FOCUS AREAS

SAS/ETS Web Examples

Computing Marginal Effects for Discrete Dependent Variable Models


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data greenedata;
input gpa 1-4 tuce 6-7 psi  grade;
datalines;
2.66 20	0 0
2.89 22	0 0
3.28 24	0 0
2.92 12	0 0
4    21 0 1
2.86 17	0 0
2.76 17	0 0
2.87 21 0 0
3.03 25 0 0
3.92 29 0 1
2.63 20 0 0
3.32 23 0 0
3.57 23 0 0
3.26 25 0 1
3.53 26 0 0
2.74 19 0 0
2.75 25 0 0
2.83 19 0 0
3.12 23 1 0
3.16 25 1 1
2.06 22 1 0
3.62 28 1 1
2.89 14 1 0
3.51 26 1 0
3.54 24 1 1
2.83 27 1 1
3.39 17 1 1
2.67 24 1 0
3.65 21 1 1
4    23 1 1
3.1  21 1 0
2.39 19 1 1
;
run;


proc qlim data=greenedata;
   model grade = gpa tuce psi / discrete(d=probit);
   output out=outme marginal;
run;
quit;

proc means data=outme n mean;
   var Meff_P2_gpa Meff_P2_tuce Meff_P2_psi;
   title 'Average of the Individual Marginal Effects';
run;
quit;

data me_mean;
input gpa tuce psi grade;
datalines;
3.117 21.938 .4375 .
;
run;
   data me_mean;
      set greenedata me_mean;
   run;


proc qlim data=me_mean;
   model grade = gpa tuce psi / discrete(d=probit);
   output out=outme1 marginal;
run;
quit;

proc print data=outme1(firstobs=33);
   run;

data me_diff;
input gpa tuce psi grade;
datalines;
3.117 21.938 1 .
3.117 21.938 0 .
;
run;


data me_diff;
  set greenedata me_diff;
run; 
proc qlim data=me_diff;
   model grade = gpa tuce psi / discrete(d=probit);
   output out=outme2 marginal proball;
run;
quit;

proc print data=outme2(firstobs=33);
run;  

   /*****graph plot*****/
proc qlim data=me_diff outest=est;
   me: model grade = gpa tuce psi / discrete(d=probit);
   output out=outme3  marginal prob proball;
   run;
quit;
   /*to get the probs at the means of tuce*/
   data nopsi;
   set outme(keep=gpa);
   if _n_ > = 1 then do;
   tuce= 21.938;
   psi=0;
   grade=.;
   end;
   if _n_ > 32 then delete;output;
run;
data yespsi;
   set outme(keep=gpa);
   if _n_ > = 1 then do;
   tuce= 21.938;
   psi=1 ;
   grade=.;
   end;
   if _n_ > 32 then delete;output;
run;
proc score data =nopsi nostd out= nopsival score=est type=parm predict;
   var gpa psi tuce;
   run;
   proc score data =yespsi nostd out= yespsival score=est type=parm predict;
   var gpa psi tuce;
run;
data yesnoval(drop=psi tuce grade);
   set yespsival(rename=(_=yes));
   set nopsival(rename=(_=no));
   yesline=cdf('normal', yes);
   noline=cdf('normal', no);
run;

   ods graphics on;
   title  'Plotting Marginal Effects';
   title2 'Effect of PSI on Predicted Probabilities';
   goptions cback=white ctitle=bl ctext=bl ftitle=centx 
         ftext=centx reset=(axis symbol);
 proc gplot data=yesnoval;
         plot yesline*gpa=1
        noline*gpa=2
        / overlay
                          haxis=axis1
                          vaxis=axis2
                          vminor=4
                          href=3.117
                          lh=2;
   
   axis1 offset=(1 cm) label=('GPA')
         order=(2.0 to 4.0 by .5);
   axis2 label=(angle=90 'Pr(Grade=1)')
         order=(0 to 1 by .2);
   symbol1  l=1 c=red;
   symbol2 l=20  c=green v=star;
   footnote1 c=r f=centx  ' +++ with psi'
             c=g f=centx  ' *** without psi'
             ;
run;
title;footnote;
quit;
ods graphics off;

