2222
     .70     5.00    10.00     1.4114      .7000      .3169
     .70    10.00     1.00     6.3579      .7000      .0223
     .70    10.00     2.00     2.7049      .7000      .0891
     .70    10.00     5.00     1.6595      .7000      .2443
     .70    10.00    10.00     1.4061      .7000      .3787
     .80     1.00     1.00     9.4721      .8000      .0099
     .80     1.00     2.00     3.5556      .8000      .0405
     .80     1.00     5.00     2.1782      .8000      .0869
     .80     1.00    10.00     1.8829      .8000      .1098
     .80     2.00     1.00    12.0000      .8000      .0080
     .80     2.00     2.00     4.0000      .8000      .0400
     .80     2.00     5.00     2.2591      .8000      .1051
     .80     2.00    10.00     1.8986      .8000      .1450
     .80     5.00     1.00    14.0084      .8000      .0069
     .80     5.00     2.00     4.2844      .8000      .0399
     .80     5.00     5.00     2.2275      .8000      .1289
     .80     5.00    10.00     1.8027      .8000      .2026
     .80    10.00     1.00    14.7719      .8000      .0066
     .80    10.00     2.00     4.3822      .8000      .0398
     .80    10.00     5.00     2.1914      .8000      .1425
     .80    10.00    10.00     1.7316      .8000      .2449
     .90     1.00     1.00    39.8635      .9000      .0012
     .90     1.00     2.00     8.5263      .9000      .0100
     .90     1.00     5.00     4.0604      .9000      .0317
     .90     1.00    10.00     3.2850      .9000      .0450
     .90     2.00     1.00    49.5000      .9000      .0010
     .90     2.00     2.00     9.0000      .9000      .0100
     .90     2.00     5.00     3.7797      .9000      .0398
     .90     2.00    10.00     2.9245      .9000      .0631
     .90     5.00     1.00    57.2401      .9000      .0009
     .90     5.00     2.00     9.2926      .9000      .0100
     .90     5.00     5.00     3.4530      .9000      .0498
     .90     5.00    10.00     2.5216      .9000      .0915
     .90    10.00     1.00    60.1950      .9000      .0008
     .90    10.00     2.00     9.3916      .9000      .0100
     .90    10.00     5.00     3.2974      .9000      .0552
     .90    10.00    10.00     2.3226      .9000      .1118
     .99     1.00     1.00  4052.1807      .9900      .0000
     .99     1.00     2.00    98.5025      .9900      .0001
     .99     1.00     5.00    16.2582      .9900      .0012
     .99     1.00    10.00    10.0443      .9900      .0027
     .99     2.00     1.00  4999.5000      .9900      .0000
     .99     2.00     2.00    99.0000      .9900      .0001
     .99     2.00     5.00    13.2739      .9900      .0016
     .99     2.00    10.00     7.5594      .9900      .0040
     .99     5.00     1.00  5763.6496      .9900      .0000
     .99     5.00     2.00    99.2993      .9900      .0001
     .99     5.00     5.00    10.9670      .9900      .0020
     .99     5.00    10.00     5.6363      .9900      .0060
     .99    10.00     1.00  6055.8467      .9900      .0000
     .99    10.00     2.00    99.3992      .9900      .0001
     .99    10.00     5.00    10.0510      .9900      .0022
     .99    10.00    10.00     4.8491      .9900      .0074
])

RANDIST_CHECK([gamma], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01      .50   -10.00      .          .          .
     .01      .50    -5.00      .          .          .
     .01      .50      .00      .          .          .
     .01      .50     5.00      .0000      .0100   318.2766
     .01      .50    10.00      .0000      .0100   636.5531
     .01     1.00   -10.00      .          .          .
     .01     1.00    -5.00      .          .          .
     .01     1.00      .00      .          .          .
     .01     1.00     5.00      .0020      .0100     4.9500
     .01     1.00    10.00      .0010      .0100     9.9000
     .01     2.00   -10.00      .          .          .
     .01     2.00    -5.00      .          .          .
     .01     2.00      .00      .          .          .
     .01     2.00     5.00      .0297      .0100      .6402
     .01     2.00    10.00      .0149      .0100     1.2805
     .01     5.00   -10.00      .          .          .
     .01     5.00    -5.00      .          .          .
     .01     5.00      .00      .          .          .
     .01     5.00     5.00      .2558      .0100      .1552
     .01     5.00    10.00      .1279      .0100      .3104
     .10      .50   -10.00      .          .          .
     .10      .50    -5.00      .          .          .
     .10      .50      .00      .          .          .
     .10      .50     5.00      .0016      .1000    31.4977
     .10      .50    10.00      .0008      .1000    62.9955
     .10     1.00   -10.00      .          .          .
     .10     1.00    -5.00      .          .          .
     .10     1.00      .00      .          .          .
     .10     1.00     5.00      .0211      .1000     4.5000
     .10     1.00    10.00      .0105      .1000     9.0000
     .10     2.00   -10.00      .          .          .
     .10     2.00    -5.00      .          .          .
     .10     2.00      .00      .          .          .
     .10     2.00     5.00      .1064      .1000     1.5623
     .10     2.00    10.00      .0532      .1000     3.1246
     .10     5.00   -10.00      .          .          .
     .10     5.00    -5.00      .          .          .
     .10     5.00      .00      .          .          .
     .10     5.00     5.00      .4865      .1000      .6406
     .10     5.00    10.00      .2433      .1000     1.2812
     .20      .50   -10.00      .          .          .
     .20      .50    -5.00      .          .          .
     .20      .50      .00      .          .          .
     .20      .50     5.00      .0064      .2000    15.2495
     .20      .50    10.00      .0032      .2000    30.4991
     .20     1.00   -10.00      .          .          .
     .20     1.00    -5.00      .          .          .
     .20     1.00      .00      .          .          .
     .20     1.00     5.00      .0446      .2000     4.0000
     .20     1.00    10.00      .0223      .2000     8.0000
     .20     2.00   -10.00      .          .          .
     .20     2.00    -5.00      .          .          .
     .20     2.00      .00      .          .          .
     .20     2.00     5.00      .1649      .2000     1.8075
     .20     2.00    10.00      .0824      .2000     3.6150
     .20     5.00   -10.00      .          .          .
     .20     5.00    -5.00      .          .          .
     .20     5.00      .00      .          .          .
     .20     5.00     5.00      .6179      .2000      .8641
     .20     5.00    10.00      .3090      .2000     1.7282
     .30      .50   -10.00      .          .          .
     .30      .50    -5.00      .          .          .
     .30      .50      .00      .          .          .
     .30      .50     5.00      .0148      .3000     9.6128
     .30      .50    10.00      .0074      .3000    19.2255
     .30     1.00   -10.00      .          .          .
     .30     1.00    -5.00      .          .          .
     .30     1.00      .00      .          .          .
     .30     1.00     5.00      .0713      .3000     3.5000
     .30     1.00    10.00      .0357      .3000     7.0000
     .30     2.00   -10.00      .          .          .
     .30     2.00    -5.00      .          .          .
     .30     2.00      .00      .          .          .
     .30     2.00     5.00      .2195      .3000     1.8312
     .30     2.00    10.00      .1097      .3000     3.6625
     .30     5.00   -10.00      .          .          .
     .30     5.00    -5.00      .          .          .
     .30     5.00      .00      .          .          .
     .30     5.00     5.00      .7267      .3000      .9595
     .30     5.00    10.00      .3634      .3000     1.9190
     .40      .50   -10.00      .          .          .
     .40      .50    -5.00      .          .          .
     .40      .50      .00      .          .          .
     .40      .50     5.00      .0275      .4000     6.6303
     .40      .50    10.00      .0137      .4000    13.2606
     .40     1.00   -10.00      .          .          .
     .40     1.00    -5.00      .          .          .
     .40     1.00      .00      .          .          .
     .40     1.00     5.00      .1022      .4000     3.0000
     .40     1.00    10.00      .0511      .4000     6.0000
     .40     2.00   -10.00      .          .          .
     .40     2.00    -5.00      .          .          .
     .40     2.00      .00      .          .          .
     .40     2.00     5.00      .2753      .4000     1.7376
     .40     2.00    10.00      .1376      .4000     3.4752
     .40     5.00   -10.00      .          .          .
     .40     5.00    -5.00      .          .          .
     .40     5.00      .00      .          .          .
     .40     5.00     5.00      .8295      .4000      .9742
     .40     5.00    10.00      .4148      .4000     1.9485
     .50      .50   -10.00      .          .          .
     .50      .50    -5.00      .          .          .
     .50      .50      .00      .          .          .
     .50      .50     5.00      .0455      .5000     4.7114
     .50      .50    10.00      .0227      .5000     9.4227
     .50     1.00   -10.00      .          .          .
     .50     1.00    -5.00      .          .          .
     .50     1.00      .00      .          .          .
     .50     1.00     5.00      .1386      .5000     2.5000
     .50     1.00    10.00      .0693      .5000     5.0000
     .50     2.00   -10.00      .          .          .
     .50     2.00    -5.00      .          .          .
     .50     2.00      .00      .          .          .
     .50     2.00     5.00      .3357      .5000     1.5666
     .50     2.00    10.00      .1678      .5000     3.1332
     .50     5.00   -10.00      .          .          .
     .50     5.00    -5.00      .          .          .
     .50     5.00      .00      .          .          .
     .50     5.00     5.00      .9342      .5000      .9286
     .50     5.00    10.00      .4671      .5000     1.8571
     .60      .50   -10.00      .          .          .
     .60      .50    -5.00      .          .          .
     .60      .50      .00      .          .          .
     .60      .50     5.00      .0708      .6000     3.3265
     .60      .50    10.00      .0354      .6000     6.6529
     .60     1.00   -10.00      .          .          .
     .60     1.00    -5.00      .          .          .
     .60     1.00      .00      .          .          .
     .60     1.00     5.00      .1833      .6000     2.0000
     .60     1.00    10.00      .0916      .6000     4.0000
     .60     2.00   -10.00      .          .          .
     .60     2.00    -5.00      .          .          .
     .60     2.00      .00      .          .          .
     .60     2.00     5.00      .4045      .6000     1.3383
     .60     2.00    10.00      .2022      .6000     2.6765
     .60     5.00   -10.00      .          .          .
     .60     5.00    -5.00      .          .          .
     .60     5.00      .00      .          .          .
     .60     5.00     5.00     1.0473      .6000      .8332
     .60     5.00    10.00      .5237      .6000     1.6663
     .70      .50   -10.00      .          .          .
     .70      .50    -5.00      .          .          .
     .70      .50      .00      .          .          .
     .70      .50     5.00      .1074      .7000     2.2496
     .70      .50    10.00      .0537      .7000     4.4993
     .70     1.00   -10.00      .          .          .
     .70     1.00    -5.00      .          .          .
     .70     1.00      .00      .          .          .
     .70     1.00     5.00      .2408      .7000     1.5000
     .70     1.00    10.00      .1204      .7000     3.0000
     .70     2.00   -10.00      .          .          .
     .70     2.00    -5.00      .          .          .
     .70     2.00      .00      .          .          .
     .70     2.00     5.00      .4878      .7000     1.0639
     .70     2.00    10.00      .2439      .7000     2.1277
     .70     5.00   -10.00      .          .          .
     .70     5.00    -5.00      .          .          .
     .70     5.00      .00      .          .          .
     .70     5.00     5.00     1.1781      .7000      .6937
     .70     5.00    10.00      .5890      .7000     1.3874
     .80      .50   -10.00      .          .          .
     .80      .50    -5.00      .          .          .
     .80      .50      .00      .          .          .
     .80      .50     5.00      .1642      .8000     1.3694
     .80      .50    10.00      .0821      .8000     2.7388
     .80     1.00   -10.00      .          .          .
     .80     1.00    -5.00      .          .          .
     .80     1.00      .00      .          .          .
     .80     1.00     5.00      .3219      .8000     1.0000
     .80     1.00    10.00      .1609      .8000     2.0000
     .80     2.00   -10.00      .          .          .
     .80     2.00    -5.00      .          .          .
     .80     2.00      .00      .          .          .
     .80     2.00     5.00      .5989      .8000      .7496
     .80     2.00    10.00      .2994      .8000     1.4993
     .80     5.00   -10.00      .          .          .
     .80     5.00    -5.00      .          .          .
     .80     5.00      .00      .          .          .
     .80     5.00     5.00     1.3442      .8000      .5124
     .80     5.00    10.00      .6721      .8000     1.0248
     .90      .50   -10.00      .          .          .
     .90      .50    -5.00      .          .          .
     .90      .50      .00      .          .          .