data mroz;
infile datalines truncover;
input LFP WHRS KL6 K618 WA WE WW RPWG HHRS HA HE HW FAMINC MTR WMED WFED UN CIT AX;
datalines;
1 1610 1 0 32 12  3.3540  2.65 2708 34 12  4.0288 16310 .7215 12  7  5.0 0 14
1 1656 0 2 30 12  1.3889  2.65 2310 30  9  8.4416 21800 .6615  7  7 11.0 1  5
1 1980 1 3 35 12  4.5455  4.04 3072 40 12  3.5807 21040 .6915 12  7  5.0 0 15
1  456 0 3 34 12  1.0965  3.25 1920 53 10  3.5417  7300 .7815  7  7  5.0 0  6
1 1568 1 2 31 14  4.5918  3.60 2000 32 12 10.0000 27300 .6215 12 14  9.5 1  7
1 2032 0 0 54 12  4.7421  4.70 1040 57 11  6.7106 19495 .6915 14  7  7.5 1 33
1 1440 0 2 37 16  8.3333  5.95 2670 37 12  3.4277 21152 .6915 14  7  5.0 0 11
1 1020 0 0 54 12  7.8431  9.98 4120 53  8  2.5485 18900 .6915  3  3  5.0 0 35
1 1458 0 2 48 12  2.1262  0.00 1995 52  4  4.2206 20405 .7515  7  7  3.0 0 24
1 1600 0 2 39 12  4.6875  4.15 2100 43 12  5.7143 20425 .6915  7  7  5.0 0 21
1 1969 0 1 33 12  4.0630  4.30 2450 34 12  9.7959 32300 .5815 12  3  5.0 0 15
1 1960 0 1 42 11  4.5918  4.58 2375 47 14  8.0000 28700 .6215 14  7  5.0 0 14
1  240 1 2 30 12  2.0833  0.00 2830 33 16  5.3004 15500 .7215 16 16  5.0 0  0
1  997 0 2 43 12  2.2668  3.50 3317 46 12  4.3413 16860 .7215 10 10  7.5 1 14
1 1848 0 1 43 10  3.6797  3.38 2024 45 17 10.8700 31431 .5815  7  7  7.5 1  6
1 1224 0 3 35 11  1.3472  0.00 1694 38 12  9.1499 19180 .7215 16 10  7.5 1  9
1 1400 0 2 43 12  3.2143  4.00 2156 45 12  6.1224 18600 .6915 10  7  7.5 1 20
1  640 0 5 39 12  5.1750  2.25 2250 40 12  6.1498 19151 .7215 12 12  7.5 1  6
1 2000 0 0 45 12  2.0000  2.30 2024 51 11  6.9170 18100 .6915  7  7  5.0 1 23
1 1324 0 4 35 12  7.5529  3.94 2123 40 10  4.7103 20300 .6915 12  7  5.0 0  9
1 2215 0 2 42 16  3.5052  3.30 4160 48 16  3.1310 30419 .6215 10 16  7.5 0  5
1 1680 0 0 30 12  3.5714  3.80 2000 35 12  4.0000 14090 .7215 12 10  3.0 0 11
1 1600 0 0 48 13  3.2500  3.26 2420 52 17  7.2227 22679 .6615  7  3  5.0 1 18
1  800 0 0 45 12  3.2500  2.20 1150 53 17  7.9652 12160 .7215  7  7 11.0 0 15
1 1955 1 1 31 12  2.1545  2.30 2024 31 12  4.0884 12487 .7515 12  7  5.0 1  4
1  660 0 2 43 17  3.7879  0.00 1904 43 17 14.1810 29850 .5815 16 14  9.5 1 21
1  525 0 0 59 12  4.0000  3.18 2448 53 16  6.5359 18100 .6915  3  7  9.5 1 31
1 1904 0 3 32 12  4.7269  6.07 2000 33 13  8.5000 26000 .6615  3  7 11.0 1  9
1 1516 1 0 31 17  7.2559  6.00 2390 30 17  6.2762 26100 .6215 12 12  5.0 0  7
1  346 0 0 42 12  5.8671  6.39 1920 47 10  5.2083 17730 .7215 12 12  9.5 0  7
1 1040 0 0 50 11  1.5385  0.00 1840 53 10  2.7821  6719 .7515  7  7  7.5 1 32
1  732 0 0 59 16  2.4590  2.50 3360 57 17  4.9107 18550 .6915  3  3 14.0 1 11
1 1880 0 2 36 13  5.8511  5.20 2284 35 13  5.8669 24600 .6615 12 10  7.5 0 16
1 1680 0 1 51 12  3.5714  3.29 1875 50  8  7.5200 23100 .6915  7 14  5.0 1 14
1 2081 0 3 45 16  3.8068  4.19 2140 47 17  7.5449 24656 .6615 12 12  5.0 1 27
1  690 0 1 42 11  2.4638  0.00 1896 44  8  5.5380 15897 .7515 10  3  7.5 0  0
1 4210 0 0 46 12  2.3753  4.63 1040 49 16  6.9231 20320 .6915  3  3 11.0 1 17
1 2205 0 1 46 10  4.5351  4.55 2200 52 12  5.0000 21384 .6615 10  3 11.0 0 28
1 1952 0 0 51 14  5.6183  5.60 1952 58 12  7.3064 25561 .6215  7  7 14.0 0 24
1 1302 0 0 30 17 14.6310  9.53 1560 30 17 11.2180 36550 .5800 14 17  5.0 1 11
1  112 1 2 30 12  2.6786  0.00 4030 33 16  3.8462 15810 .7215 12 12  3.0 0  1
1  893 0 0 57 12  3.9194  3.50 2570 58 12  5.8366 25500 .6215  9  9  7.5 1 14
1  583 1 2 31 16  2.5729  9.98 1530 34 16 13.7250 24000 .6615 14 16  9.5 1  6
1  480 0 2 48 12  4.5375  4.65 3149 48  8  6.3493 22172 .6615  3  3  5.0 0 10
1 1900 0 3 30 12  2.0000  2.23 2690 32 12  5.2528 17930 .7215 12  7  5.0 0  6
1  576 0 2 34 12  3.4722  3.84 3096 33 12  1.3075  7000 .7815 12  7  3.0 0  4
1 2056 0 2 48 16  2.0161  0.00 2552 53 16  2.7998 25300 .7215 14 16  5.0 1 10
1 1984 0 0 45 12  4.5716  4.82 2040 47 11  2.6961 16212 .7215 10 10 11.0 0 22
1 2640 0 0 51 12  2.2727  0.00 2180 50 13  7.5688 22650 .6615  7  7  3.0 0 16
1  240 0 2 30 12  2.6375  0.00 1864 37 12  3.4077  6985 .7815 12  7 14.0 0  6
1 1173 0 1 46 12  2.2899  2.50 2068 46 12  6.5401 30000 .6915  7  7 11.0 1 12
1 3640 0 0 58 12  1.0989  0.00 2010 58 12  7.2139 18500 .6915  7  3  9.5 1 32
1  340 0 8 37 12  1.1765  0.00 2152 40 10  6.2732 16658 .7515 12  7  5.0 0 15
1  500 0 0 52  8  1.6000  0.00 1496 54 11  5.8824 10300 .7515  7  7  5.0 1 17
1 1599 0 0 52 10  1.8762  2.80 2100 47  4  3.8095 11000 .7515  7  3  7.5 0 34
1 1830 0 0 31 16  4.0437  4.20 1960 35 14  6.3776 19900 .6915 12 12  7.5 1  9
1 1920 0 0 55 14  9.6354  8.75 1985 55 15  6.0453 32500 .6400  7  7 14.0 1 37
1 2052 0 0 34 17  8.0409  8.25 2020 33 17  8.8119 37300 .5800 17 17  7.5 1 10
1 2312 0 0 55 14  4.5990  5.58 2178 56 16  8.8765 30018 .5815 17  7 11.0 1 35
1  196 0 2 39 12  2.1429  2.50 3684 39 12  3.3420 12807 .7515 12  7 14.0 1  6
1 2500 0 3 40 14  4.4000  5.50 5010 42 13  3.1836 39500 .5515 14  3  7.5 0 19
1 1980 0 4 43 12  3.5354  3.75 1880 47 12  6.9149 22050 .6915 12 12  9.5 1 10
1 1840 0 0 48  8  2.7174  4.80 1904 56  8  5.5147 15500 .7215  7  7 14.0 1 11
1  320 0 0 47 12  6.2500  6.25 2083 47 12  5.2808 13810 .7215  7  7  9.5 1 15
1  419 0 4 41 12 11.9330  6.30 2125 44 12  3.2000 11950 .7515  7  7  5.0 1 12
1 1880 0 0 36  8  3.5931  3.75 1985 37 12  5.8791 19175 .6915 12 12  7.5 0 12
1   72 0 2 46 17  6.9444  0.00 2640 48 17  6.2500 17900 .6915 12 16  7.5 0 14
1  120 0 0 34 12  2.9167  0.00 2070 51  8  7.4879 15850 .7215 12  7  5.0 1 11
1 1885 0 3 41 12  3.0769  2.90 2107 48  8  6.9767 27017 .6915  7  7  5.0 1  9
1  240 0 1 51 12  3.7500  0.00 2250 54 10  8.0000 18900 .6915 12  7  5.0 0 24
1 1729 0 0 33 12  5.7259  4.76 2880 34 16  4.1319 21800 .6915 12 12  7.5 1 12
1 1850 0 0 52 12  3.6757  3.40 1848 53 12 14.4760 33552 .5515 10 10  7.5 1 13
1 2033 0 0 58  9  5.1648  4.32 1927 53  7  5.7343 22650 .6615  7  9  7.5 1 29
1  608 2 4 34 10  8.2237  3.00 1304 38  9  3.3742 15200 .7915  0  0  7.5 1 11
1 1153 0 1 31 12  4.3365  4.52 3000 35 12  1.8333 13120 .7215  7 10  7.5 1 13
1 2208 0 1 48 12  4.9819  5.31 1892 52 12  5.6025 21660 .6615 12 14  5.0 1 19
1  252 0 2 32 12  0.3571  0.00 3644 32 12  4.2975 18190 .7215  7  7  3.0 0  2
1  337 0 0 49 17  2.9674  0.00 1430 47 17  3.9161  9600 .7515  3  3 14.0 1 24
1   90 2 2 32 15  1.0000  0.00 2350 31 14  4.8787 13755 .7515 10 12  7.5 1  9
1 1174 0 0 58 12  2.5554  4.87 1948 59 16  9.2402 35350 .6615  7 12  7.5 1  6
1  372 0 0 50  6  0.8602  2.25 1804 42 12  6.6519 12405 .7215 12  7  7.5 1 22
1   30 0 0 60 14  1.0000  0.00 2326 51 12  4.6217 12180 .7515 12 17  9.5 0 30
1 1800 0 1 50 12  2.9261  0.00 1739 55 11  9.9741 22962 .6615  7  3  7.5 1 10
1  282 0 0 56 14  3.5461  2.50 1176 57 17 20.9180 25700 .6215  7  7  9.5 1  6
1  720 0 0 51  9  1.6264  2.20 1100 55  8  1.9400  3305 .7915  7  7  3.0 0 29
1 1440 0 1 54 17  8.3333  6.00 1528 58 17  8.8351 32950 .5815  7 12  5.0 1 29
1 2100 0 0 59 13  3.0952  2.95 2250 52 15  4.6667 17000 .6915  7  7  5.0 1 36
1 1000 0 2 46  9  2.7000  2.35 1927 47 10  5.1894 13250 .7515  7  7  5.0 1 19
1  952 0 1 46 15  5.2521  0.00 2414 47 16 18.7240 50750 .4415  7 12  5.0 1  8
1 1413 1 3 39 12  1.4154  2.20  768 49  8 10.4170 15632 .7715 10 10 14.0 0 13
1 2100 0 2 44 12  4.7986  4.85 1984 43 14  8.8458 28316 .6215  7  0 11.0 1 16
1  120 2 0 33 12  1.6667  2.37 2246 36 12  7.5690 17290 .7215 12 12  9.5 1 11
1 3000 1 2 33 12  1.1217  0.00 3024 30 17  4.4507 33600 .6215 10 10  7.5 1 15
1 1000 0 2 48 12  0.5000  0.00 2921 52 12  9.3204 29200 .6215 12  7  9.0 1  6
1  336 0 4 31 12  0.7143  0.00 2045 37 17  9.1687 19870 .6915  7  7 11.0 0 13
1 1216 0 1 45 12  2.7961  2.90 1928 44 12  6.4834 16225 .7215  7  7 11.0 0 22
1  988 0 1 45 12  4.8583  4.50 1920 44 10  7.8125 28600 .6915  7  3  5.0 1 24
1 2581 0 2 32 13  1.7435  2.60 2280 37 17 11.4040 30800 .5815 14 12  7.5 1  2
1 2030 0 0 47 12  2.4631  2.80 2300 47 17  5.0870 25700 .6915  7  7  3.0 0  6
1  413 0 2 34 13  2.4213  3.00 2480 35 13  6.9758 27000 .6215 12 12  3.0 0  2
1  782 0 1 37 12  1.5345  2.30 1135 34 10  5.2863 12077 .7715 12  7  9.5 1  2
1 1388 0 1 36 12  2.8818  1.87 1384 39 12 11.5620 29612 .6615  7  7 11.0 0 14
1 1450 1 2 47 12  2.4069  3.00 1848 50 14  8.6061 24479 .6915  7 10  9.5 1  9
1 1720 0 1 48 16  5.2326  4.68 2499 46 17 12.8050 79750 .4415 14 14  7.5 1 11
1  800 0 2 42 12  3.7500  2.50 2390 43 12  6.6946 20050 .6915 12  7 11.0 0  9
1  360 0 3 33 13  1.3889  0.00 2400 44 14  8.3333 21500 .6915 10 12 11.0 1  6
1 2000 0 0 46 11  4.0000  4.61 1920 53  8  4.1667 16120 .6915  7  7  5.0 0 19
1 1176 0 3 47 12  3.2313  3.35 2301 48 13  5.4759 24686 .7215  7  7  9.5 0 26
1 2058 0 1 44 12  3.4014  3.80 1944 43 10  5.1440 24669 .6915  7 10  9.5 1 19
1  900 0 4 36 12  1.3333  2.20 2100 37 17 11.6670 26400 .6615  7  7  7.5 1  3
1  215 2 0 31 17  9.3023  9.98 1920 32 16  7.2917 16245 .7215 12 12  7.5 1  7
1 2000 0 0 55 14  4.5000  4.37 2880 55 14  4.8611 23300 .6615  7  7  9.5 1 28
1  757 0 1 45 16  4.6235  4.50 1932 48 16 12.1640 27200 .6215 12  7  9.5 1 13
1 1264 0 0 47 17  3.9557  0.00 3234 48 17 10.8230 51000 .4615 10 17  9.5 1  9
1 2064 0 3 46 12  5.8140  6.00 2805 47 12 12.4780 55000 .4615 10  7 14.0 1 15
1 1280 0 0 49 11  0.5000  0.00 2272 52  9  6.1620 15389 .7215  7  7  7.5 1 20
1 1715 0 0 49 12  4.0816  3.75 2227 52 14  7.1846 23150 .6615  7  7  9.5 1 29
1 2000 0 2 45 12  6.0000  4.95 1720 49  6  7.0930 29774 .6215  7 10 14.0 1  9
1   12 1 3 38 17  3.6667  0.00 2300 38 13 17.8260 91044 .4415 12 10 14.0 1  1
1 1528 0 0 47 10  3.8613  2.95 3410 50 12  6.3930 28200 .5815  7 12 14.0 1  8
1  561 0 3 54 13  2.7629  2.53 2304 57 16 11.7190 36150 .5515  7  7  9.5 1 19
1 2058 0 0 41 11  2.9310  2.90 1984 42 12  4.7883 15652 .7215 12 12  7.5 0 23
1 1823 0 2 43 12  4.3884  4.20 1890 33 14  4.2328 18900 .7515 14  7 11.0 0  3
1 1680 1 1 31 16  5.4167  4.70 1970 32 12  7.1066 23600 .6615 12 10  7.5 0 13
1 1440 0 0 47 17  9.8611  7.10 2400 46 12  8.3333 36200 .6100  7  7  7.5 1  8
1 4950 0 2 35 12   .1616  2.75 2504 37 12  6.9888 18700 .6915 10 10  7.5 0 17
1 1176 0 3 45 16   .3826  3.75 2398 48 17  9.5913 24125 .6615  7  7 11.0 1  4
1 1100 1 0 33 12  3.6364  3.58 1960 39 12  6.0204 15800 .7215  7  7  7.5 0 15
1 1516 0 1 54 16  2.3747  2.40 2550 55 12  2.9686 19742 .7215 12  7  3.0 0 11
1  900 0 4 35  8  4.6667  3.95 2500 41 12  7.0000 22600 .6915 10  7  9.5 0  7
1 1080 1 2 31 12  1.8519  2.25 2164 37 10  7.1627 17500 .7215  7  7  7.5 0  0
1  480 0 0 55 12  5.2000  0.00 2640 60 12  4.7364 19820 .6915  7  7  7.5 0  0
1  288 0 2 34 12  3.2986  4.62 1936 36 12  8.7810 20155 .6915 12 16 11.0 1 10
1 1875 0 1 38 13  8.5333  8.50 2136 41 12  9.8315 37300 .5800 10 12  7.5 1  8
1  630 0 1 45 11  2.0635  0.00 1955 51 10  6.6496 24860 .7215  7  7  7.5 1  2
1  234 0 1 47 12  2.5641  2.50 1980 48 10  9.8485 21450 .6615 12  3  7.5 1  4
1 1600 0 2 39 12  2.1875  0.00 2550 42 11  9.8039 29650 .6215  7  7  5.0 1  6
1  960 1 0 36 14  6.2500  0.00 2058 37 13  8.2604 23000 .6615  7  7 11.0 1 18
1  120 1 2 33 12  3.3333  0.00 2263 32 14  9.0676 21120 .6915  7  7  9.0 1  3
1 2025 0 0 50 12  4.4444  4.80 1763 54 13  8.5082 26000 .6215  7 12  5.0 1 22
1 1809 0 0 58 12  6.6335  6.45 2096 59 14  7.1565 28000 .6215  3  7  7.5 1 33
1 3087 0 0 49 17  8.4224  9.98 2059 47 13  7.0423 45500 .5200 12 12 11.0 1 28
1  910 0 2 41 14  4.3956  0.00 1820 40 17  6.5934 16000 .7215 16 12 14.0 1 23
1 1840 0 1 51 12  2.4457  2.50 2832 53  8  4.3457 18232 .6915  7 14 11.0 0 27
1  784 0 0 53  9  1.2245  2.25 1990 60 10  7.2362 28160 .7215  3  7 14.0 1 11
1  400 1 2 36 12  1.6250  0.00 2000 40  7  1.7400  5965 .8015 12  7 11.0 1  6
1 1000 0 2 46 12  3.0000  5.50 1885 46 12  6.8966 19000 .7215  7  7  9.5 1 11
1 1904 0 2 36 12  4.7269  4.20 2860 37 12  5.0455 36872 .5515 12 12 11.0 1 14
1 1771 0 1 53 14  1.1293  9.98 1913 48 16 17.2500 42000 .4915 12 12 14.0 1 17
1 1486 0 3 40 16  7.4024  6.25 1800 54 16  8.3333 26900 .6215 16 14 11.0 1 17
1  740 0 2 42 17  4.4595  1.65 2880 45 16  9.3750 30800 .5815 12 10  9.0 0 14
1 1820 1 1 33 15  2.4725  0.00 1993 32 16  8.2790 21520 .6915 12 12 11.0 1 11
1 1275 0 3 43 12  1.8824  3.00 2250 47 14  4.5000 24795 .6915  7  7  7.5 1  7
1  450 1 0 31 16  4.0000  4.00 2286 30 16  4.1995 12900 .7215 14 16 14.0 1  8
1 1221 0 0 47 17  8.1900  5.99 1880 47 16 16.0640 42700 .4915  7  7  7.5 1  6
1 1550 0 0 54 17  7.0968  6.00 2350 58 17 11.2770 38800 .5215 10 17 11.0 1  8
1  180 1 3 33 12  1.6667  0.00 3640 33 11  0.5494  2500 .9415  7  3  3.0 0  4
1 2090 0 0 43 16  3.4450  3.85 1770 47 14  9.5480 26921 .6215 14 10 11.0 1 25
1 1960 0 1 46 13  4.2347  4.20 1875 49 13  5.3333 18300 .6915  7  9  3.0 0 24