     .90      .50     5.00      .2706      .9000      .6270
     .90      .50    10.00      .1353      .9000     1.2540
     .90     1.00   -10.00      .          .          .
     .90     1.00    -5.00      .          .          .
     .90     1.00      .00      .          .          .
     .90     1.00     5.00      .4605      .9000      .5000
     .90     1.00    10.00      .2303      .9000     1.0000
     .90     2.00   -10.00      .          .          .
     .90     2.00    -5.00      .          .          .
     .90     2.00      .00      .          .          .
     .90     2.00     5.00      .7779      .9000      .3977
     .90     2.00    10.00      .3890      .9000      .7955
     .90     5.00   -10.00      .          .          .
     .90     5.00    -5.00      .          .          .
     .90     5.00      .00      .          .          .
     .90     5.00     5.00     1.5987      .9000      .2872
     .90     5.00    10.00      .7994      .9000      .5744
     .99      .50   -10.00      .          .          .
     .99      .50    -5.00      .          .          .
     .99      .50      .00      .          .          .
     .99      .50     5.00      .6635      .9900      .0561
     .99      .50    10.00      .3317      .9900      .1123
     .99     1.00   -10.00      .          .          .
     .99     1.00    -5.00      .          .          .
     .99     1.00      .00      .          .          .
     .99     1.00     5.00      .9210      .9900      .0500
     .99     1.00    10.00      .4605      .9900      .1000
     .99     2.00   -10.00      .          .          .
     .99     2.00    -5.00      .          .          .
     .99     2.00      .00      .          .          .
     .99     2.00     5.00     1.3277      .9900      .0435
     .99     2.00    10.00      .6638      .9900      .0869
     .99     5.00   -10.00      .          .          .
     .99     5.00    -5.00      .          .          .
     .99     5.00      .00      .          .          .
     .99     5.00     5.00     2.3209      .9900      .0345
     .99     5.00    10.00     1.1605      .9900      .0689
])

RANDIST_CHECK([laplace], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01   -10.00      .50   -11.9560      .0100      .0200
     .01   -10.00     1.00   -13.9120      .0100      .0100
     .01   -10.00     2.00   -17.8240      .0100      .0050
     .01   -10.00     5.00   -29.5601      .0100      .0020
     .01    -5.00      .50    -6.9560      .0100      .0200
     .01    -5.00     1.00    -8.9120      .0100      .0100
     .01    -5.00     2.00   -12.8240      .0100      .0050
     .01    -5.00     5.00   -24.5601      .0100      .0020
     .01      .00      .50    -1.9560      .0100      .0200
     .01      .00     1.00    -3.9120      .0100      .0100
     .01      .00     2.00    -7.8240      .0100      .0050
     .01      .00     5.00   -19.5601      .0100      .0020
     .01     5.00      .50     3.0440      .0100      .0200
     .01     5.00     1.00     1.0880      .0100      .0100
     .01     5.00     2.00    -2.8240      .0100      .0050
     .01     5.00     5.00   -14.5601      .0100      .0020
     .01    10.00      .50     8.0440      .0100      .0200
     .01    10.00     1.00     6.0880      .0100      .0100
     .01    10.00     2.00     2.1760      .0100      .0050
     .01    10.00     5.00    -9.5601      .0100      .0020
     .10   -10.00      .50   -10.8047      .1000      .2000
     .10   -10.00     1.00   -11.6094      .1000      .1000
     .10   -10.00     2.00   -13.2189      .1000      .0500
     .10   -10.00     5.00   -18.0472      .1000      .0200
     .10    -5.00      .50    -5.8047      .1000      .2000
     .10    -5.00     1.00    -6.6094      .1000      .1000
     .10    -5.00     2.00    -8.2189      .1000      .0500
     .10    -5.00     5.00   -13.0472      .1000      .0200
     .10      .00      .50     -.8047      .1000      .2000
     .10      .00     1.00    -1.6094      .1000      .1000
     .10      .00     2.00    -3.2189      .1000      .0500
     .10      .00     5.00    -8.0472      .1000      .0200
     .10     5.00      .50     4.1953      .1000      .2000
     .10     5.00     1.00     3.3906      .1000      .1000
     .10     5.00     2.00     1.7811      .1000      .0500
     .10     5.00     5.00    -3.0472      .1000      .0200
     .10    10.00      .50     9.1953      .1000      .2000
     .10    10.00     1.00     8.3906      .1000      .1000
     .10    10.00     2.00     6.7811      .1000      .0500
     .10    10.00     5.00     1.9528      .1000      .0200
     .20   -10.00      .50   -10.4581      .2000      .4000
     .20   -10.00     1.00   -10.9163      .2000      .2000
     .20   -10.00     2.00   -11.8326      .2000      .1000
     .20   -10.00     5.00   -14.5815      .2000      .0400
     .20    -5.00      .50    -5.4581      .2000      .4000
     .20    -5.00     1.00    -5.9163      .2000      .2000
     .20    -5.00     2.00    -6.8326      .2000      .1000
     .20    -5.00     5.00    -9.5815      .2000      .0400
     .20      .00      .50     -.4581      .2000      .4000
     .20      .00     1.00     -.9163      .2000      .2000
     .20      .00     2.00    -1.8326      .2000      .1000
     .20      .00     5.00    -4.5815      .2000      .0400
     .20     5.00      .50     4.5419      .2000      .4000
     .20     5.00     1.00     4.0837      .2000      .2000
     .20     5.00     2.00     3.1674      .2000      .1000
     .20     5.00     5.00      .4185      .2000      .0400
     .20    10.00      .50     9.5419      .2000      .4000
     .20    10.00     1.00     9.0837      .2000      .2000
     .20    10.00     2.00     8.1674      .2000      .1000
     .20    10.00     5.00     5.4185      .2000      .0400
     .30   -10.00      .50   -10.2554      .3000      .6000
     .30   -10.00     1.00   -10.5108      .3000      .3000
     .30   -10.00     2.00   -11.0217      .3000      .1500
     .30   -10.00     5.00   -12.5541      .3000      .0600
     .30    -5.00      .50    -5.2554      .3000      .6000
     .30    -5.00     1.00    -5.5108      .3000      .3000
     .30    -5.00     2.00    -6.0217      .3000      .1500
     .30    -5.00     5.00    -7.5541      .3000      .0600
     .30      .00      .50     -.2554      .3000      .6000
     .30      .00     1.00     -.5108      .3000      .3000
     .30      .00     2.00    -1.0217      .3000      .1500
     .30      .00     5.00    -2.5541      .3000      .0600
     .30     5.00      .50     4.7446      .3000      .6000
     .30     5.00     1.00     4.4892      .3000      .3000
     .30     5.00     2.00     3.9783      .3000      .1500
     .30     5.00     5.00     2.4459      .3000      .0600
     .30    10.00      .50     9.7446      .3000      .6000
     .30    10.00     1.00     9.4892      .3000      .3000
     .30    10.00     2.00     8.9783      .3000      .1500
     .30    10.00     5.00     7.4459      .3000      .0600
     .40   -10.00      .50   -10.1116      .4000      .8000
     .40   -10.00     1.00   -10.2231      .4000      .4000
     .40   -10.00     2.00   -10.4463      .4000      .2000
     .40   -10.00     5.00   -11.1157      .4000      .0800
     .40    -5.00      .50    -5.1116      .4000      .8000
     .40    -5.00     1.00    -5.2231      .4000      .4000
     .40    -5.00     2.00    -5.4463      .4000      .2000
     .40    -5.00     5.00    -6.1157      .4000      .0800
     .40      .00      .50     -.1116      .4000      .8000
     .40      .00     1.00     -.2231      .4000      .4000
     .40      .00     2.00     -.4463      .4000      .2000
     .40      .00     5.00    -1.1157      .4000      .0800
     .40     5.00      .50     4.8884      .4000      .8000
     .40     5.00     1.00     4.7769      .4000      .4000
     .40     5.00     2.00     4.5537      .4000      .2000
     .40     5.00     5.00     3.8843      .4000      .0800
     .40    10.00      .50     9.8884      .4000      .8000
     .40    10.00     1.00     9.7769      .4000      .4000
     .40    10.00     2.00     9.5537      .4000      .2000
     .40    10.00     5.00     8.8843      .4000      .0800
     .50   -10.00      .50   -10.0000      .5000     1.0000
     .50   -10.00     1.00   -10.0000      .5000      .5000
     .50   -10.00     2.00   -10.0000      .5000      .2500
     .50   -10.00     5.00   -10.0000      .5000      .1000
     .50    -5.00      .50    -5.0000      .5000     1.0000
     .50    -5.00     1.00    -5.0000      .5000      .5000
     .50    -5.00     2.00    -5.0000      .5000      .2500
     .50    -5.00     5.00    -5.0000      .5000      .1000
     .50      .00      .50      .0000      .5000     1.0000
     .50      .00     1.00      .0000      .5000      .5000
     .50      .00     2.00      .0000      .5000      .2500
     .50      .00     5.00      .0000      .5000      .1000
     .50     5.00      .50     5.0000      .5000     1.0000
     .50     5.00     1.00     5.0000      .5000      .5000
     .50     5.00     2.00     5.0000      .5000      .2500
     .50     5.00     5.00     5.0000      .5000      .1000
     .50    10.00      .50    10.0000      .5000     1.0000
     .50    10.00     1.00    10.0000      .5000      .5000
     .50    10.00     2.00    10.0000      .5000      .2500
     .50    10.00     5.00    10.0000      .5000      .1000
     .60   -10.00      .50    -9.8884      .6000      .8000
     .60   -10.00     1.00    -9.7769      .6000      .4000
     .60   -10.00     2.00    -9.5537      .6000      .2000
     .60   -10.00     5.00    -8.8843      .6000      .0800
     .60    -5.00      .50    -4.8884      .6000      .8000
     .60    -5.00     1.00    -4.7769      .6000      .4000
     .60    -5.00     2.00    -4.5537      .6000      .2000
     .60    -5.00     5.00    -3.8843      .6000      .0800
     .60      .00      .50      .1116      .6000      .8000
     .60      .00     1.00      .2231      .6000      .4000
     .60      .00     2.00      .4463      .6000      .2000
     .60      .00     5.00     1.1157      .6000      .0800
     .60     5.00      .50     5.1116      .6000      .8000
     .60     5.00     1.00     5.2231      .6000      .4000
     .60     5.00     2.00     5.4463      .6000      .2000
     .60     5.00     5.00     6.1157      .6000      .0800
     .60    10.00      .50    10.1116      .6000      .8000
     .60    10.00     1.00    10.2231      .6000      .4000
     .60    10.00     2.00    10.4463      .6000      .2000
     .60    10.00     5.00    11.1157      .6000      .0800
     .70   -10.00      .50    -9.7446      .7000      .6000
     .70   -10.00     1.00    -9.4892      .7000      .3000
     .70   -10.00     2.00    -8.9783      .7000      .1500
     .70   -10.00     5.00    -7.4459      .7000      .0600
     .70    -5.00      .50    -4.7446      .7000      .6000
     .70    -5.00     1.00    -4.4892      .7000      .3000
     .70    -5.00     2.00    -3.9783      .7000      .1500
     .70    -5.00     5.00    -2.4459      .7000      .0600
     .70      .00      .50      .2554      .7000      .6000
     .70      .00     1.00      .5108      .7000      .3000
     .70      .00     2.00     1.0217      .7000      .1500
     .70      .00     5.00     2.5541      .7000      .0600
     .70     5.00      .50     5.2554      .7000      .6000
     .70     5.00     1.00     5.5108      .7000      .3000
     .70     5.00     2.00     6.0217      .7000      .1500
     .70     5.00     5.00     7.5541      .7000      .0600
     .70    10.00      .50    10.2554      .7000      .6000
     .70    10.00     1.00    10.5108      .7000      .3000
     .70    10.00     2.00    11.0217      .7000      .1500
     .70    10.00     5.00    12.5541      .7000      .0600
     .80   -10.00      .50    -9.5419      .8000      .4000
     .80   -10.00     1.00    -9.0837      .8000      .2000
     .80   -10.00     2.00    -8.1674      .8000      .1000
     .80   -10.00     5.00    -5.4185      .8000      .0400
     .80    -5.00      .50    -4.5419      .8000      .4000
     .80    -5.00     1.00    -4.0837      .8000      .2000
     .80    -5.00     2.00    -3.1674      .8000      .1000
     .80    -5.00     5.00     -.4185      .8000      .0400
     .80      .00      .50      .4581      .8000      .4000