1 1440 0 3 35 12  2.7778  4.10 2200 38  9  5.4545 17200 .7215  7  7 14.0 1 11
1  794 0 3 37 11  1.8892  3.85 2033 39 12  5.9026 14209 .7515 12  3  9.5 1 19
1  993 0 2 37 16  5.0352  8.30 2739 39 17  9.8576 32300 .5815 12 16 14.0 1  9
1  160 0 3 34 14  1.2500  0.00 1626 38 14 11.6850 21400 .7215 17 12  7.5 1 19
1  105 1 0 43 16  2.8571  0.00 2248 44 17  6.2278 14700 .7215  7  7  9.5 0 14
1 1200 0 0 46 12  4.1167  4.33 2140 48 12  9.1748 25516 .6215  7  7  9.5 1 22
1  450 0 3 35  9  1.7778  2.60 1985 42 12  6.2972 13300 .7515  3  7  5.0 1  6
1  996 0 0 46 17 13.5540  9.98 1528 59 17 10.4710 31000 .5815 12 12  9.5 1 23
1 1052 0 0 46 14  4.5627  4.90 1920 48 16 14.5830 48800 .4915  7  3 11.0 1 15
1 1128 0 2 43 12  2.1277  2.40 1918 46 10  6.2143 15519 .7215  7  7 14.0 1  6
1 1840 0 0 30 12  2.9891  3.75 2112 30 12  6.6288 19500 .6915  7  7  7.5 0 11
1 1910 0 2 41 11  2.5654  2.57 2144 46  9  3.8246 14545 .7215  3  7  5.0 0  2
1  980 0 1 54 12  5.6122  5.00 1920 54 15  7.8125 22897 .6915  7  7 14.0 1 22
1 2317 0 1 31 12  2.8054  3.87 2241 41  9  3.4806 14300 .7215 10 10  7.5 1 10
1 1089 0 0 44 10  1.6070  0.00  880 47 11  5.5500 14884 .7515 10 10  9.5 1 14
1  800 0 1 32 12  2.2500  0.00 2070 31 16 11.5940 27400 .6215 12  7 11.0 1 12
1 1230 0 0 47  5  2.0325  2.82 1050 53  5  9.5238 16400 .7215  7 12 14.0 1  9
1 1158 0 1 46 17  5.5320  8.10 2635 57 17  7.2805 25704 .6215 14 17  7.5 0 13
1 2272 0 0 37 11  1.5845  3.71 3000 47  8  3.0000 12800 .7215 10 10  7.5 0 18
1  528 0 2 51 12  3.7879  0.00 2500 50 11 10.4000 40000 .6215  7  7  7.5 0  8
1 1000 0 1 49 12  3.0000  0.00 1990 49 12 10.0500 47000 .6615  7  7 14.0 1 11
1  520 0 4 36 14  8.6538  0.00 2390 37 13  8.7866 25872 .6615 10 12  9.5 1  9
1  760 0 1 39 11  4.2105  3.95 1430 44 12 10.1400 26868 .6915 12  7  9.5 1  9
1 1920 0 2 48 12  4.6875  4.30 1800 50  8  5.0000 18000 .6915 12 12  9.5 1 14
1 1220 0 2 38 14  4.0984  4.84 2103 43 17 11.8880 30200 .5815  7  7  5.0 1  9
1  200 0 2 40 12 25.0000  3.00 1350 42 12 13.3330 26220 .6615  7  7  7.5 1  2
1 2480 1 5 39 10  2.6331  4.20 2880 36 17  8.6806 40500 .5815  7  7  3.0 0 12
1 2750 0 0 37 16  6.0000  9.00 2400 43 17  7.2917 33570 .6100 12  7  7.5 1 15
1 2014 0 1 49 13  5.4126  4.05 1135 47 12  3.5242 16917 .7215  7 14 14.0 1 11
1 1355 0 3 33 12  0.6642  1.00 2750 35 17  6.1818 18000 .7215 12  7  9.5 0  7
1   80 0 0 30 12  1.2500  0.00 2085 32 16  2.9755  8337 .7515 12 12 11.0 1  9
1 1670 0 0 54 12  2.2754  2.10 2600 56  8  4.5769 17100 .7215 12  7  9.5 0 19
1  520 0 4 39 11  3.4615  3.05 3542 40 12  3.1056 17800 .7515 10  7 11.0 0 11
1  288 0 3 43 12  4.1667  3.00 1975 43 12  5.8228 13740 .7515 12 12 14.0 1  8
1 2014 0 3 31  9  4.4687  4.26 2400 32 12  7.5000 27000 .6215 10  3  9.5 1 13
1  800 0 3 33 13  1.7500  0.00 3000 37 14  8.3333 32600 .6215 12  7  7.5 1  4
1 1984 0 3 40 12  3.6694  4.25 1960 39 14  9.2347 28030 .6615 12 12 14.0 1  7
1 1823 0 1 36 12  6.5826  6.00 2000 39  9  5.5000 23100 .6615 12 12  3.0 0 19
1 1500 0 0 51 12  2.6000  2.00 3000 51 12  6.0000 24580 .6615  7  7  9.5 1 14
1 2261 0 1 44 13  4.8651  5.50 2400 43 12  6.6667 29000 .6215 12  7  9.5 1 14
1 1728 0 3 42 16  5.7870  6.25 2450 48 14 13.0610 42430 .5215 12 14  9.5 1  3
1 1960 0 1 40 12  4.5408  5.00 2423 40  8 12.7940 41800 .5215 12 12  7.5 1  9
1 1578 1 1 34 16  9.5057  7.72 2000 33 16 12.0000 39100 .5800 12 17  9.5 1  7
1 1316 0 0 30 17 10.6380  7.00 2526 41 16  6.7300 31800 .5815 16 17 11.0 1  7
1 1530 0 0 54 12  1.1111  1.13 2695 53 12  6.6790 22200 .6915  7  7 14.0 0 14
1 2220 0 0 51 12  4.0541  4.37 2048 54 12  4.3945 19500 .6915 16  7  3.0 0 29
1 1336 0 2 44  9  2.6871  2.64 1920 46 11  4.6875 14027 .7515  7 10 11.0 0 19
1 1008 0 1 43 12  2.9762  2.50 2338 42  9  7.6989 21195 .6615  7  7 11.0 1 14
1 1944 0 1 34 12  3.1728  3.23 2945 37  8  4.3287 19013 .6915 10  7  7.5 0 16
1 2000 0 0 45 13  3.5500  3.45 2047 52 12  6.7416 20900 .6615 12  7 11.0 1 10
1  258 0 0 39 12 17.9070  0.00 1668 47  7  9.3525 26820 .6215 10  3 11.0 0 12
1 1785 0 0 50 12  3.4174  5.75  175 48 10  9.1429 12800 .7515  0  0 14.0 1 24
1  480 0 0 52 12  3.3333  0.00 1798 53 12  2.6418  7850 .7515  7  7 14.0 0  6
1  772 0 2 41 12  3.8860  7.50 1222 45 12  7.3650 18600 .7215 12 12  7.5 1  9
1  900 0 0 59 10  2.3111  2.22 1820 59  7  1.4066  5380 .7715 12  7  5.0 0 14
1 1428 0 0 52 12  1.7108  2.50 1560 60  8  1.5192  6114 .7715 10  7 14.0 0 26
1  210 0 0 46 16  2.1143  4.00 2210 49 12  3.3439  8234 .7515 12 12 14.0 0  7
1  239 1 5 41 12  9.9331  4.50 2874 48 16  2.9106 20646 .7215  3  7 11.0 1  4
1 1878 0 2 33 11  3.0277  3.50 2499 35  8  4.3834 16640 .7215  7  7  9.5 0 15
1  215 0 0 45 12  1.8605  2.30 3088 38 12  4.2098 13900 .7215 12 12  5.0 1 23
1 2340 1 2 36 10  0.1282  0.00 2020 37  8  3.7129 11500 .7815 10  7  7.5 0  1
1 1960 0 1 48 12  6.6327  6.30 1980 56 10 10.6060 34000 .5515  7  7 14.0 1 29
1  532 0 1 47 12  5.6391  3.60 1968 47 11  8.6382 28700 .6615  7  3 11.0 1  9
1  394 0 0 45 12  1.5990  2.50 2100 45 12  3.8367  9563 .7515  7  7  7.5 0  6
1  675 0 2 37 12  2.6667  3.00 2651 48 17  7.1671 20960 .6915  7  7  7.5 0 11
1 1515 0 4 46 16  7.9208  6.80 1918 49 14  8.8634 38590 .6215 12 10 14.0 1 17
1 1030 0 3 43 17  5.3398  5.80 2585 46 16  7.7369 27900 .6615 12 12  5.0 1  6
1 1250 0 2 42 12  4.0000  4.00 2250 46 17  9.1702 25633 .6215  7  7  7.5 1  7
1 1158 1 2 34 17  6.0449  5.10 2480 39 17 11.2900 35200 .5515 12 12  7.5 1  2
1  112 0 0 52 12  6.2500  0.00 2924 53 12  6.3269 29500 .5815  7  7  7.5 1 24
1  336 0 3 37 12  2.9762  2.20 1896 52  9  4.7468 10000 .7515 10  7  7.5 0  4
1 1984 0 1 37 12  4.2339  4.78 2332 40 12  4.8885 19800 .6915 10  7  5.0 0 11
1  716 0 0 52  8  3.4916  2.20 3482 59  7  2.4842 12900 .7215  7  7  5.0 0 25
1 1410 1 0 30 12  4.9645  1.28 2106 30 14  8.5470 26080 .6215 12 12  7.5 0 11
1 1300 0 1 31 13  2.7692  0.00 1160 32 12  6.6379 13066 .7515 17  7 11.0 1  2
1 1640 0 1 38 12  3.6585  3.25 2040 46 12  3.1863 12500 .7215  7  7  7.5 0 19
1 1202 0 3 43 12  5.3935  0.00 2856 48 16  4.5466 35600 .5815  7  7  9.0 1  7
1  489 0 1 49  8  0.6564  2.29  950 51  8 12.7890 19424 .7515  7  7  5.0 1  2
1 2076 0 0 55 12  4.7688  4.68 2068 58 10  6.5280 26250 .6615  7  7  5.0 1 20
1  526 0 2 38 17  8.5551  4.20 1896 42 17 16.4030 36525 .5515 12 14  9.5 1 10
1 1721 0 0 52 17 10.4590  9.50 2000 56 16  7.0000 34700 .6100 14 17 14.0 1 19
1 1327 0 0 48 12  2.6375  2.57  288 51 11 13.5420  8311 .7515  7  7 11.0 1 17
1  584 0 2 32 13  6.8493  4.32 2160 33 12  6.7130 28626 .6915 12 10 11.0 1 12
1 1376 0 1 32 12  5.0872  5.00 3120 33 17  5.4487 24400 .6615  7  7  5.0 1 11
1 1040 0 2 38 12  0.9615  0.00 1944 41 17  6.6872 14025 .7215  7  7  7.5 1  6
1  548 0 3 46 12  4.3066  3.69 2046 47 12  9.0943 21367 .6915 16 12 14.0 1 10
1   15 0 3 40 12  7.0667  0.00 2005 42  9  6.5337 14136 .7515  7  7  7.5 0  4
1 1980 0 4 31  9  2.5253  2.56 2070 36 10  4.6860 19900 .7515 10  7  5.0 1  2
1 1520 0 1 43 10  7.8947  5.00 3000 50 12  8.0000 37000 .5215 12  9  9.5 1 13
1 1880 0 0 51 12  4.1489  3.90 2640 51 12  4.0530 18500 .6915  7  7  7.5 0 21
1 1260 1 0 30 16  8.1746  8.17 2450 34 17  8.1633 34550 .5515 16 14  5.0 1  9
1 1092 0 0 52 13  9.5971  0.00 1000 53 15 16.5000 49620 .4615 10  7 11.0 1  4
1 1587 1 5 30  8  2.0164  2.30 2080 33  8  3.4615 10400 .7815  3  3  7.5 0  2
1  156 0 0 51 16  7.6218  0.00 2413 51 16 11.3610 33000 .5515 16 16 11.0 1 19
1 1939 0 2 31 13  3.1975  3.43 2570 31 12  3.8911 16200 .7215  7  3  7.5 1  4
1 1250 0 4 34 12  1.6000  1.36 2030 52 12  9.6059 22660 .6915 12 16  7.5 1  9
1  610 0 0 49 11  4.0984  4.00 4684 59 17  2.6687 16000 .7215  7  7  7.5 1 14
1  270 1 3 35 13  1.4815  5.00 2802 41 17  8.8865 25780 .6615  7 16  9.5 1  6
1  660 1 0 53 12  3.6364  3.15 2090 59 12  6.3636 20675 .7215  7 12  7.5 1 24
1 1000 0 3 32 12  1.0000  0.00 2053 46 16 17.7280 40213 .5515 12  7 11.0 0  1
1 1920 0 3 38 10  2.6042  2.93 1984 42 10  5.2923 15500 .7215 12  7  7.5 1 13
1  200 0 0 54 12  1.7500  0.00 2040 54 16 15.6860 35207 .5815  7 12  9.5 1  3
1 1500 0 1 47 17  4.8000  3.60 2794 58  8  5.2423 35702 .5515 10 12 11.0 1 10
1  868 0 1 45 15  5.5300  6.00 3290 47 14  3.0395 17800 .7215 14 12  9.5 1 16
1 2318 0 1 47 16  4.0984  4.20 1911 46 16 16.7450 50900 .4915 16 16  5.0 1  9
1 2000 0 0 59 10  1.2500  0.00 2000 60 12  3.7500 17280 .6915  7  7  5.0 0 19
1   60 0 1 32 11  1.6667  0.00 2580 31 12  5.8140 15150 .7215 10  9  5.0 1  4
1 1715 0 1 45 12  3.7901  3.38 2400 49 17 10.8330 36200 .5815  7  7  7.5 1 10
1  550 0 4 40 12  2.3636  2.26 1740 47 12  9.0029 17465 .7215 14 12  5.0 1  5
1 1960 0 2 47 14 10.2040  0.00 2500 50 12  6.5400 45205 .6100 14 12  3.0 1  7
1   44 1 2 36 16  6.8182  1.36 1840 37 17  5.9783 14500 .7515 12 10  5.0 0  3
1 1920 0 0 56 14  7.2146  6.92 2036 56 14  8.6248 32011 .5815  7  7  7.5 0 38
1 2540 0 1 41  8  2.4484  0.00 3536 43 11  4.8329 35200 .6215  7 12  9.5 0 16
1  156 0 3 48  7  1.1987  0.00  880 51 11 10.9090 13579 .7515  3  7 11.0 0 13
1  780 1 2 36 12  1.6410  0.00 2007 38 12  3.8864 10455 .7515  7  7 11.0 0  1
1 3120 0 0 41 12  1.7821  0.00 2632 44 13  8.4574 32600 .5515  7  3  5.0 0  7
1 2040 0 0 41 14  2.9412  2.80 2600 43 12  5.0000 19150 .6915  7 10 11.0 1 15
1 1610 0 3 36 12  4.9689  4.25 2156 36 13  7.4212 24400 .6615 12 17  9.5 1 10
1  215 0 3 37 12  1.8605  0.00 3625 41 12  4.4938 21700 .6915 10  7  3.0 0  2
1 1120 0 0 38 12  8.0357  0.00 2420 42 12  7.0252 26201 .6215  7  3  9.5 1 19
1  846 0 2 43 14  3.9716  4.20 2080 43  9  3.2788 11920 .7515  3  3  7.5 1 25
1 3225 0 0 54 16  3.0416  0.00 3443 59 17  1.2861 16300 .7215 12 12  9.5 1 25
1 1376 0 1 38 12  2.9070  3.75 2250 41 12  5.5556 16500 .7215  7  7  5.0 1  7
1  980 1 0 30 12  3.0612  3.60 2535 34 16  7.4951 30000 .5815 12  7 11.0 1 15
1 1838 0 0 49 12  4.8966  5.00 2352 48 15 22.1090 62500 .4415  7  7  9.5 1 11
1 1494 0 1 45 13  4.0161  2.50 3036 49  6  9.0580 58500 .4415 10 10  9.5 1 25
1  450 0 0 51 13  5.5556  3.50 2600 57 14 11.5380 40900 .5215  7  7  9.5 1 19
1 1976 0 0 34 10  1.2227  2.45 2223 39  7  6.0468 16308 .6915  0 10  7.5 1  4
1 2012 0 2 34 12  2.6839  3.61 2666 34 10  1.3653  9300 .7515  7  7  7.5 1 14
1  561 0 1 41 12  2.6738  3.25 2006 41 17 16.5500 35700 .5515 10  9  7.5 1 19
1 1715 0 1 49 12  9.3294  7.05 1710 49 17  8.7719 35700 .6400  9  9 11.0 1 18
1 1912 0 0 32 12  3.1381  3.60 1920 46 14  9.6354 24500 .6615 12 12  5.0 1 14
1 3686 0 0 32 14  0.5426  0.00 1647 39 14  6.6788 13000 .7215 12 12  7.5 1 11
1 1080 0 2 32 17  8.6111  4.65 3080 35 15  7.5727 52600 .4415 12 12  5.0 0  4
1 1799 0 0 47 10  3.6687  3.25 1920 48 10  7.8125 25360 .6615  3  7  7.5 1 29
1 1984 0 1 39  9  2.3185  2.30 2420 47  4  1.9835  9400 .7515  9  9  7.5 0 21
1 1839 0 0 49 12  2.8820  3.27 2205 53 15  9.5238 26800 .6215 12 12 11.0 1 24
1 1579 0 3 37 12  3.1666  0.00 3035 39 14  6.4250 33040 .6615 12  7  7.5 1 19
1   96 0 0 59 16  3.6458  0.00 2185 60 15 10.9840 26350 .6215 14 12  7.5 1 31
1 1920 0 0 50 12  6.2500  5.47 1880 56 12 12.7660 39000 .5215  7  7 14.0 1 28
1 1688 0 1 32 17 10.2490  9.80 1863 33 17  9.5545 35100 .6100 12 12  9.5 1 15
1 1589 0 0 46 12  3.2096  5.54 2456 48 16  5.4967 22502 .6615 12 12 11.0 0 27
1  345 0 2 43 17  7.6522  5.00 1847 46 17  9.7618 21950 .6915 12 14 14.0 0 13
1 1521 0 3 37 11  1.9724  2.30 2000 42  6  5.0000 13000 .7515  7  7  7.5 0  4
1 1490 0 2 32 16  4.6980  3.90 1856 35 14  5.9995 18180 .7215 12 14  9.0 1 10
1  989 0 1 39 11  2.1234  2.76 1880 43 14  6.9149 20957 .6915 10 10  9.0 1  8
1  600 0 2 34 13  2.3333  2.90 3020 35 12  4.9669 13700 .7215 12 12  7.5 0  4
1 2646 0 1 39 11  2.3896  0.00 2646 41  8  2.3896 20000 .6915  7  7  5.0 1 18
1 2149 0 3 45  8  1.2564  2.50 1640 48  9  4.5122 12260 .7515  7  7  5.0 1  3
1  320 0 0 50 11  1.0938  0.00 1950 54 11  9.2308 24850 .6615  3 12  7.5 1 11
1 1600 0 1 40 12  3.7500  3.30 1920 39 12 11.4580 29150 .5815 12  7  7.5 1  8
1 2419 0 1 30 10  3.3072  3.90 2025 34 12  7.6993 23591 .6615  7  7 11.0 1 10
1 2005 0 0 57 17  5.1352  5.25 2470 56 17  4.1830 24717 .6615 16 12 11.0 1 33
1 1960 0 1 39 12  6.6327  3.60 1800 43 12  8.3333 30455 .6215 12 12  9.0 1 19
1 2147 0 0 53 12  4.5645  4.90 1920 56  8  5.1042 19600 .6915 12 12  7.5 1 35
1 1207 0 1 48 17 11.8480  7.15 2039 53 17  8.2271 31875 .6400  7 12  5.0 1 21
1 2000 0 1 46 14  3.7500  3.75 2570 48 16  5.6634 24055 .6615 14 14  7.5 0  7
1 1260 0 0 47 12  4.3651  4.35 1914 54 12  5.2220 18795 .7215  7 10  7.5 0 18
1   90 0 1 43 12  3.9333  4.00 1516 47 10  7.1900 12198 .7515  7  7  7.5 0  4
1 1800 0 0 47 12  3.3333  3.25 2520 47 16 13.9070 52645 .4915 12  7  7.5 1 12
1  573 0 1 47 12  3.3159  2.20 2327 48 12  6.0163 16600 .7215 10  7 14.0 0 16
1 1825 0 0 47 12  3.5616  3.00 2188 50 12  7.6782 32590 .6215  7  7  7.5 1 14