     .80      .00     1.00      .9163      .8000      .2000
     .80      .00     2.00     1.8326      .8000      .1000
     .80      .00     5.00     4.5815      .8000      .0400
     .80     5.00      .50     5.4581      .8000      .4000
     .80     5.00     1.00     5.9163      .8000      .2000
     .80     5.00     2.00     6.8326      .8000      .1000
     .80     5.00     5.00     9.5815      .8000      .0400
     .80    10.00      .50    10.4581      .8000      .4000
     .80    10.00     1.00    10.9163      .8000      .2000
     .80    10.00     2.00    11.8326      .8000      .1000
     .80    10.00     5.00    14.5815      .8000      .0400
     .90   -10.00      .50    -9.1953      .9000      .2000
     .90   -10.00     1.00    -8.3906      .9000      .1000
     .90   -10.00     2.00    -6.7811      .9000      .0500
     .90   -10.00     5.00    -1.9528      .9000      .0200
     .90    -5.00      .50    -4.1953      .9000      .2000
     .90    -5.00     1.00    -3.3906      .9000      .1000
     .90    -5.00     2.00    -1.7811      .9000      .0500
     .90    -5.00     5.00     3.0472      .9000      .0200
     .90      .00      .50      .8047      .9000      .2000
     .90      .00     1.00     1.6094      .9000      .1000
     .90      .00     2.00     3.2189      .9000      .0500
     .90      .00     5.00     8.0472      .9000      .0200
     .90     5.00      .50     5.8047      .9000      .2000
     .90     5.00     1.00     6.6094      .9000      .1000
     .90     5.00     2.00     8.2189      .9000      .0500
     .90     5.00     5.00    13.0472      .9000      .0200
     .90    10.00      .50    10.8047      .9000      .2000
     .90    10.00     1.00    11.6094      .9000      .1000
     .90    10.00     2.00    13.2189      .9000      .0500
     .90    10.00     5.00    18.0472      .9000      .0200
     .99   -10.00      .50    -8.0440      .9900      .0200
     .99   -10.00     1.00    -6.0880      .9900      .0100
     .99   -10.00     2.00    -2.1760      .9900      .0050
     .99   -10.00     5.00     9.5601      .9900      .0020
     .99    -5.00      .50    -3.0440      .9900      .0200
     .99    -5.00     1.00    -1.0880      .9900      .0100
     .99    -5.00     2.00     2.8240      .9900      .0050
     .99    -5.00     5.00    14.5601      .9900      .0020
     .99      .00      .50     1.9560      .9900      .0200
     .99      .00     1.00     3.9120      .9900      .0100
     .99      .00     2.00     7.8240      .9900      .0050
     .99      .00     5.00    19.5601      .9900      .0020
     .99     5.00      .50     6.9560      .9900      .0200
     .99     5.00     1.00     8.9120      .9900      .0100
     .99     5.00     2.00    12.8240      .9900      .0050
     .99     5.00     5.00    24.5601      .9900      .0020
     .99    10.00      .50    11.9560      .9900      .0200
     .99    10.00     1.00    13.9120      .9900      .0100
     .99    10.00     2.00    17.8240      .9900      .0050
     .99    10.00     5.00    29.5601      .9900      .0020
])

RANDIST_CHECK([logistic], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01   -10.00      .50   -12.2976      .0100      .0198
     .01   -10.00     1.00   -14.5951      .0100      .0099
     .01   -10.00     2.00   -19.1902      .0100      .0049
     .01   -10.00     5.00   -32.9756      .0100      .0020
     .01    -5.00      .50    -7.2976      .0100      .0198
     .01    -5.00     1.00    -9.5951      .0100      .0099
     .01    -5.00     2.00   -14.1902      .0100      .0050
     .01    -5.00     5.00   -27.9756      .0100      .0020
     .01      .00      .50    -2.2976      .0100      .0198
     .01      .00     1.00    -4.5951      .0100      .0099
     .01      .00     2.00    -9.1902      .0100      .0050
     .01      .00     5.00   -22.9756      .0100      .0020
     .01     5.00      .50     2.7024      .0100      .0198
     .01     5.00     1.00      .4049      .0100      .0099
     .01     5.00     2.00    -4.1902      .0100      .0050
     .01     5.00     5.00   -17.9756      .0100      .0020
     .01    10.00      .50     7.7024      .0100      .0198
     .01    10.00     1.00     5.4049      .0100      .0099
     .01    10.00     2.00      .8098      .0100      .0050
     .01    10.00     5.00   -12.9756      .0100      .0020
     .10   -10.00      .50   -11.0986      .1000      .1800
     .10   -10.00     1.00   -12.1972      .1000      .0900
     .10   -10.00     2.00   -14.3944      .1000      .0450
     .10   -10.00     5.00   -20.9861      .1000      .0180
     .10    -5.00      .50    -6.0986      .1000      .1800
     .10    -5.00     1.00    -7.1972      .1000      .0900
     .10    -5.00     2.00    -9.3944      .1000      .0450
     .10    -5.00     5.00   -15.9861      .1000      .0180
     .10      .00      .50    -1.0986      .1000      .1800
     .10      .00     1.00    -2.1972      .1000      .0900
     .10      .00     2.00    -4.3944      .1000      .0450
     .10      .00     5.00   -10.9861      .1000      .0180
     .10     5.00      .50     3.9014      .1000      .1800
     .10     5.00     1.00     2.8028      .1000      .0900
     .10     5.00     2.00      .6056      .1000      .0450
     .10     5.00     5.00    -5.9861      .1000      .0180
     .10    10.00      .50     8.9014      .1000      .1800
     .10    10.00     1.00     7.8028      .1000      .0900
     .10    10.00     2.00     5.6056      .1000      .0450
     .10    10.00     5.00     -.9861      .1000      .0180
     .20   -10.00      .50   -10.6931      .2000      .3200
     .20   -10.00     1.00   -11.3863      .2000      .1600
     .20   -10.00     2.00   -12.7726      .2000      .0800
     .20   -10.00     5.00   -16.9315      .2000      .0320
     .20    -5.00      .50    -5.6931      .2000      .3200
     .20    -5.00     1.00    -6.3863      .2000      .1600
     .20    -5.00     2.00    -7.7726      .2000      .0800
     .20    -5.00     5.00   -11.9315      .2000      .0320
     .20      .00      .50     -.6931      .2000      .3200
     .20      .00     1.00    -1.3863      .2000      .1600
     .20      .00     2.00    -2.7726      .2000      .0800
     .20      .00     5.00    -6.9315      .2000      .0320
     .20     5.00      .50     4.3069      .2000      .3200
     .20     5.00     1.00     3.6137      .2000      .1600
     .20     5.00     2.00     2.2274      .2000      .0800
     .20     5.00     5.00    -1.9315      .2000      .0320
     .20    10.00      .50     9.3069      .2000      .3200
     .20    10.00     1.00     8.6137      .2000      .1600
     .20    10.00     2.00     7.2274      .2000      .0800
     .20    10.00     5.00     3.0685      .2000      .0320
     .30   -10.00      .50   -10.4236      .3000      .4200
     .30   -10.00     1.00   -10.8473      .3000      .2100
     .30   -10.00     2.00   -11.6946      .3000      .1050
     .30   -10.00     5.00   -14.2365      .3000      .0420
     .30    -5.00      .50    -5.4236      .3000      .4200
     .30    -5.00     1.00    -5.8473      .3000      .2100
     .30    -5.00     2.00    -6.6946      .3000      .1050
     .30    -5.00     5.00    -9.2365      .3000      .0420
     .30      .00      .50     -.4236      .3000      .4200
     .30      .00     1.00     -.8473      .3000      .2100
     .30      .00     2.00    -1.6946      .3000      .1050
     .30      .00     5.00    -4.2365      .3000      .0420
     .30     5.00      .50     4.5764      .3000      .4200
     .30     5.00     1.00     4.1527      .3000      .2100
     .30     5.00     2.00     3.3054      .3000      .1050
     .30     5.00     5.00      .7635      .3000      .0420
     .30    10.00      .50     9.5764      .3000      .4200
     .30    10.00     1.00     9.1527      .3000      .2100
     .30    10.00     2.00     8.3054      .3000      .1050
     .30    10.00     5.00     5.7635      .3000      .0420
     .40   -10.00      .50   -10.2027      .4000      .4800
     .40   -10.00     1.00   -10.4055      .4000      .2400
     .40   -10.00     2.00   -10.8109      .4000      .1200
     .40   -10.00     5.00   -12.0273      .4000      .0480
     .40    -5.00      .50    -5.2027      .4000      .4800
     .40    -5.00     1.00    -5.4055      .4000      .2400
     .40    -5.00     2.00    -5.8109      .4000      .1200
     .40    -5.00     5.00    -7.0273      .4000      .0480
     .40      .00      .50     -.2027      .4000      .4800
     .40      .00     1.00     -.4055      .4000      .2400
     .40      .00     2.00     -.8109      .4000      .1200
     .40      .00     5.00    -2.0273      .4000      .0480
     .40     5.00      .50     4.7973      .4000      .4800
     .40     5.00     1.00     4.5945      .4000      .2400
     .40     5.00     2.00     4.1891      .4000      .1200
     .40     5.00     5.00     2.9727      .4000      .0480
     .40    10.00      .50     9.7973      .4000      .4800
     .40    10.00     1.00     9.5945      .4000      .2400
     .40    10.00     2.00     9.1891      .4000      .1200
     .40    10.00     5.00     7.9727      .4000      .0480
     .50   -10.00      .50   -10.0000      .5000      .5000
     .50   -10.00     1.00   -10.0000      .5000      .2500
     .50   -10.00     2.00   -10.0000      .5000      .1250
     .50   -10.00     5.00   -10.0000      .5000      .0500
     .50    -5.00      .50    -5.0000      .5000      .5000
     .50    -5.00     1.00    -5.0000      .5000      .2500
     .50    -5.00     2.00    -5.0000      .5000      .1250
     .50    -5.00     5.00    -5.0000      .5000      .0500
     .50      .00      .50      .0000      .5000      .5000
     .50      .00     1.00      .0000      .5000      .2500
     .50      .00     2.00      .0000      .5000      .1250
     .50      .00     5.00      .0000      .5000      .0500
     .50     5.00      .50     5.0000      .5000      .5000
     .50     5.00     1.00     5.0000      .5000      .2500
     .50     5.00     2.00     5.0000      .5000      .1250
     .50     5.00     5.00     5.0000      .5000      .0500
     .50    10.00      .50    10.0000      .5000      .5000
     .50    10.00     1.00    10.0000      .5000      .2500
     .50    10.00     2.00    10.0000      .5000      .1250
     .50    10.00     5.00    10.0000      .5000      .0500
     .60   -10.00      .50    -9.7973      .6000      .4800
     .60   -10.00     1.00    -9.5945      .6000      .2400
     .60   -10.00     2.00    -9.1891      .6000      .1200
     .60   -10.00     5.00    -7.9727      .6000      .0480
     .60    -5.00      .50    -4.7973      .6000      .4800
     .60    -5.00     1.00    -4.5945      .6000      .2400
     .60    -5.00     2.00    -4.1891      .6000      .1200
     .60    -5.00     5.00    -2.9727      .6000      .0480
     .60      .00      .50      .2027      .6000      .4800
     .60      .00     1.00      .4055      .6000      .2400
     .60      .00     2.00      .8109      .6000      .1200
     .60      .00     5.00     2.0273      .6000      .0480
     .60     5.00      .50     5.2027      .6000      .4800
     .60     5.00     1.00     5.4055      .6000      .2400
     .60     5.00     2.00     5.8109      .6000      .1200
     .60     5.00     5.00     7.0273      .6000      .0480
     .60    10.00      .50    10.2027      .6000      .4800
     .60    10.00     1.00    10.4055      .6000      .2400
     .60    10.00     2.00    10.8109      .6000      .1200
     .60    10.00     5.00    12.0273      .6000      .0480
     .70   -10.00      .50    -9.5764      .7000      .4200
     .70   -10.00     1.00    -9.1527      .7000      .2100
     .70   -10.00     2.00    -8.3054      .7000      .1050
     .70   -10.00     5.00    -5.7635      .7000      .0420
     .70    -5.00      .50    -4.5764      .7000      .4200
     .70    -5.00     1.00    -4.1527      .7000      .2100
     .70    -5.00     2.00    -3.3054      .7000      .1050
     .70    -5.00     5.00     -.7635      .7000      .0420
     .70      .00      .50      .4236      .7000      .4200
     .70      .00     1.00      .8473      .7000      .2100
     .70      .00     2.00     1.6946      .7000      .1050
     .70      .00     5.00     4.2365      .7000      .0420
     .70     5.00      .50     5.4236      .7000      .4200
     .70     5.00     1.00     5.8473      .7000      .2100