1   75 0 0 46 12  1.6000  0.00 1864 48 12  5.3112 10020 .7515  3  7  7.5 1  3
1 1348 0 4 34  9  2.2255  2.30 2183 33 10  4.1228 12048 .7515  7  7 11.0 0  1
1 1880 0 0 48 10  4.7872  4.25 1920 55 12  7.8125 39750 .6215  7  7 11.0 0 27
1 1240 0 1 30 12  5.8065  6.90 1824 31 12  4.6053 15700 .7215 10  7  7.5 1 12
1  848 0 1 51 12  2.3585  2.30 2878 54 12  3.9746 24250 .6615  7  7  3.0 0  6
1  150 0 5 52 12  2.0000  0.00 2390 54 16 15.0630 43210 .5215  7 12 14.0 1  9
1 2000 0 2 37 12  1.9000  1.85 3120 39 13  4.5064 37100 .6215 12 12  5.0 0  2
1 1952 0 2 32 12  5.1230  3.25 2040 33 12  5.8824 23820 .6615 12  7  5.0 0  6
1 1456 0 2 36 17  5.4945  6.04 2151 35 15 10.2280 31600 .5815 12 14  5.0 1  9
1 1740 0 2 35 12  6.3218  5.50 1976 37 14  6.5789 24000 .6615 10 10  7.5 1 16
1 1400 0 0 45 17  7.1429  7.14 2286 51 16  8.8145 30750 .5815 14 12  5.0 0 22
1 2000 0 0 56 12  2.3750  2.70 2032 60 10  2.9528 11050 .7515  7  7 14.0 0 26
1 1750 0 2 40 10  2.5429  2.74 1680 45  4  4.5173 12239 .7515  7  7 14.0 0 11
1 1101 1 2 45 12  2.1798  2.30 1560 49 14  5.1282 12870 .7515 14 12  7.5 1 11
1 2000 0 2 32 12  2.6000  2.50 2895 30 12  4.1451 17200 .7215 10  7  7.5 0 15
1 1877 0 0 45 12  3.7294  3.60 1820 50  8  8.7912 23980 .6615 10 10  7.5 0 13
1  160 0 2 40 12  4.3750  1.85 2450 44 12  7.3061 18600 .6915  7 12 14.0 1  6
1 1886 0 1 38 12  4.4433  4.00 1748 42  8  6.0069 23920 .6915  7 10  9.5 1 20
1 1446 0 4 49 12  4.2877  4.40 1020 45 12  8.3333 16084 .7515  7  7 14.0 1 17
1 1500 0 1 47 16  1.6667  1.50 2342 49 17 11.5290 31100 .5815 14 14 11.0 1  8
1  860 0 0 52 13  3.2558  5.83 2250 53 12  6.6667 20460 .6615  7  7 11.0 1 13
1 1848 0 1 34 13  5.4113  6.00 2880 40 16  8.6806 36000 .5515 12 12  7.5 1 15
1 1678 0 2 44 12  2.2050  2.30 2032 46 12  3.4680 17302 .7215 14 12  3.0 0 14
1  160 0 3 36 16  4.0625  0.00 3120 42 16  3.0321 16450 .7215 14  7  3.0 0 14
1  108 0 0 50 17  0.6482  0.00 1760 57 16 13.8070 41170 .5815 14 16  9.5 1  6
1 1738 0 0 45 12  5.3826  6.18 1725 47 12  6.2174 20130 .6615  0  0  7.5 1 24
1 1170 0 2 44 14  0.1709  0.00 2080 46 13  4.2308  9200 .7515 16 12  9.5 1 10
1   15 0 2 57 12 23.4670  0.00 2040 57 10 11.4700 24751 .6615  7  7 11.0 1  2
1 2088 0 0 35 17  9.5785  9.98 2940 42 17 12.2450 57300 .5000 12 17  9.5 1  9
1 2490 0 0 46 12  3.6948  3.77 2280 52 12  9.2105 37200 .5815  7  7  7.5 1 23
1  135 2 1 30 14  2.2222  0.00 2164 35 16  6.3309 14000 .7215 10 12 14.0 1 12
1 1944 0 3 42 12  1.7490  2.30 1999 44 12  7.8039 20610 .6915  7  3 14.0 0  8
1  690 0 1 34 12  1.1594  2.25 1824 36 13  7.6754 14800 .7215 10  7  7.5 1 16
1  608 0 2 45 17  6.9901  3.00 2182 47 16 15.5820 40005 .5515 10 14 14.0 1 10
1   63 1 2 35 16  3.9683  0.00 2385 37 16  9.6436 23750 .6615 14  7 14.0 1  7
1  154 0 0 40 16 21.4290  8.13 2460 44 17 12.8860 35300 .5515  7 12 14.0 1 19
1  420 0 1 32 12  0.4762  2.85 2595 35 16  6.5511 17350 .6915 12 12  7.5 1  2
1  651 0 0 54  9  2.1505  1.44 2400 57 10  8.2500 21650 .6615  7  7  7.5 1  9
1  675 0 3 38 12  1.8578  2.20 3120 42  8  1.3792  6740 .7915  7  7 14.0 0 14
1 1663 0 3 43 12  4.3295  3.60 2850 42 12  5.2632 32275 .6915 12 14  5.0 1  9
1 1680 0 0 54 16  8.9286  7.00  760 60 12 10.5260 33220 .7200 14  7  9.5 1 16
1  180 0 3 39 14  2.7778  4.00 2500 37 17 10.0000 26500 .6215 12 12  7.5 1  7
1 1581 0 1 37 12  2.6565  3.25 2630 39 14 12.5480 38700 .5215  7 12  5.0 1  6
1 1200 0 2 46 12  2.5000  3.08 2597 48  8  4.6207 15400 .7215  7  7  5.0 1 22
1  450 0 0 56 11 18.2670  0.00 2760 60 11  1.8540 19007 .6915  7  7  3.0 0  9
1  547 0 3 41 12  0.8190  2.00 2070 44  8  7.4266 16771 .7215 12  7  7.5 0  9
1  300 0 1 45 16  2.0000  0.00 2256 48 16 13.2980 31100 .5815 16  7 11.0 1 14
1  975 0 1 44 17 15.3850  8.50 1505 47 16 26.5780 66300 .5000  3  3  7.5 1 17
1 1621 0 1 50 17  6.4775  0.00 2364 52 17 13.9590 43550 .4915 16 12  5.0 0 12
1  300 0 5 37 14  8.3333  3.50 2895 38 14 13.1260 37250 .6215  7  7 11.0 0 13
1 1868 0 1 44 12  4.5503  4.25 2041 46 12  7.8883 24900 .6615 16  7 14.0 0  8
1 1803 0 2 32 14  2.4958  1.90 2195 34 17  8.6560 24200 .6615  7 14  9.5 1 10
1 2143 1 1 34 12  4.4797  4.80 1935 40 12  3.4109 16200 .7215 10 10 14.0 0 16
1 1080 0 2 32 10  2.2324  2.30 1950 35 10  4.6256 11431 .7515 10 10  7.5 0  1
1 1352 0 3 37 12  2.0710  1.80 2375 38 14  4.2105 13200 .7515 10 10 11.0 0  6
1  537 0 1 44 13  1.6760  0.00 1920 55  8  4.2708 15420 .7715 10 10  9.0 1  4
1  352 0 2 34 16  3.4091  0.00 3300 33 12  3.3424 18400 .6915 12 12 14.0 0  8
1  200 1 3 33 12  2.5000  8.00 3680 33 16  8.6359 43500 .4915 10  3  5.0 1  4
1 2045 0 3 43  7  3.9609  4.07 1968 43 12  6.7581 21972 .6915  7  7  7.5 1 15
1 1253 0 2 35 16  6.2275  3.97 2504 33 10  0.5843  7774 .7715 16 16 11.0 0  7
1 1960 0 1 43 14  3.9286  3.85 2000 45 14  5.3350 24470 .6915  7  7  7.5 0 14
1 2000 0 0 34 12  2.9000  2.50 1656 37 12  4.7101 13600 .7215  7  7  7.5 0 16
1 1960 0 3 36 10  4.0816  4.55 1968 39  7  4.9797 22500 .7215  7  0  7.5 0 15
1 2000 0 2 41 12  2.8500  4.20 2016 41 12  2.9762 13600 .7215  7  7 14.0 0 23
1 1568 0 0 41 16  7.0153  6.31 2602 44 17 12.7440 90800 .4415  7  7  7.5 0 19
1 1225 0 3 35 10  2.9388  2.40 1560 43  9  3.8462 10776 .7515 10 10  7.5 0  4
1  780 1 3 32 12  1.9231  3.25 1827 37 10  7.2233 19007 .7515 10  7  5.0 1 12
1  480 0 0 30 14  6.8750  0.00 2080 34 14  8.8077 23900 .6615 12 12 14.0 1 12
1 1923 0 0 43 12  3.9002  4.74 3390 47 12  5.3864 26060 .6215  7  7  7.5 1 25
1 2000 0 0 54  6  2.0000  0.00 2524 57  6  3.6846 13300 .7215  7  7  7.5 0 14
1 2110 0 2 35 15  4.9763  4.37 2777 34 12  1.8437 15620 .7215  7  7  7.5 0 14
1 1664 0 0 50 12  1.2019  5.00 3120 54 13  1.3013 16500 .7215  7  7  7.5 0 11
1   48 1 1 34 17 22.5000  0.00 2700 36 17  7.2222 20880 .6915 14 16  5.0 1  7
1 1791 0 0 52 14  6.8677  6.18 1904 57 12  7.3529 30600 .6615 14 12  9.5 1 18
1 1404 0 3 35 13  3.5613  5.30 2360 38 14 11.8640 39000 .6215  7 10  9.0 1  4
1 1920 0 0 55  6  1.9792  2.58 1960 58  8  5.3327 15428 .7215  7  7  7.5 0 37
1 2141 0 0 35 16  5.3713  6.00 2000 42 16  5.5000 23300 .6615  7  7  7.5 0 13
1 1720 0 1 49 14  1.7442  0.00 2600 45 16  7.2308 42100 .5215 16 16  9.5 1 14
1 3533 2 2 38 15  5.0948  8.50 2000 38  9  7.0000 36430 .6400 12  7  9.5 1 17
1 2000 0 2 42 14  2.5000  0.00 2218 45 14  7.2137 26000 .6915  7  7  9.5 1  5
1  800 0 1 48  8  3.8250  2.30 2000 52  5  4.5000 62060 .7515  7  7  7.5 0  2
1 3000 0 0 51 14  1.0000  0.00 2595 53 16  8.8632 28300 .6215 12 12  9.5 1  0
1  293 0 2 43 12  3.0717  4.00 2400 47 12  9.3333 24149 .6615 12 10  7.5 1  3
1 1872 0 1 43 12  1.7163  0.00 2856 48 12  3.8263 28141 .6615 12 10  7.5 1 21
1 2058 0 1 38 12  4.0209  4.00 2601 38 14  5.4448 23057 .6615 10 10  7.5 1 20
1 1832 0 1 44 12  5.4585  4.95 2054 48  9  8.7634 28900 .6215  3  7  7.5 1 19
1  120 1 3 36 12 25.0000  9.98 2500 35 12  8.4000 24000 .6615 12 10  9.5 1  4
1 1632 0 0 38 12  2.3897  2.30 1960 31 12  5.1020 13900 .7215 12 12  7.5 0 19
1  778 0 0 47  8  3.2134  7.25 2058 51  8  7.4101 31810 .6915 12 12  5.0 1 11
1 1984 0 2 34 12  3.3770  3.14 2410 49 10  5.3527 19840 .6915  7  7  7.5 0 14
1  225 1 2 40 17  1.7778  0.00 1278 38 17 19.5620 25490 .6615 16 17 14.0 1  8
1 1960 0 1 31 12  3.1633  3.18 2875 35 12  5.0783 20800 .6915 12 12  7.5 0 13
1  444 0 0 46 12  2.7027  0.00 2340 49 12  0.5128  2400 .8015 10 16  7.5 1 24
1  384 0 3 36 14  1.6927  0.00 3060 43 17  5.4020 32650 .5815 10 10 14.0 1  1
1 1170 1 2 39 13  0.2137  0.00 1920 47 12  7.8646 16370 .7215 12 16 11.0 1  1
1 1330 0 2 36 17  6.7669  4.50 3390 38 12  6.0531 35500 .5515  7  7 14.0 0  3
1 1350 0 4 37  8  1.7407  2.10 2400 41 12  5.0000 15100 .7515  7  7  3.0 0  4
1  480 0 4 39 12  2.5000  0.00 1640 40 11  7.6829 14100 .7515  7  9  3.0 0 21
1 1984 1 3 36 11  4.4859  3.26 1656 38  8  6.0386 19600 .7215  7  3 14.0 0 10
1 1944 0 2 49 12  2.5720  2.70 1920 53 16  5.8510 19434 .7215  7  7  5.0 1 13
1   50 1 1 45 12  3.4600  5.00 1780 46 10  6.7416 23882 .7215  7  7  9.5 1  9
1  460 2 0 32 17  4.7826  0.00 1850 31 17  8.1081 17300 .7215  7  7  7.5 0 14
1  680 0 5 36 10  2.3118  0.00 3430 43 12  5.3061 19772 .7215  7  7  7.5 0  2
1 2450 0 1 40 12  5.3061  6.50 2008 40  8  7.2709 35641 .6215  7  7  5.0 1 21
1 2144 0 2 43 13  5.8675  0.00 2140 43 11  8.1776 34220 .5815  7  7  7.5 1 22
1 1760 0 1 33 12  3.4091  3.21 3380 34 12  7.1006 30000 .5815 12 16 11.0 1 14
1  490 0 1 30 12  4.0816  2.46 2430 33 11  6.5844 18000 .6915 12 12  7.5 1  7
0  0  0  1 49 12  0.0000  0.00 2550 54 15  7.8529 21025 .6615 14 12  7.5 1  2
0  0  2  0 30 16  0.0000  0.00 1928 34 16 11.9290 23600 .6615 14  7  9.5 1  5
0  0  1  0 30 12  0.0000  0.00 1100 39 17 18.0000 22800 .6615 12 12  7.5 0 12
0  0  0  4 41 12  0.0000  0.00 3193 40 16 10.0220 35910 .5815  7  7  7.5 1  1
0  0  0  1 45 12  0.0000  0.00 2250 46 16  9.3333 21700 .6615  7  7  5.0 1 12
0  0  0  5 43 12  0.0000  0.00 2012 44 13  6.0850 21823 .7515  7  7  7.5 1  4
0  0  0  1 42 13  0.0000  0.00 3856 46 15  5.7054 31000 .6615 10  7 11.0 1  9
0  0  0  0 60 12  0.0000  0.00 1645 58 12  9.1185 15300 .7215  7  7  7.5 1  9
0  0  0  0 57 12  0.0000  0.00 1554 57 12  7.2072 12925 .7215  9  3  7.5 1  6
0  0  0  2 38 10  0.0000  0.00 2352 41  8  5.3146 15830 .7515 12  7  5.0 0  5
0  0  0  0 56 12  0.0000  0.00 1980 58 12  8.2828 30200 .6915 12 12  7.5 1  5
0  0  0  3 32 12  0.0000  0.00 2352 37  7  7.0578 16600 .7215 10  7  5.0 0  8
0  0  0  1 49  7  0.0000  0.00 1784 58  6  6.1659 11000 .7515  7  7  7.5 1  2
0  0  0  0 55 12  0.0000  0.00 2500 58 12  2.7000 15000 .7215  7 10  3.0 0  6
0  0  1  1 36  9  0.0000  0.00 2088 39 14  7.6628 20528 .7215  7  7 11.0 0  0
0  0  0  3 44 12  0.0000  0.00 4640 50 12  1.8491 13126 .7515  9  9 14.0 0  3
0  0  0  1 44 10  0.0000  0.00 3900 60 12  3.8462 15550 .7215  7 14  7.5 1  7
0  0  1  2 35 14  0.0000  0.00 1988 34 17  9.0543 18010 .7215  3 12  7.5 1  3
0  0  2  3 44 14  0.0000  0.00 1920 45 10  9.3750 18874 .7215 10 10 14.0 0 10
0  0  0  1 45 12  0.0000  0.00 2400 45 12  8.3333 24800 .6615 12 12 14.0 1  3
0  0  1  0 34 12  0.0000  0.00 1867 38 12  9.3733 17500 .6915 12 17  5.0 1  2
0  0  2  0 30 17  0.0000  0.00 3570 32 17  4.4818 16150 .7215 12 12  7.5 1 12
0  0  0  1 39  8  0.0000  0.00 2805 44 12  5.3476 15189 .7215  7  3  3.0 0 15
0  0  0  2 36 12  0.0000  0.00 1110 39 15  3.2027  6000 .7815  7  7 14.0 0  5
0  0  0  2 38 17  0.0000  0.00 2695 42 16 12.8010 37250 .5515 10 12  9.5 1  4
0  0  0  0 53 12  0.0000  0.00 1950 54 16  6.9103 27760 .6215 10 10  7.5 1 10
0  0  0  2 36 12  0.0000  0.00 2128 42 12  4.2293  9090 .7715  7  7  3.0 0  1
0  0  1  1 32 12  0.0000  0.00 3260 31 12  4.4479 14500 .7215 12  7  7.5 1  8
0  0  0  3 51  9  0.0000  0.00 1987 51 12  8.0523 19700 .7215  7  7 14.0 1 20
0  0  0  0 38 11  0.0000  0.00 2185 46 11  7.5057 16788 .6915 10  7 14.0 1  4
0  0  2  0 33 12  0.0000  0.00 2475 36 12  7.4747 18520 .6915 10 10 11.0 1  7
0  0  0  0 54 12  0.0000  0.00 2610 53 12  6.3218 20950 .6915 16 10  9.5 1 10
0  0  0  3 38  9  0.0000  0.00 1920 44 12  2.1354  7574 .8015  7  3 11.0 0  3
0  0  2  2 30 11  0.0000  0.00 2352 31 14  4.2092 10027 .7715  7  7  3.0 0  5
0  0  2  3 34 12  0.0000  0.00 3160 30 12  0.7595  5000 .9415 12 12  7.5 0 10
0  0  0  1 34  9  0.0000  0.00 1040 37 13  4.8077  7040 .7915 12  7  3.0 0  0
0  0  0  2 50 12  0.0000  0.00 3120 49 12 12.7880 40800 .5215 10  7  7.5 1  3
0  0  2  0 30 17  0.0000  0.00 2240 30 16  7.1429 16050 .7215 12 12 11.0 0 10
0  0  0  2 38 12  0.0000  0.00 1980 42 16 15.1520 33100 .5815 10  7 11.0 1  2
0  0  0  0 54 14  0.0000  0.00 1960 58 14  7.9082 33856 .7215 12 12  9.5 1 10
0  0  1  2 30 12  0.0000  3.00 2940 31 17  6.9728 20500 .6915 12 12  7.5 1  4
0  0  0  0 55 12  0.0000  0.00 2467 56 11  4.9181 28600 .5815  7  7  5.0 1  0
0  0  0  1 51 10  0.0000  0.00 2256 56 12  8.3112 18750 .6915 10 10 11.0 0 10
0  0  0  1 44 12  0.0000  0.00 1680 46 12  7.1429 20300 .7215  7  7  9.5 1  5
0  0  0  0 53 12  0.0000  0.00 2250 55 12  5.6889 13420 .7215  7  7  5.0 0  0
0  0  0  2 42 10  0.0000  0.00 2400 49  9  7.0833 18400 .7215  3  3  5.0 0  0
0  0  0  2 38 12  0.0000  0.00 2196 42 11  5.6922 16682 .7215 10  7  7.5 0 19
0  0  1  3 38 13  0.0000  0.00 2400 40 12 11.4000 32685 .6215  7  7  7.5 1  2
0  0  1  4 41 12  0.0000  0.00 3825 41 11  1.4152  7050 .8015  3  3  9.5 1 12
0  0  0  3 35  8  0.0000  0.00 2860 44  9  2.7507 10867 .7815 12  7  9.5 1  5
0  0  1  2 33 12  0.0000  2.75 2750 34 12  6.6182 18220 .7215 12 12  9.5 1  5
0  0  0  0 48 13  0.0000  0.00 2103 50 16  9.2725 26613 .6915  7  7  7.5 0  5
0  0  0  0 47 12  0.0000  0.00 1880 51 12 12.2870 25000 .6215 12 10  7.5 1 10
0  0  0  5 34 12  0.0000  0.00 3185 41 13  2.8549 15700 .7515  7  7  7.5 1  0