     .70     5.00     2.00     6.6946      .7000      .1050
     .70     5.00     5.00     9.2365      .7000      .0420
     .70    10.00      .50    10.4236      .7000      .4200
     .70    10.00     1.00    10.8473      .7000      .2100
     .70    10.00     2.00    11.6946      .7000      .1050
     .70    10.00     5.00    14.2365      .7000      .0420
     .80   -10.00      .50    -9.3069      .8000      .3200
     .80   -10.00     1.00    -8.6137      .8000      .1600
     .80   -10.00     2.00    -7.2274      .8000      .0800
     .80   -10.00     5.00    -3.0685      .8000      .0320
     .80    -5.00      .50    -4.3069      .8000      .3200
     .80    -5.00     1.00    -3.6137      .8000      .1600
     .80    -5.00     2.00    -2.2274      .8000      .0800
     .80    -5.00     5.00     1.9315      .8000      .0320
     .80      .00      .50      .6931      .8000      .3200
     .80      .00     1.00     1.3863      .8000      .1600
     .80      .00     2.00     2.7726      .8000      .0800
     .80      .00     5.00     6.9315      .8000      .0320
     .80     5.00      .50     5.6931      .8000      .3200
     .80     5.00     1.00     6.3863      .8000      .1600
     .80     5.00     2.00     7.7726      .8000      .0800
     .80     5.00     5.00    11.9315      .8000      .0320
     .80    10.00      .50    10.6931      .8000      .3200
     .80    10.00     1.00    11.3863      .8000      .1600
     .80    10.00     2.00    12.7726      .8000      .0800
     .80    10.00     5.00    16.9315      .8000      .0320
     .90   -10.00      .50    -8.9014      .9000      .1800
     .90   -10.00     1.00    -7.8028      .9000      .0900
     .90   -10.00     2.00    -5.6056      .9000      .0450
     .90   -10.00     5.00      .9861      .9000      .0180
     .90    -5.00      .50    -3.9014      .9000      .1800
     .90    -5.00     1.00    -2.8028      .9000      .0900
     .90    -5.00     2.00     -.6056      .9000      .0450
     .90    -5.00     5.00     5.9861      .9000      .0180
     .90      .00      .50     1.0986      .9000      .1800
     .90      .00     1.00     2.1972      .9000      .0900
     .90      .00     2.00     4.3944      .9000      .0450
     .90      .00     5.00    10.9861      .9000      .0180
     .90     5.00      .50     6.0986      .9000      .1800
     .90     5.00     1.00     7.1972      .9000      .0900
     .90     5.00     2.00     9.3944      .9000      .0450
     .90     5.00     5.00    15.9861      .9000      .0180
     .90    10.00      .50    11.0986      .9000      .1800
     .90    10.00     1.00    12.1972      .9000      .0900
     .90    10.00     2.00    14.3944      .9000      .0450
     .90    10.00     5.00    20.9861      .9000      .0180
     .99   -10.00      .50    -7.7024      .9900      .0198
     .99   -10.00     1.00    -5.4049      .9900      .0099
     .99   -10.00     2.00     -.8098      .9900      .0050
     .99   -10.00     5.00    12.9756      .9900      .0020
     .99    -5.00      .50    -2.7024      .9900      .0198
     .99    -5.00     1.00     -.4049      .9900      .0099
     .99    -5.00     2.00     4.1902      .9900      .0050
     .99    -5.00     5.00    17.9756      .9900      .0020
     .99      .00      .50     2.2976      .9900      .0198
     .99      .00     1.00     4.5951      .9900      .0099
     .99      .00     2.00     9.1902      .9900      .0050
     .99      .00     5.00    22.9756      .9900      .0020
     .99     5.00      .50     7.2976      .9900      .0198
     .99     5.00     1.00     9.5951      .9900      .0099
     .99     5.00     2.00    14.1902      .9900      .0050
     .99     5.00     5.00    27.9756      .9900      .0020
     .99    10.00      .50    12.2976      .9900      .0198
     .99    10.00     1.00    14.5951      .9900      .0099
     .99    10.00     2.00    19.1902      .9900      .0050
     .99    10.00     5.00    32.9756      .9900      .0020
])

RANDIST_CHECK([lnormal], [z s], [cdf pdf], [dnl
       P        z        s          x        cdf        pdf
     .01      .50      .50      .1562      .0100      .3412
     .01      .50     1.00      .0488      .0100      .5459
     .01      .50     2.00      .0048      .0100     2.7949
     .01      .50     5.00      .0000      .0100  1200.5834
     .01     1.00      .50      .3125      .0100      .1706
     .01     1.00     1.00      .0977      .0100      .2729
     .01     1.00     2.00      .0095      .0100     1.3975
     .01     1.00     5.00      .0000      .0100   600.2917
     .01     2.00      .50      .6250      .0100      .0853
     .01     2.00     1.00      .1953      .0100      .1365
     .01     2.00     2.00      .0191      .0100      .6987
     .01     2.00     5.00      .0000      .0100   300.1459
     .01     5.00      .50     1.5625      .0100      .0341
     .01     5.00     1.00      .4883      .0100      .0546
     .01     5.00     2.00      .0477      .0100      .2795
     .01     5.00     5.00      .0000      .0100   120.0583
     .10      .50      .50      .2634      .1000     1.3324
     .10      .50     1.00      .1388      .1000     1.2644
     .10      .50     2.00      .0385      .1000     2.2773
     .10      .50     5.00      .0008      .1000    42.5782
     .10     1.00      .50      .5269      .1000      .6662
     .10     1.00     1.00      .2776      .1000      .6322
     .10     1.00     2.00      .0771      .1000     1.1386
     .10     1.00     5.00      .0016      .1000    21.2891
     .10     2.00      .50     1.0538      .1000      .3331
     .10     2.00     1.00      .5552      .1000      .3161
     .10     2.00     2.00      .1541      .1000      .5693
     .10     2.00     5.00      .0033      .1000    10.6445
     .10     5.00      .50     2.6344      .1000      .1332
     .10     5.00     1.00     1.3880      .1000      .1264
     .10     5.00     2.00      .3853      .1000      .2277
     .10     5.00     5.00      .0082      .1000     4.2578
     .20      .50      .50      .3283      .2000     1.7057
     .20      .50     1.00      .2155      .2000     1.2991
     .20      .50     2.00      .0929      .2000     1.5070
     .20      .50     5.00      .0074      .2000     7.5286
     .20     1.00      .50      .6565      .2000      .8529
     .20     1.00     1.00      .4310      .2000      .6495
     .20     1.00     2.00      .1858      .2000      .7535
     .20     1.00     5.00      .0149      .2000     3.7643
     .20     2.00      .50     1.3130      .2000      .4264
     .20     2.00     1.00      .8620      .2000      .3248
     .20     2.00     2.00      .3715      .2000      .3768
     .20     2.00     5.00      .0297      .2000     1.8822
     .20     5.00      .50     3.2826      .2000      .1706
     .20     5.00     1.00     2.1551      .2000      .1299
     .20     5.00     2.00      .9289      .2000      .1507
     .20     5.00     5.00      .0744      .2000      .7529
     .30      .50      .50      .3847      .3000     1.8077
     .30      .50     1.00      .2960      .3000     1.1748
     .30      .50     2.00      .1752      .3000      .9924
     .30      .50     5.00      .0363      .3000     1.9142
     .30     1.00      .50      .7694      .3000      .9039
     .30     1.00     1.00      .5919      .3000      .5874
     .30     1.00     2.00      .3504      .3000      .4962
     .30     1.00     5.00      .0727      .3000      .9571
     .30     2.00      .50     1.5387      .3000      .4519
     .30     2.00     1.00     1.1838      .3000      .2937
     .30     2.00     2.00      .7007      .3000      .2481
     .30     2.00     5.00      .1453      .3000      .4785
     .30     5.00      .50     3.8468      .3000      .1808
     .30     5.00     1.00     2.9596      .3000      .1175
     .30     5.00     2.00     1.7518      .3000      .0992
     .30     5.00     5.00      .3633      .3000      .1914
     .40      .50      .50      .4405      .4000     1.7541
     .40      .50     1.00      .3881      .4000      .9955
     .40      .50     2.00      .3012      .4000      .6412
     .40      .50     5.00      .1409      .4000      .5485
     .40     1.00      .50      .8810      .4000      .8770
     .40     1.00     1.00      .7762      .4000      .4977
     .40     1.00     2.00      .6025      .4000      .3206
     .40     1.00     5.00      .2817      .4000      .2742
     .40     2.00      .50     1.7620      .4000      .4385
     .40     2.00     1.00     1.5524      .4000      .2489
     .40     2.00     2.00     1.2050      .4000      .1603
     .40     2.00     5.00      .5635      .4000      .1371
     .40     5.00      .50     4.4051      .4000      .1754
     .40     5.00     1.00     3.8810      .4000      .0995
     .40     5.00     2.00     3.0124      .4000      .0641
     .40     5.00     5.00     1.4087      .4000      .0548
     .50      .50      .50      .5000      .5000     1.5958
     .50      .50     1.00      .5000      .5000      .7979
     .50      .50     2.00      .5000      .5000      .3989
     .50      .50     5.00      .5000      .5000      .1596
     .50     1.00      .50     1.0000      .5000      .7979
     .50     1.00     1.00     1.0000      .5000      .3989
     .50     1.00     2.00     1.0000      .5000      .1995
     .50     1.00     5.00     1.0000      .5000      .0798
     .50     2.00      .50     2.0000      .5000      .3989
     .50     2.00     1.00     2.0000      .5000      .1995
     .50     2.00     2.00     2.0000      .5000      .0997
     .50     2.00     5.00     2.0000      .5000      .0399
     .50     5.00      .50     5.0000      .5000      .1596
     .50     5.00     1.00     5.0000      .5000      .0798
     .50     5.00     2.00     5.0000      .5000      .0399
     .50     5.00     5.00     5.0000      .5000      .0160
     .60      .50      .50      .5675      .6000     1.3615
     .60      .50     1.00      .6442      .6000      .5998
     .60      .50     2.00      .8299      .6000      .2328
     .60      .50     5.00     1.7746      .6000      .0435
     .60     1.00      .50     1.1350      .6000      .6808
     .60     1.00     1.00     1.2883      .6000      .2999
     .60     1.00     2.00     1.6598      .6000      .1164
     .60     1.00     5.00     3.5492      .6000      .0218
     .60     2.00      .50     2.2701      .6000      .3404
     .60     2.00     1.00     2.5767      .6000      .1499
     .60     2.00     2.00     3.3196      .6000      .0582
     .60     2.00     5.00     7.0985      .6000      .0109
     .60     5.00      .50     5.6752      .6000      .1362
     .60     5.00     1.00     6.4417      .6000      .0600
     .60     5.00     2.00     8.2990      .6000      .0233
     .60     5.00     5.00    17.7462      .6000      .0044
     .70      .50      .50      .6499      .7000     1.0700
     .70      .50     1.00      .8447      .7000      .4116
     .70      .50     2.00     1.4271      .7000      .1218
     .70      .50     5.00     6.8816      .7000      .0101
     .70     1.00      .50     1.2998      .7000      .5350
     .70     1.00     1.00     1.6894      .7000      .2058
     .70     1.00     2.00     2.8542      .7000      .0609
     .70     1.00     5.00    13.7633      .7000      .0051
     .70     2.00      .50     2.5996      .7000      .2675
     .70     2.00     1.00     3.3789      .7000      .1029
     .70     2.00     2.00     5.7085      .7000      .0305
     .70     2.00     5.00    27.5265      .7000      .0025
     .70     5.00      .50     6.4989      .7000      .1070
     .70     5.00     1.00     8.4472      .7000      .0412
     .70     5.00     2.00    14.2711      .7000      .0122
     .70     5.00     5.00    68.8163      .7000      .0010
     .80      .50      .50      .7616      .8000      .7352
     .80      .50     1.00     1.1601      .8000      .2413
     .80      .50     2.00     2.6915      .8000      .0520
     .80      .50     5.00    33.6145      .8000      .0017
     .80     1.00      .50     1.5232      .8000      .3676
     .80     1.00     1.00     2.3201      .8000      .1207
     .80     1.00     2.00     5.3830      .8000      .0260
     .80     1.00     5.00    67.2291      .8000      .0008
     .80     2.00      .50     3.0464      .8000      .1838
     .80     2.00     1.00     4.6403      .8000      .0603
     .80     2.00     2.00    10.7660      .8000      .0130
     .80     2.00     5.00   134.4582      .8000      .0004
     .80     5.00      .50     7.6160      .8000      .0735
     .80     5.00     1.00    11.6006      .8000      .0241
     .80     5.00     2.00    26.9149      .8000      .0052
     .80     5.00     5.00   336.1455      .8000      .0002
     .90      .50      .50      .9490      .9000      .3699
     .90      .50     1.00     1.8011      .9000      .0974
     .90      .50     2.00     6.4880      .9000      .0135
     .90      .50     5.00   303.2661      .9000      .0001
     .90     1.00      .50     1.8980      .9000      .1849
     .90     1.00     1.00     3.6022      .9000      .0487
     .90     1.00     2.00    12.9760      .9000      .0068
     .90     1.00     5.00   606.5322      .9000      .0001
     .90     2.00      .50     3.7959      .9000      .0925
     .90     2.00     1.00     7.2044      .9000      .0244
     .90     2.00     2.00    25.9520      .9000      .0034
     .90     2.00     5.00  1213.0644      .9000      .0000
     .90     5.00      .50     9.4898      .9000      .0370
     .90     5.00     1.00    18.0111      .9000      .0097
     .90     5.00     2.00    64.8801      .9000      .0014
     .90     5.00     5.00  3032.6610      .9000      .0000
     .99      .50      .50     1.6000      .9900      .0333
     .99      .50     1.00     5.1202      .9900      .0052
     .99      .50     2.00    52.4337      .9900      .0003
     .99      .50     5.00 56308.0163      .9900      .0000
     .99     1.00      .50     3.2001      .9900      .0167
     .99     1.00     1.00    10.2405      .9900      .0026
     .99     1.00     2.00   104.8673      .9900      .0001
     .99     1.00     5.00 112616.033      .9900      .0000
     .99     2.00      .50     6.4001      .9900      .0083
     .99     2.00     1.00    20.4809      .9900      .0013
     .99     2.00     2.00   209.7346      .9900      .0001
     .99     2.00     5.00 225232.065      .9900      .0000
     .99     5.00      .50    16.0004      .9900      .0033
     .99     5.00     1.00    51.2024      .9900      .0005
     .99     5.00     2.00   524.3365      .9900      .0000
     .99     5.00     5.00 563080.163      .9900      .0000
])

RANDIST_CHECK([normal], [u s], [cdf pdf], [dnl
       P        u        s          x        cdf        pdf
     .01   -10.00      .50   -11.1632      .0100      .0533
     .01   -10.00     1.00   -12.3263      .0100      .0267
     .01   -10.00     2.00   -14.6527      .0100      .0133
     .01   -10.00     5.00   -21.6317      .0100      .0053
     .01    -5.00      .50    -6.1632      .0100      .0533
     .01    -5.00     1.00    -7.3263      .0100      .0267
     .01    -5.00     2.00    -9.6527      .0100      .0133
     .01    -5.00     5.00   -16.6317      .0100      .0053
     .01      .00      .50    -1.1632      .0100      .0533
     .01      .00     1.00    -2.3263      .0100      .0267
     .01      .00     2.00    -4.6527      .0100      .0133
     .01      .00     5.00   -11.6317      .0100      .0053
     .01     5.00      .50     3.8368      .0100      .0533
     .01     5.00     1.00     2.6737      .0100      .0267
     .01     5.00     2.00      .3473      .0100      .0133
     .01     5.00     5.00    -6.6317      .0100      .0053
     .01    10.00      .50     8.8368      .0100      .0533
     .01    10.00     1.00     7.6737      .0100      .0267
     .01    10.00     2.00     5.3473      .0100      .0133
     .01    10.00     5.00    -1.6317      .0100      .0053
     .10   -10.00      .50   -10.6408      .1000      .3510
     .10   -10.00     1.00   -11.2816      .1000      .1755
     .10   -10.00     2.00   -12.5631      .1000      .0877
     .10   -10.00     5.00   -16.4078      .1000      .0351
     .10    -5.00      .50    -5.6408      .1000      .3510
     .10    -5.00     1.00    -6.2816      .1000      .1755
     .10    -5.00     2.00    -7.5631      .1000      .0877
     .10    -5.00     5.00   -11.4078      .1000      .0351
     .10      .00      .50     -.6408      .1000      .3510
     .10      .00     1.00    -1.2816      .1000      .1755
     .10      .00     2.00    -2.5631      .1000      .0877
     .10      .00     5.00    -6.4078      .1000      .0351
     .10     5.00      .50     4.3592      .1000      .3510
     .10     5.00     1.00     3.7184      .1000      .1755
     .10     5.00     2.00     2.4369      .1000      .0877
     .10     5.00     5.00    -1.4078      .1000      .0351
     .10    10.00      .50     9.3592      .1000      .3510
     .10    10.00     1.00     8.7184      .1000      .1755
     .10    10.00     2.00     7.4369      .1000      .0877
     .10    10.00     5.00     3.5922      .1000      .0351
     .20   -10.00      .50   -10.4208      .2000      .5599
     .20   -10.00     1.00   -10.8416      .2000      .2800
     .20   -10.00     2.00   -11.6832      .2000      .1400
     .20   -10.00     5.00   -14.2081      .2000      .0560
     .20    -5.00      .50    -5.4208      .2000      .5599
     .20    -5.00     1.00    -5.8416      .2000      .2800
     .20    -5.00     2.00    -6.6832      .2000      .1400
     .20    -5.00     5.00    -9.2081      .2000      .0560
     .20      .00      .50     -.4208      .2000      .5599
     .20      .00     1.00     -.8416      .2000      .2800
     .20      .00     2.00    -1.6832      .2000      .1400
     .20      .00     5.00    -4.2081      .2000      .0560
     .20     5.00      .50     4.5792      .2000      .5599
     .20     5.00     1.00     4.1584      .2000      .2800
     .20     5.00     2.00     3.3168      .2000      .1400
     .20     5.00     5.00      .7919      .2000      .0560
     .20    10.00      .50     9.5792      .2000      .5599
     .20    10.00     1.00     9.1584      .2000      .2800
     .20    10.00     2.00     8.3168      .2000      .1400
     .20    10.00     5.00     5.7919      .2000      .0560
     .30   -10.00      .50   -10.2622      .3000      .6954
     .30   -10.00     1.00   -10.5244      .3000      .3477
     .30   -10.00     2.00   -11.0488      .3000      .1738
     .30   -10.00     5.00   -12.6220      .3000      .0695
     .30    -5.00      .50    -5.2622      .3000      .6954
     .30    -5.00     1.00    -5.5244      .3000      .3477
     .30    -5.00     2.00    -6.0488      .3000      .1738
     .30    -5.00     5.00    -7.6220      .3000      .0695
     .30      .00      .50     -.2622      .3000      .6954
     .30      .00     1.00     -.5244      .3000      .3477
     .30      .00     2.00    -1.0488      .3000      .1738
     .30      .00     5.00    -2.6220      .3000      .0695
     .30     5.00      .50     4.7378      .3000      .6954
     .30     5.00     1.00     4.4756      .3000      .3477
     .30     5.00     2.00     3.9512      .3000      .1738
     .30     5.00     5.00     2.3780      .3000      .0695
     .30    10.00      .50     9.7378      .3000      .6954
     .30    10.00     1.00     9.4756      .3000      .3477
     .30    10.00     2.00     8.9512      .3000      .1738
     .30    10.00     5.00     7.3780      .3000      .0695
     .40   -10.00      .50   -10.1267      .4000      .7727
     .40   -10.00     1.00   -10.2533      .4000      .3863
     .40   -10.00     2.00   -10.5067      .4000      .1932
     .40   -10.00     5.00   -11.2667      .4000      .0773
     .40    -5.00      .50    -5.1267      .4000      .7727
     .40    -5.00     1.00    -5.2533      .4000      .3863
     .40    -5.00     2.00    -5.5067      .4000      .1932
     .40    -5.00     5.00    -6.2667      .4000      .0773
     .40      .00      .50     -.1267      .4000      .7727
     .40      .00     1.00     -.2533      .4000      .3863
     .40      .00     2.00     -.5067      .4000      .1932
     .40      .00     5.00    -1.2667      .4000      .0773
     .40     5.00      .50     4.8733      .4000      .7727
     .40     5.00     1.00     4.7467      .4000      .3863
     .40     5.00     2.00     4.4933      .4000      .1932
     .40     5.00     5.00     3.7333      .4000      .0773
     .40    10.00      .50     9.8733      .4000      .7727
     .40    10.00     1.00     9.7467      .4000      .3863
     .40    10.00     2.00     9.4933      .4000      .1932
     .40    10.00     5.00     8.7333      .4000      .0773
     .50   -10.00      .50   -10.0000      .5000      .7979
     .50   -10.00     1.00   -10.0000      .5000      .3989
     .50   -10.00     2.00   -10.0000      .5000      .1995
     .50   -10.00     5.00   -10.0000      .5000      .0798
     .50    -5.00      .50    -5.0000      .5000      .7979
     .50    -5.00     1.00    -5.0000      .5000      .3989
     .50    -5.00     2.00    -5.0000      .5000      .1995
     .50    -5.00     5.00    -5.0000      .5000      .0798
     .50      .00      .50      .0000      .5000      .7979
     .50      .00     1.00      .0000      .5000      .3989
     .50      .00     2.00      .0000      .5000      .1995
     .50      .00     5.00      .0000      .5000      .0798
     .50     5.00      .50     5.0000      .5000      .7979
     .50     5.00     1.00     5.0000      .5000      .3989
     .50     5.00     2.00     5.0000      .5000      .1995
     .50     5.00     5.00     5.0000      .5000      .0798
     .50    10.00      .50    10.0000      .5000      .7979
     .50    10.00     1.00    10.0000      .5000      .3989
     .50    10.00     2.00    10.0000      .5000      .1995
     .50    10.00     5.00    10.0000      .5000      .0798
     .60   -10.00      .50    -9.8733      .6000      .7727
     .60   -10.00     1.00    -9.7467      .6000      .3863
     .60   -10.00     2.00    -9.4933      .6000      .1932
     .60   -10.00     5.00    -8.7333      .6000      .0773
     .60    -5.00      .50    -4.8733      .6000      .7727
     .60    -5.00     1.00    -4.7467      .6000      .3863
     .60    -5.00     2.00    -4.4933      .6000      .1932
     .60    -5.00     5.00    -3.7333      .6000      .0773
     .60      .00      .50      .1267      .6000      .7727
     .60      .00     1.00      .2533      .6000      .3863
     .60      .00     2.00      .5067      .6000      .1932
     .60      .00     5.00     1.2667      .6000      .0773
     .60     5.00      .50     5.1267      .6000      .7727
     .60     5.00     1.00     5.2533      .6000      .3863
     .60     5.00     2.00     5.5067      .6000      .1932
     .60     5.00     5.00     6.2667      .6000      .0773
     .60    10.00      .50    10.1267      .6000      .7727
     .60    10.00     1.00    10.2533      .6000      .3863
     .60    10.00     2.00    10.5067      .6000      .1932
     .60    10.00     5.00    11.2667      .6000      .0773
     .70   -10.00      .50    -9.7378      .7000      .6954
     .70   -10.00     1.00    -9.4756      .7000      .3477
     .70   -10.00     2.00    -8.9512      .7000      .1738
     .70   -10.00     5.00    -7.3780      .7000      .0695
     .70    -5.00      .50    -4.7378      .7000      .6954
     .70    -5.00     1.00    -4.4756      .7000      .3477
     .70    -5.00     2.00    -3.9512      .7000      .1738
     .70    -5.00     5.00    -2.3780      .7000      .0695
     .70      .00      .50      .2622      .7000      .6954
     .70      .00     1.00      .5244      .7000      .3477
     .70      .00     2.00     1.0488      .7000      .1738
     .70      .00     5.00     2.6220      .7000      .0695
     .70     5.00      .50     5.2622      .7000      .6954
     .70     5.00     1.00     5.5244      .7000      .3477
     .70     5.00     2.00     6.0488      .7000      .1738
     .70     5.00     5.00     7.6220      .7000      .0695
     .70    10.00      .50    10.2622      .7000      .6954
     .70    10.00     1.00    10.5244      .7000      .3477
     .70    10.00     2.00    11.0488      .7000      .1738
     .70    10.00     5.00    12.6220      .7000      .0695
     .80   -10.00      .50    -9.5792      .8000      .5599
     .80   -10.00     1.00    -9.1584      .8000      .2800
     .80   -10.00     2.00    -8.3168      .8000      .1400
     .80   -10.00     5.00    -5.7919      .8000      .0560
     .80    -5.00      .50    -4.5792      .8000      .5599
     .80    -5.00     1.00    -4.1584      .8000      .2800
     .80    -5.00     2.00    -3.3168      .8000      .1400
     .80    -5.00     5.00     -.7919      .8000      .0560
     .80      .00      .50      .4208      .8000      .5599
     .80      .00     1.00      .8416      .8000      .2800
     .80      .00     2.00     1.6832      .8000      .1400
     .80      .00     5.00     4.2081      .8000      .0560
     .80     5.00      .50     5.4208      .8000      .5599
     .80     5.00     1.00     5.8416      .8000      .2800
     .80     5.00     2.00     6.6832      .8000      .1400
     .80     5.00     5.00     9.2081      .8000      .0560
     .80    10.00      .50    10.4208      .8000      .5599
     .80    10.00     1.00    10.8416      .8000      .2800
     .80    10.00     2.00    11.6832      .8000      .1400
     .80    10.00     5.00    14.2081      .8000      .0560
     .90   -10.00      .50    -9.3592      .9000      .3510
     .90   -10.00     1.00    -8.7184      .9000      .1755
     .90   -10.00     2.00    -7.4369      .9000      .0877
     .90   -10.00     5.00    -3.5922      .9000      .0351
     .90    -5.00      .50    -4.3592      .9000      .3510
     .90    -5.00     1.00    -3.7184      .9000      .1755
     .90    -5.00     2.00    -2.4369      .9000      .0877
     .90    -5.00     5.00     1.4078      .9000      .0351
     .90      .00      .50      .6408      .9000      .3510
     .90      .00     1.00     1.2816      .9000      .1755
     .90      .00     2.00     2.5631      .9000      .0877
     .90      .00     5.00     6.4078      .9000      .0351
     .90     5.00      .50     5.6408      .9000      .3510
     .90     5.00     1.00     6.2816      .9000      .1755
     .90     5.00     2.00     7.5631      .9000      .0877
     .90     5.00     5.00    11.4078      .9000      .0351
     .90    10.00      .50    10.6408      .9000      .3510
     .90    10.00     1.00    11.2816      .9000      .1755
     .90    10.00     2.00    12.5631      .9000      .0877
     .90    10.00     5.00    16.4078      .9000      .0351
     .99   -10.00      .50    -8.8368      .9900      .0533
     .99   -10.00     1.00    -7.6737      .9900      .0267
     .99   -10.00     2.00    -5.3473      .9900      .0133
     .99   -10.00     5.00     1.6317      .9900      .0053
     .99    -5.00      .50    -3.8368      .9900      .0533
     .99    -5.00     1.00    -2.6737      .9900      .0267
     .99    -5.00     2.00     -.3473      .9900      .0133
     .99    -5.00     5.00     6.6317      .9900      .0053
     .99      .00      .50     1.1632      .9900      .0533
     .99      .00     1.00     2.3263      .9900      .0267
     .99      .00     2.00     4.6527      .9900      .0133
     .99      .00     5.00    11.6317      .9900      .0053
     .99     5.00      .50     6.1632      .9900      .0533
     .99     5.00     1.00     7.3263      .9900      .0267
     .99     5.00     2.00     9.6527      .9900      .0133
     .99     5.00     5.00    16.6317      .9900      .0053
     .99    10.00      .50    11.1632      .9900      .0533
     .99    10.00     1.00    12.3263      .9900      .0267
     .99    10.00     2.00    14.6527      .9900      .0133
     .99    10.00     5.00    21.6317      .9900      .0053
])

RANDIST_CHECK([pareto], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01     1.00     1.00     1.0101      .0100      .9801
     .01     1.00     2.00     1.0050      .0100     1.9701
     .01     1.00     5.00     1.0020      .0100     4.9401
     .01     1.00    10.00     1.0010      .0100     9.8901
     .01     5.00     1.00     5.0505      .0100      .1960
     .01     5.00     2.00     5.0252      .0100      .3940
     .01     5.00     5.00     5.0101      .0100      .9880
     .01     5.00    10.00     5.0050      .0100     1.9780
     .01    10.00     1.00    10.1010      .0100      .0980
     .01    10.00     2.00    10.0504      .0100      .1970
     .01    10.00     5.00    10.0201      .0100      .4940
     .01    10.00    10.00    10.0101      .0100      .9890
     .10     1.00     1.00     1.1111      .1000      .8100
     .10     1.00     2.00     1.0541      .1000     1.7076
     .10     1.00     5.00     1.0213      .1000     4.4062
     .10     1.00    10.00     1.0106      .1000     8.9057
     .10     5.00     1.00     5.5556      .1000      .1620
     .10     5.00     2.00     5.2705      .1000      .3415
     .10     5.00     5.00     5.1065      .1000      .8812
     .10     5.00    10.00     5.0530      .1000     1.7811
     .10    10.00     1.00    11.1111      .1000      .0810
     .10    10.00     2.00    10.5409      .1000      .1708
     .10    10.00     5.00    10.2130      .1000      .4406
     .10    10.00    10.00    10.1059      .1000      .8906
     .20     1.00     1.00     1.2500      .2000      .6400
     .20     1.00     2.00     1.1180      .2000     1.4311
     .20     1.00     5.00     1.0456      .2000     3.8254
     .20     1.00    10.00     1.0226      .2000     7.8235
     .20     5.00     1.00     6.2500      .2000      .1280
     .20     5.00     2.00     5.5902      .2000      .2862
     .20     5.00     5.00     5.2282      .2000      .7651
     .20     5.00    10.00     5.1128      .2000     1.5647
     .20    10.00     1.00    12.5000      .2000      .0640
     .20    10.00     2.00    11.1803      .2000      .1431
     .20    10.00     5.00    10.4564      .2000      .3825
     .20    10.00    10.00    10.2257      .2000      .7823
     .30     1.00     1.00     1.4286      .3000      .4900
     .30     1.00     2.00     1.1952      .3000     1.1713
     .30     1.00     5.00     1.0739      .3000     3.2590
     .30     1.00    10.00     1.0363      .3000     6.7547
     .30     5.00     1.00     7.1429      .3000      .0980
     .30     5.00     2.00     5.9761      .3000      .2343
     .30     5.00     5.00     5.3697      .3000      .6518
     .30     5.00    10.00     5.1816      .3000     1.3509
     .30    10.00     1.00    14.2857      .3000      .0490
     .30    10.00     2.00    11.9523      .3000      .1171
     .30    10.00     5.00    10.7394      .3000      .3259
     .30    10.00    10.00    10.3631      .3000      .6755
     .40     1.00     1.00     1.6667      .4000      .3600
     .40     1.00     2.00     1.2910      .4000      .9295
     .40     1.00     5.00     1.1076      .4000     2.7086
     .40     1.00    10.00     1.0524      .4000     5.7012
     .40     5.00     1.00     8.3333      .4000      .0720
     .40     5.00     2.00     6.4550      .4000      .1859
     .40     5.00     5.00     5.5378      .4000      .5417
     .40     5.00    10.00     5.2620      .4000     1.1402
     .40    10.00     1.00    16.6667      .4000      .0360
     .40    10.00     2.00    12.9099      .4000      .0930
     .40    10.00     5.00    11.0757      .4000      .2709
     .40    10.00    10.00    10.5241      .4000      .5701
     .50     1.00     1.00     2.0000      .5000      .2500
     .50     1.00     2.00     1.4142      .5000      .7071
     .50     1.00     5.00     1.1487      .5000     2.1764
     .50     1.00    10.00     1.0718      .5000     4.6652
     .50     5.00     1.00    10.0000      .5000      .0500
     .50     5.00     2.00     7.0711      .5000      .1414
     .50     5.00     5.00     5.7435      .5000      .4353
     .50     5.00    10.00     5.3589      .5000      .9330
     .50    10.00     1.00    20.0000      .5000      .0250
     .50    10.00     2.00    14.1421      .5000      .0707
     .50    10.00     5.00    11.4870      .5000      .2176
     .50    10.00    10.00    10.7177      .5000      .4665
     .60     1.00     1.00     2.5000      .6000      .1600
     .60     1.00     2.00     1.5811      .6000      .5060
     .60     1.00     5.00     1.2011      .6000     1.6651
     .60     1.00    10.00     1.0960      .6000     3.6498
     .60     5.00     1.00    12.5000      .6000      .0320
     .60     5.00     2.00     7.9057      .6000      .1012
     .60     5.00     5.00     6.0056      .6000      .3330
     .60     5.00    10.00     5.4798      .6000      .7300
     .60    10.00     1.00    25.0000      .6000      .0160
     .60    10.00     2.00    15.8114      .6000      .0506
     .60    10.00     5.00    12.0112      .6000      .1665
     .60    10.00    10.00    10.9596      .6000      .3650
     .70     1.00     1.00     3.3333      .7000      .0900
     .70     1.00     2.00     1.8257      .7000      .3286
     .70     1.00     5.00     1.2723      .7000     1.1790
     .70     1.00    10.00     1.1279      .7000     2.6597
     .70     5.00     1.00    16.6667      .7000      .0180
     .70     5.00     2.00     9.1287      .7000      .0657
     .70     5.00     5.00     6.3613      .7000      .2358
     .70     5.00    10.00     5.6397      .7000      .5319
     .70    10.00     1.00    33.3333      .7000      .0090
     .70    10.00     2.00    18.2574      .7000      .0329
     .70    10.00     5.00    12.7226      .7000      .1179
     .70    10.00    10.00    11.2794      .7000      .2660
     .80     1.00     1.00     5.0000      .8000      .0400
     .80     1.00     2.00     2.2361      .8000      .1789
     .80     1.00     5.00     1.3797      .8000      .7248
     .80     1.00    10.00     1.1746      .8000     1.7027
     .80     5.00     1.00    25.0000      .8000      .0080
     .80     5.00     2.00    11.1803      .8000      .0358
     .80     5.00     5.00     6.8986      .8000      .1450
     .80     5.00    10.00     5.8731      .8000      .3405
     .80    10.00     1.00    50.0000      .8000      .0040
     .80    10.00     2.00    22.3607      .8000      .0179
     .80    10.00     5.00    13.7973      .8000      .0725
     .80    10.00    10.00    11.7462      .8000      .1703
     .90     1.00     1.00    10.0000      .9000      .0100
     .90     1.00     2.00     3.1623      .9000      .0632
     .90     1.00     5.00     1.5849      .9000      .3155
     .90     1.00    10.00     1.2589      .9000      .7943
     .90     5.00     1.00    50.0000      .9000      .0020
     .90     5.00     2.00    15.8114      .9000      .0126
     .90     5.00     5.00     7.9245      .9000      .0631
     .90     5.00    10.00     6.2946      .9000      .1589
     .90    10.00     1.00   100.0000      .9000      .0010
     .90    10.00     2.00    31.6228      .9000      .0063
     .90    10.00     5.00    15.8489      .9000      .0315
     .90    10.00    10.00    12.5893      .9000      .0794
     .99     1.00     1.00   100.0000      .9900      .0001
     .99     1.00     2.00    10.0000      .9900      .0020
     .99     1.00     5.00     2.5119      .9900      .0199
     .99     1.00    10.00     1.5849      .9900      .0631
     .99     5.00     1.00   500.0000      .9900      .0000
     .99     5.00     2.00    50.0000      .9900      .0004
     .99     5.00     5.00    12.5594      .9900      .0040
     .99     5.00    10.00     7.9245      .9900      .0126
     .99    10.00     1.00  1000.0000      .9900      .0000
     .99    10.00     2.00   100.0000      .9900      .0002
     .99    10.00     5.00    25.1189      .9900      .0020
     .99    10.00    10.00    15.8489      .9900      .0063
])

RANDIST_CHECK([t], [df], [cdf pdf], [dnl
       P       df          x        cdf        pdf
     .01     1.00   -31.8205      .0100      .0003
     .01     2.00    -6.9646      .0100      .0028
     .01     3.00    -4.5407      .0100      .0059
     .01     4.00    -3.7469      .0100      .0087
     .01     5.00    -3.3649      .0100      .0109
     .01    10.00    -2.7638      .0100      .0172
     .01    30.00    -2.4573      .0100      .0231
     .01   100.00    -2.3642      .0100      .0255
     .10     1.00    -3.0777      .1000      .0304
     .10     2.00    -1.8856      .1000      .0764
     .10     3.00    -1.6377      .1000      .1025
     .10     4.00    -1.5332      .1000      .1181
     .10     5.00    -1.4759      .1000      .1283
     .10    10.00    -1.3722      .1000      .1507
     .10    30.00    -1.3104      .1000      .1670
     .10   100.00    -1.2901      .1000      .1729
     .20     1.00    -1.3764      .2000      .1100
     .20     2.00    -1.0607      .2000      .1810
     .20     3.00     -.9785      .2000      .2112
     .20     4.00     -.9410      .2000      .2275
     .20     5.00     -.9195      .2000      .2376
     .20    10.00     -.8791      .2000      .2584
     .20    30.00     -.8538      .2000      .2727
     .20   100.00     -.8452      .2000      .2778
     .30     1.00     -.7265      .3000      .2083
     .30     2.00     -.6172      .3000      .2722
     .30     3.00     -.5844      .3000      .2963
     .30     4.00     -.5686      .3000      .3088
     .30     5.00     -.5594      .3000      .3164
     .30    10.00     -.5415      .3000      .3319
     .30    30.00     -.5300      .3000      .3424
     .30   100.00     -.5261      .3000      .3461
     .40     1.00     -.3249      .4000      .2879
     .40     2.00     -.2887      .4000      .3326
     .40     3.00     -.2767      .4000      .3495
     .40     4.00     -.2707      .4000      .3584
     .40     5.00     -.2672      .4000      .3638
     .40    10.00     -.2602      .4000      .3749
     .40    30.00     -.2556      .4000      .3825
     .40   100.00     -.2540      .4000      .3852
     .50     1.00      .0000      .5000      .3183
     .50     2.00      .0000      .5000      .3536
     .50     3.00      .0000      .5000      .3676
     .50     4.00      .0000      .5000      .3750
     .50     5.00      .0000      .5000      .3796
     .50    10.00      .0000      .5000      .3891
     .50    30.00      .0000      .5000      .3956
     .50   100.00      .0000      .5000      .3979
     .60     1.00      .3249      .6000      .2879
     .60     2.00      .2887      .6000      .3326
     .60     3.00      .2767      .6000      .3495
     .60     4.00      .2707      .6000      .3584
     .60     5.00      .2672      .6000      .3638
     .60    10.00      .2602      .6000      .3749
     .60    30.00      .2556      .6000      .3825
     .60   100.00      .2540      .6000      .3852
     .70     1.00      .7265      .7000      .2083
     .70     2.00      .6172      .7000      .2722
     .70     3.00      .5844      .7000      .2963
     .70     4.00      .5686      .7000      .3088
     .70     5.00      .5594      .7000      .3164
     .70    10.00      .5415      .7000      .3319
     .70    30.00      .5300      .7000      .3424
     .70   100.00      .5261      .7000      .3461
     .80     1.00     1.3764      .8000      .1100
     .80     2.00     1.0607      .8000      .1810
     .80     3.00      .9785      .8000      .2112
     .80     4.00      .9410      .8000      .2275
     .80     5.00      .9195      .8000      .2376
     .80    10.00      .8791      .8000      .2584
     .80    30.00      .8538      .8000      .2727
     .80   100.00      .8452      .8000      .2778
     .90     1.00     3.0777      .9000      .0304
     .90     2.00     1.8856      .9000      .0764
     .90     3.00     1.6377      .9000      .1025
     .90     4.00     1.5332      .9000      .1181
     .90     5.00     1.4759      .9000      .1283
     .90    10.00     1.3722      .9000      .1507
     .90    30.00     1.3104      .9000      .1670
     .90   100.00     1.2901      .9000      .1729
     .99     1.00    31.8205      .9900      .0003
     .99     2.00     6.9646      .9900      .0028
     .99     3.00     4.5407      .9900      .0059
     .99     4.00     3.7469      .9900      .0087
     .99     5.00     3.3649      .9900      .0109
     .99    10.00     2.7638      .9900      .0172
     .99    30.00     2.4573      .9900      .0231
     .99   100.00     2.3642      .9900      .0255
])

RANDIST_CHECK([uniform], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01   -10.00    40.00    -9.5000      .0100      .0200
     .01   -10.00    41.00    -9.4900      .0100      .0196
     .01   -10.00    45.00    -9.4500      .0100      .0182
     .01   -10.00    50.00    -9.4000      .0100      .0167
     .01      .00    40.00      .4000      .0100      .0250
     .01      .00    41.00      .4100      .0100      .0244
     .01      .00    45.00      .4500      .0100      .0222
     .01      .00    50.00      .5000      .0100      .0200
     .01    20.00    40.00    20.2000      .0100      .0500
     .01    20.00    41.00    20.2100      .0100      .0476
     .01    20.00    45.00    20.2500      .0100      .0400
     .01    20.00    50.00    20.3000      .0100      .0333
     .01    30.00    40.00    30.1000      .0100      .1000
     .01    30.00    41.00    30.1100      .0100      .0909
     .01    30.00    45.00    30.1500      .0100      .0667
     .01    30.00    50.00    30.2000      .0100      .0500
     .10   -10.00    40.00    -5.0000      .1000      .0200
     .10   -10.00    41.00    -4.9000      .1000      .0196
     .10   -10.00    45.00    -4.5000      .1000      .0182
     .10   -10.00    50.00    -4.0000      .1000      .0167
     .10      .00    40.00     4.0000      .1000      .0250
     .10      .00    41.00     4.1000      .1000      .0244
     .10      .00    45.00     4.5000      .1000      .0222
     .10      .00    50.00     5.0000      .1000      .0200
     .10    20.00    40.00    22.0000      .1000      .0500
     .10    20.00    41.00    22.1000      .1000      .0476
     .10    20.00    45.00    22.5000      .1000      .0400
     .10    20.00    50.00    23.0000      .1000      .0333
     .10    30.00    40.00    31.0000      .1000      .1000
     .10    30.00    41.00    31.1000      .1000      .0909
     .10    30.00    45.00    31.5000      .1000      .0667
     .10    30.00    50.00    32.0000      .1000      .0500
     .20   -10.00    40.00      .0000      .2000      .0200
     .20   -10.00    41.00      .2000      .2000      .0196
     .20   -10.00    45.00     1.0000      .2000      .0182
     .20   -10.00    50.00     2.0000      .2000      .0167
     .20      .00    40.00     8.0000      .2000      .0250
     .20      .00    41.00     8.2000      .2000      .0244
     .20      .00    45.00     9.0000      .2000      .0222
     .20      .00    50.00    10.0000      .2000      .0200
     .20    20.00    40.00    24.0000      .2000      .0500
     .20    20.00    41.00    24.2000      .2000      .0476
     .20    20.00    45.00    25.0000      .2000      .0400
     .20    20.00    50.00    26.0000      .2000      .0333
     .20    30.00    40.00    32.0000      .2000      .1000
     .20    30.00    41.00    32.2000      .2000      .0909
     .20    30.00    45.00    33.0000      .2000      .0667
     .20    30.00    50.00    34.0000      .2000      .0500
     .30   -10.00    40.00     5.0000      .3000      .0200
     .30   -10.00    41.00     5.3000      .3000      .0196
     .30   -10.00    45.00     6.5000      .3000      .0182
     .30   -10.00    50.00     8.0000      .3000      .0167
     .30      .00    40.00    12.0000      .3000      .0250
     .30      .00    41.00    12.3000      .3000      .0244
     .30      .00    45.00    13.5000      .3000      .0222
     .30      .00    50.00    15.0000      .3000      .0200
     .30    20.00    40.00    26.0000      .3000      .0500
     .30    20.00    41.00    26.3000      .3000      .0476
     .30    20.00    45.00    27.5000      .3000      .0400
     .30    20.00    50.00    29.0000      .3000      .0333
     .30    30.00    40.00    33.0000      .3000      .1000
     .30    30.00    41.00    33.3000      .3000      .0909
     .30    30.00    45.00    34.5000      .3000      .0667
     .30    30.00    50.00    36.0000      .3000      .0500
     .40   -10.00    40.00    10.0000      .4000      .0200
     .40   -10.00    41.00    10.4000      .4000      .0196
     .40   -10.00    45.00    12.0000      .4000      .0182
     .40   -10.00    50.00    14.0000      .4000      .0167
     .40      .00    40.00    16.0000      .4000      .0250
     .40      .00    41.00    16.4000      .4000      .0244
     .40      .00    45.00    18.0000      .4000      .0222
     .40      .00    50.00    20.0000      .4000      .0200
     .40    20.00    40.00    28.0000      .4000      .0500
     .40    20.00    41.00    28.4000      .4000      .0476
     .40    20.00    45.00    30.0000      .4000      .0400
     .40    20.00    50.00    32.0000      .4000      .0333
     .40    30.00    40.00    34.0000      .4000      .1000
     .40    30.00    41.00    34.4000      .4000      .0909
     .40    30.00    45.00    36.0000      .4000      .0667
     .40    30.00    50.00    38.0000      .4000      .0500
     .50   -10.00    40.00    15.0000      .5000      .0200
     .50   -10.00    41.00    15.5000      .5000      .0196
     .50   -10.00    45.00    17.5000      .5000      .0182
     .50   -10.00    50.00    20.0000      .5000      .0167
     .50      .00    40.00    20.0000      .5000      .0250
     .50      .00    41.00    20.5000      .5000      .0244
     .50      .00    45.00    22.5000      .5000      .0222
     .50      .00    50.00    25.0000      .5000      .0200
     .50    20.00    40.00    30.0000      .5000      .0500
     .50    20.00    41.00    30.5000      .5000      .0476
     .50    20.00    45.00    32.5000      .5000      .0400
     .50    20.00    50.00    35.0000      .5000      .0333
     .50    30.00    40.00    35.0000      .5000      .1000
     .50    30.00    41.00    35.5000      .5000      .0909
     .50    30.00    45.00    37.5000      .5000      .0667
     .50    30.00    50.00    40.0000      .5000      .0500
     .60   -10.00    40.00    20.0000      .6000      .0200
     .60   -10.00    41.00    20.6000      .6000      .0196
     .60   -10.00    45.00    23.0000      .6000      .0182
     .60   -10.00    50.00    26.0000      .6000      .0167
     .60      .00    40.00    24.0000      .6000      .0250
     .60      .00    41.00    24.6000      .6000      .0244
     .60      .00    45.00    27.0000      .6000      .0222
     .60      .00    50.00    30.0000      .6000      .0200
     .60    20.00    40.00    32.0000      .6000      .0500
     .60    20.00    41.00    32.6000      .6000      .0476
     .60    20.00    45.00    35.0000      .6000      .0400
     .60    20.00    50.00    38.0000      .6000      .0333
     .60    30.00    40.00    36.0000      .6000      .1000
     .60    30.00    41.00    36.6000      .6000      .0909
     .60    30.00    45.00    39.0000      .6000      .0667
     .60    30.00    50.00    42.0000      .6000      .0500
     .70   -10.00    40.00    25.0000      .7000      .0200
     .70   -10.00    41.00    25.7000      .7000      .0196
     .70   -10.00    45.00    28.5000      .7000      .0182
     .70   -10.00    50.00    32.0000      .7000      .0167
     .70      .00    40.00    28.0000      .7000      .0250
     .70      .00    41.00    28.7000      .7000      .0244
     .70      .00    45.00    31.5000      .7000      .0222
     .70      .00    50.00    35.0000      .7000      .0200
     .70    20.00    40.00    34.0000      .7000      .0500
     .70    20.00    41.00    34.7000      .7000      .0476
     .70    20.00    45.00    37.5000      .7000      .0400
     .70    20.00    50.00    41.0000      .7000      .0333
     .70    30.00    40.00    37.0000      .7000      .1000
     .70    30.00    41.00    37.7000      .7000      .0909
     .70    30.00    45.00    40.5000      .7000      .0667
     .70    30.00    50.00    44.0000      .7000      .0500
     .80   -10.00    40.00    30.0000      .8000      .0200
     .80   -10.00    41.00    30.8000      .8000      .0196
     .80   -10.00    45.00    34.0000      .8000      .0182
     .80   -10.00    50.00    38.0000      .8000      .0167
     .80      .00    40.00    32.0000      .8000      .0250
     .80      .00    41.00    32.8000      .8000      .0244
     .80      .00    45.00    36.0000      .8000      .0222
     .80      .00    50.00    40.0000      .8000      .0200
     .80    20.00    40.00    36.0000      .8000      .0500
     .80    20.00    41.00    36.8000      .8000      .0476
     .80    20.00    45.00    40.0000      .8000      .0400
     .80    20.00    50.00    44.0000      .8000      .0333
     .80    30.00    40.00    38.0000      .8000      .1000
     .80    30.00    41.00    38.8000      .8000      .0909
     .80    30.00    45.00    42.0000      .8000      .0667
     .80    30.00    50.00    46.0000      .8000      .0500
     .90   -10.00    40.00    35.0000      .9000      .0200
     .90   -10.00    41.00    35.9000      .9000      .0196
     .90   -10.00    45.00    39.5000      .9000      .0182
     .90   -10.00    50.00    44.0000      .9000      .0167
     .90      .00    40.00    36.0000      .9000      .0250
     .90      .00    41.00    36.9000      .9000      .0244
     .90      .00    45.00    40.5000      .9000      .0222
     .90      .00    50.00    45.0000      .9000      .0200
     .90    20.00    40.00    38.0000      .9000      .0500
     .90    20.00    41.00    38.9000      .9000      .0476
     .90    20.00    45.00    42.5000      .9000      .0400
     .90    20.00    50.00    47.0000      .9000      .0333
     .90    30.00    40.00    39.0000      .9000      .1000
     .90    30.00    41.00    39.9000      .9000      .0909
     .90    30.00    45.00    43.5000      .9000      .0667
     .90    30.00    50.00    48.0000      .9000      .0500
     .99   -10.00    40.00    39.5000      .9900      .0200
     .99   -10.00    41.00    40.4900      .9900      .0196
     .99   -10.00    45.00    44.4500      .9900      .0182
     .99   -10.00    50.00    49.4000      .9900      .0167
     .99      .00    40.00    39.6000      .9900      .0250
     .99      .00    41.00    40.5900      .9900      .0244
     .99      .00    45.00    44.5500      .9900      .0222
     .99      .00    50.00    49.5000      .9900      .0200
     .99    20.00    40.00    39.8000      .9900      .0500
     .99    20.00    41.00    40.7900      .9900      .0476
     .99    20.00    45.00    44.7500      .9900      .0400
     .99    20.00    50.00    49.7000      .9900      .0333
     .99    30.00    40.00    39.9000      .9900      .1000
     .99    30.00    41.00    40.8900      .9900      .0909
     .99    30.00    45.00    44.8500      .9900      .0667
     .99    30.00    50.00    49.8000      .9900      .0500
])

RANDIST_CHECK([weibull], [a b], [cdf pdf], [dnl
       P        a        b          x        cdf        pdf
     .01      .50     1.00      .0050      .0100     1.9800
     .01      .50     2.00      .0501      .0100      .3970
     .01      .50     4.00      .1583      .0100      .2514
     .01      .50     8.00      .2813      .0100      .2829
     .01     1.00     1.00      .0101      .0100      .9900
     .01     1.00     2.00      .1003      .0100      .1985
     .01     1.00     4.00      .3166      .0100      .1257
     .01     1.00     8.00      .5627      .0100      .1415
     .01     2.00     1.00      .0201      .0100      .4950
     .01     2.00     2.00      .2005      .0100      .0992
     .01     2.00     4.00      .6332      .0100      .0628
     .01     2.00     8.00     1.1254      .0100      .0707
     .01     5.00     1.00      .0503      .0100      .1980
     .01     5.00     2.00      .5013      .0100      .0397
     .01     5.00     4.00     1.5831      .0100      .0251
     .01     5.00     8.00     2.8135      .0100      .0283
     .10      .50     1.00      .0527      .1000     1.8000
     .10      .50     2.00      .1623      .1000     1.1685
     .10      .50     4.00      .2849      .1000     1.3315
     .10      .50     8.00      .3774      .1000     2.0100
     .10     1.00     1.00      .1054      .1000      .9000
     .10     1.00     2.00      .3246      .1000      .5843
     .10     1.00     4.00      .5697      .1000      .6657
     .10     1.00     8.00      .7548      .1000     1.0050
     .10     2.00     1.00      .2107      .1000      .4500
     .10     2.00     2.00      .6492      .1000      .2921
     .10     2.00     4.00     1.1395      .1000      .3329
     .10     2.00     8.00     1.5096      .1000      .5025
     .10     5.00     1.00      .5268      .1000      .1800
     .10     5.00     2.00     1.6230      .1000      .1169
     .10     5.00     4.00     2.8487      .1000      .1331
     .10     5.00     8.00     3.7740      .1000      .2010
     .20      .50     1.00      .1116      .2000     1.6000
     .20      .50     2.00      .2362      .2000     1.5116
     .20      .50     4.00      .3436      .2000     2.0779
     .20      .50     8.00      .4145      .2000     3.4453
     .20     1.00     1.00      .2231      .2000      .8000
     .20     1.00     2.00      .4724      .2000      .7558
     .20     1.00     4.00      .6873      .2000     1.0389
     .20     1.00     8.00      .8290      .2000     1.7226
     .20     2.00     1.00      .4463      .2000      .4000
     .20     2.00     2.00      .9448      .2000      .3779
     .20     2.00     4.00     1.3746      .2000      .5195
     .20     2.00     8.00     1.6581      .2000      .8613
     .20     5.00     1.00     1.1157      .2000      .1600
     .20     5.00     2.00     2.3619      .2000      .1512
     .20     5.00     4.00     3.4365      .2000      .2078
     .20     5.00     8.00     4.1452      .2000      .3445
     .30      .50     1.00      .1783      .3000     1.4000
     .30      .50     2.00      .2986      .3000     1.6722
     .30      .50     4.00      .3864      .3000     2.5846
     .30      .50     8.00      .4395      .3000     4.5442
     .30     1.00     1.00      .3567      .3000      .7000
     .30     1.00     2.00      .5972      .3000      .8361
     .30     1.00     4.00      .7728      .3000     1.2923
     .30     1.00     8.00      .8791      .3000     2.2721
     .30     2.00     1.00      .7133      .3000      .3500
     .30     2.00     2.00     1.1944      .3000      .4181
     .30     2.00     4.00     1.5456      .3000      .6461
     .30     2.00     8.00     1.7582      .3000     1.1360
     .30     5.00     1.00     1.7834      .3000      .1400
     .30     5.00     2.00     2.9861      .3000      .1672
     .30     5.00     4.00     3.8640      .3000      .2585
     .30     5.00     8.00     4.3955      .3000      .4544
     .40      .50     1.00      .2554      .4000     1.2000
     .40      .50     2.00      .3574      .4000     1.7153
     .40      .50     4.00      .4227      .4000     2.9003
     .40      .50     8.00      .4597      .4000     5.3335
     .40     1.00     1.00      .5108      .4000      .6000
     .40     1.00     2.00      .7147      .4000      .8577
     .40     1.00     4.00      .8454      .4000     1.4502
     .40     1.00     8.00      .9195      .4000     2.6667
     .40     2.00     1.00     1.0217      .4000      .3000
     .40     2.00     2.00     1.4294      .4000      .4288
     .40     2.00     4.00     1.6908      .4000      .7251
     .40     2.00     8.00     1.8389      .4000     1.3334
     .40     5.00     1.00     2.5541      .4000      .1200
     .40     5.00     2.00     3.5736      .4000      .1715
     .40     5.00     4.00     4.2271      .4000      .2900
     .40     5.00     8.00     4.5973      .4000      .5333
     .50      .50     1.00      .3466      .5000     1.0000
     .50      .50     2.00      .4163      .5000     1.6651
     .50      .50     4.00      .4562      .5000     3.0386
     .50      .50     8.00      .4776      .5000     5.8051
     .50     1.00     1.00      .6931      .5000      .5000
     .50     1.00     2.00      .8326      .5000      .8326
     .50     1.00     4.00      .9124      .5000     1.5193
     .50     1.00     8.00      .9552      .5000     2.9026
     .50     2.00     1.00     1.3863      .5000      .2500
     .50     2.00     2.00     1.6651      .5000      .4163
     .50     2.00     4.00     1.8249      .5000      .7597
     .50     2.00     8.00     1.9104      .5000     1.4513
     .50     5.00     1.00     3.4657      .5000      .1000
     .50     5.00     2.00     4.1628      .5000      .1665
     .50     5.00     4.00     4.5622      .5000      .3039
     .50     5.00     8.00     4.7761      .5000      .5805
     .60      .50     1.00      .4581      .6000      .8000
     .60      .50     2.00      .4786      .6000     1.5316
     .60      .50     4.00      .4892      .6000     2.9969
     .60      .50     8.00      .4946      .6000     5.9287
     .60     1.00     1.00      .9163      .6000      .4000
     .60     1.00     2.00      .9572      .6000      .7658
     .60     1.00     4.00      .9784      .6000     1.4985
     .60     1.00     8.00      .9891      .6000     2.9643
     .60     2.00     1.00     1.8326      .6000      .2000
     .60     2.00     2.00     1.9145      .6000      .3829
     .60     2.00     4.00     1.9568      .6000      .7492
     .60     2.00     8.00     1.9783      .6000     1.4822
     .60     5.00     1.00     4.5815      .6000      .0800
     .60     5.00     2.00     4.7862      .6000      .1532
     .60     5.00     4.00     4.8919      .6000      .2997
     .60     5.00     8.00     4.9457      .6000      .5929
     .70      .50     1.00      .6020      .7000      .6000
     .70      .50     2.00      .5486      .7000     1.3167
     .70      .50     4.00      .5238      .7000     2.7585
     .70      .50     8.00      .5117      .7000     5.6465
     .70     1.00     1.00     1.2040      .7000      .3000
     .70     1.00     2.00     1.0973      .7000      .6584
     .70     1.00     4.00     1.0475      .7000     1.3793
     .70     1.00     8.00     1.0235      .7000     2.8233
     .70     2.00     1.00     2.4079      .7000      .1500
     .70     2.00     2.00     2.1945      .7000      .3292
     .70     2.00     4.00     2.0950      .7000      .6896
     .70     2.00     8.00     2.0469      .7000     1.4116
     .70     5.00     1.00     6.0199      .7000      .0600
     .70     5.00     2.00     5.4863      .7000      .1317
     .70     5.00     4.00     5.2375      .7000      .2759
     .70     5.00     8.00     5.1174      .7000      .5647
     .80      .50     1.00      .8047      .8000      .4000
     .80      .50     2.00      .6343      .8000     1.0149
     .80      .50     4.00      .5632      .8000     2.2863
     .80      .50     8.00      .5306      .8000     4.8528
     .80     1.00     1.00     1.6094      .8000      .2000
     .80     1.00     2.00     1.2686      .8000      .5075
     .80     1.00     4.00     1.1263      .8000     1.1431
     .80     1.00     8.00     1.0613      .8000     2.4264
     .80     2.00     1.00     3.2189      .8000      .1000
     .80     2.00     2.00     2.5373      .8000      .2537
     .80     2.00     4.00     2.2527      .8000      .5716
     .80     2.00     8.00     2.1226      .8000     1.2132
     .80     5.00     1.00     8.0472      .8000      .0400
     .80     5.00     2.00     6.3432      .8000      .1015
     .80     5.00     4.00     5.6317      .8000      .2286
     .80     5.00     8.00     5.3065      .8000      .4853
     .90      .50     1.00     1.1513      .9000      .2000
     .90      .50     2.00      .7587      .9000      .6070
     .90      .50     4.00      .6159      .9000     1.4954
     .90      .50     8.00      .5549      .9000     3.3194
     .90     1.00     1.00     2.3026      .9000      .1000
     .90     1.00     2.00     1.5174      .9000      .3035
     .90     1.00     4.00     1.2318      .9000      .7477
     .90     1.00     8.00     1.1099      .9000     1.6597
     .90     2.00     1.00     4.6052      .9000      .0500
     .90     2.00     2.00     3.0349      .9000      .1517
     .90     2.00     4.00     2.4637      .9000      .3738
     .90     2.00     8.00     2.2198      .9000      .8298
     .90     5.00     1.00    11.5129      .9000      .0200
     .90     5.00     2.00     7.5871      .9000      .0607
     .90     5.00     4.00     6.1592      .9000      .1495
     .90     5.00     8.00     5.5494      .9000      .3319
     .99      .50     1.00     2.3026      .9900      .0200
     .99      .50     2.00     1.0730      .9900      .0858
     .99      .50     4.00      .7325      .9900      .2515
     .99      .50     8.00      .6052      .9900      .6088
     .99     1.00     1.00     4.6052      .9900      .0100
     .99     1.00     2.00     2.1460      .9900      .0429
     .99     1.00     4.00     1.4649      .9900      .1257
     .99     1.00     8.00     1.2103      .9900      .3044
     .99     2.00     1.00     9.2103      .9900      .0050
     .99     2.00     2.00     4.2919      .9900      .0215
     .99     2.00     4.00     2.9298      .9900      .0629
     .99     2.00     8.00     2.4207      .9900      .1522
     .99     5.00     1.00    23.0259      .9900      .0020
     .99     5.00     2.00    10.7298      .9900      .0086
     .99     5.00     4.00     7.3246      .9900      .0251
     .99     5.00     8.00     6.0517      .9900      .0609
])