0  0  2  1 33 13  0.0000  0.00 2677 37 17  7.9709 40250 .5215 12 10  5.0 1  4
0  0  3  1 31 13  0.0000  0.00 3600 36 17 19.4440 73600 .4415 12 16 11.0 0  3
0  0  0  0 58  8  0.0000  0.00 4334 58  8  1.4806 10592 .7515 12  7  7.5 1  2
0  0  0  0 49 12  0.0000  0.00 2874 52  8  1.8918  8000 .7515  7  7  3.0 0  1
0  0  0  1 55  8  0.0000  0.00 1936 56  9  6.9215 13400 .7215  7  3  7.5 1  0
0  0  0  0 44 14  0.0000  1.50 1964 49  8 10.6920 23700 .6615 12 12 14.0 1  1
0  0  0  0 44  9  0.0000  0.00 1900 48  8  9.9474 18900 .6915  7  7 11.0 1  1
0  0  0  3 36 16  0.0000  0.00 2500 37 17 19.0000 48300 .4615  7 12  9.5 1  6
0  0  0  3 38 12  0.0000  0.00 3173 46 14  7.4882 24470 .6615 14 14  9.5 1 12
0  0  0  3 37 16  0.0000  0.00 2916 38 17  9.2590 28630 .6215 16  7  7.5 1  6
0  0  0  0 47 12  0.0000  0.00 2208 51 12 11.3220 25320 .6215 12  7  5.0 1  9
0  0  0  3 47 12  0.0000  0.00 2094 47 10  6.4470 13530 .7515 12 10  7.5 1 14
0  0  1  1 32 12  0.0000  0.00 2250 33 12  6.5778 14800 .7215  7  7  9.0 1 13
0  0  1  2 43 12  0.0000  0.00 2000 46 12  6.1000 17400 .7515 12  7  7.5 0  8
0  0  1  4 42 11  0.0000  0.00 2600 48 10  4.2308 15980 .7815 10 10  3.0 0  0
0  0  0  0 56 12  0.0000  0.00 4368 57  8  2.2170 16576 .7215  7  7  7.5 0  1
0  0  0  5 38 13  0.0000  2.25 3068 40 16  6.5189 21850 .6915 12  7 11.0 1  3
0  0  0  2 52 12  0.0000  0.00 2218 51 11  6.4923 14600 .7215  7  7 14.0 1 13
0  0  0  0 50 12  0.0000  0.00 1848 56 12 11.3640 21600 .6615 12 12  7.5 1  3
0  0  0  0 33 16  0.0000  0.00 2430 33 17  9.8765 24000 .6615 12 12  7.5 1  8
0  0  0  2 44 16  0.0000  0.00 2640 44 17  7.6576 20883 .6915  7  7  7.5 1  8
0  0  0  1 41 12  0.0000  0.00 2108 42 16  8.3017 19500 .6915  7  7 14.0 0 18
0  0  0  1 45 12  0.0000  0.00 1998 45 12 14.1140 42800 .6215 14 12 11.0 1  2
0  0  0  0 53 14  0.0000  0.00 2500 55 16 16.0000 41500 .5215  7  7  7.5 0  3
0  0  0  0 53 14  0.0000  0.00 1665 56 17 11.2910 18965 .6915 12 12 14.0 1  5
0  0  0  1 42 12  0.0000  0.00 2990 46 12  2.3395 16100 .7215 12 10  9.5 1  2
0  0  2  0 32 13  0.0000  0.00 1795 35 16  7.7994 14700 .7215 12 17  7.5 1 10
0  0  0  0 56 12  0.0000  0.00 2500 53 12  6.0000 18800 .7215  7  7  7.5 1 30
0  0  1  3 37 11  0.0000  0.00 2205 40 11  6.6893 14750 .7515 10  7 11.0 1  1
0  0  1  2 40 12  0.0000  0.00 2460 42 14  8.5366 21000 .6915 12  7 14.0 1  5
0  0  0  3 54 15  0.0000  0.00 1880 55 16 13.8300 35400 .6215  0  7  7.5 1  8
0  0  0  0 53  7  0.0000  0.00 3481 53  9  1.4800 10700 .7515  7  7  7.5 0  0
0  0  0  1 48 12  0.0000  0.00 2450 51 12  8.5714 24500 .6615  7  7  9.5 1  4
0  0  1  2 36 12  0.0000  0.00 2062 38 14  8.2299 17045 .7215  7  7  9.5 1  2
0  0  0  0 57 12  0.0000  0.00 2146 52 14  8.3877 18800 .6915  7  7  7.5 1 30
0  0  0  0 51 12  0.0000  0.00 1575 49  7  7.3651 14000 .7215 10  7 14.0 1 25
0  0  0  4 33 13  0.0000  0.00 3096 37 12  3.4415 18214 .7215  7  0  3.0 0  3
0  0  0  0 52 12  0.0000  0.00 3280 49 11  3.3537 20177 .7515  7  7  7.5 1 20
0  0  0  0 56 10  0.0000  0.00 1680 60  8  2.9762  8300 .7815  0  7  7.5 1 20
0  0  1  2 36 12  0.0000  0.00 2625 38 11  5.1810 14200 .7515 14  9  7.5 1  0
0  0  1  0 36 14  0.0000  0.00 1846 50 16 10.2930 21768 .6915 12 12  7.5 0 15
0  0  0  1 46 12  0.0000  0.00 2178 47 10 13.2430 29553 .5815 10  7 14.0 1 10
0  0  0  3 31 10  0.0000  0.00  960 33  9  3.6458  4350 .9415  7  7  7.5 0  4
0  0  0  0 52 11  0.0000  0.00 2210 51 12 10.4070 24000 .6615  7  7 11.0 1  3
0  0  0  2 46 12  0.0000  0.00 2192 55 12  8.2117 18300 .6915  7  7  7.5 1 10
0  0  2  0 35 12  0.0000  0.00 1960 44 16  8.6735 17200 .7215  7  3  7.5 1  9
0  0  0  0 59 12  0.0000  0.00 1920 56 10  8.3208 16476 .6915  7  7 14.0 0  7
0  0  0  1 36  8  0.0000  0.00 2286 40 12  4.2870 13400 .7515  0  0 14.0 0 12
0  0  1  3 51  7  0.0000  0.00 2000 52  7 10.5000 44988 .5215  3  3 14.0 0  0
0  0  1  0 31 16  0.0000  0.00 2256 31 12  7.9787 18200 .6915 12 12  9.0 1 16
0  0  0  2 31 14  0.0000  0.00 2370 36 17 11.8140 28000 .6215 12 12 14.0 1  4
0  0  1  1 32 12  0.0000  0.00 1800 39 13  6.1111 11550 .7515 12 12  7.5 1  7
0  0  1  2 35 16  0.0000  0.00 2250 38 16 12.5780 28450 .6215 12  7 14.0 1  7
0  0  0  3 40 12  0.0000  4.10 1080 43 12 11.2440 15096 .7515  7 10  7.5 1 14
0  0  1  2 33 10  0.0000  0.00 2840 38 12  2.7408  8009 .7815  7  7 14.0 0  2
0  0  0  0 54  7  0.0000  0.00 2250 52 11  4.4444 10040 .7515  0  0  3.0 1 20
0  0  1  1 36 12  0.0000  0.00 2746 37 12  5.8267 16700 .7215 12 12  7.5 1  5
0  0  0  1 50 10  0.0000  0.00 2300 60  8  2.3478  8400 .7815 12  7  3.0 0 10
0  0  0  0 54  8  0.0000  0.00 2860 49  8  4.4755 13000 .7215  0  0  3.0 0 20
0  0  0  1 48 11  0.0000  0.00 1765 49 12  8.4986 17970 .7215  7  7  7.5 1 10
0  0  0  4 41 15  0.0000  0.00 2520 42 16  7.1825 18450 .7215 14 17  5.0 0  8
0  0  0  4 50 12  0.0000  0.00 2208 53 12 10.8700 31000 .6615 12  7 14.0 1 11
0  0  0  2 46 12  0.0000  0.00 2119 51  8  7.1222 24135 .7215 10  7  7.5 1  3
0  0  0  1 42 13  0.0000  0.00 2580 47 17 10.6592 31700 .5815 12 12  7.5 0  6
0  0  1  2 31  9  0.0000  0.00 1984 34 12  3.2762 10190 .7915  3  3 14.0 0  4
0  0  0  0 53 12  0.0000  0.00 1880 58  8  7.7521 21574 .7215 10 10 14.0 0  4
0  0  0  1 51 12  0.0000  0.00 2185 57 12 11.9450 26680 .6215  3  3  7.5 1  9
0  0  0  1 47 12  0.0000  0.00 2080 57 12  4.6154 17700 .7515  7  9 11.0 1 10
0  0  0  1 50 12  0.0000  0.00 1920 50 12 13.0210 29400 .6215 12 12 14.0 1  3
0  0  0  1 37  6  0.0000  0.00 3000 52  5  2.6667 22159 .7515  7  7  7.5 0  2
0  0  2  2 30 12  0.0000  0.00 2100 31 12  8.8333 35000 .5815 12 12 11.0 0  2
0  0  0  0 49 12  0.0000  0.00 1690 39 12  2.3669  8630 .7915 16 16  5.0 1  0
0  0  0  2 52 12  0.0000  0.00 2600 49 16  5.0000 17080 .7515  7  0 14.0 1  8
0  0  0  2 47 12  0.0000  0.00 1984 49 16  7.4597 32500 .7215 10  7 14.0 1  6
0  0  0  0 49 12  0.0000  0.00 2064 53 12  7.7519 16000 .7215  7  7 11.0 1 15
0  0  0  4 44 12  0.0000  0.00 2553 31 16  5.4054 18850 .7515 12 10 14.0 1 15
0  0  0  0 53  8  0.0000  0.00 2776 59  9  6.1239 17500 .6915  9  9  9.5 1  9
0  0  1  0 30 12  0.0000  0.00 2315 31 13  8.3369 19392 .6915  7 12 14.0 0  8
0  0  0  2 54 12  0.0000  0.00 1880 55 12  7.1277 14450 .7215  7 10  7.5 1 18
0  0  1  1 47  7  0.0000  0.00 2160 51  7  6.1204 21800 .6915  0  0  7.5 1  3
0  0  0  0 56 15  0.0000  0.00  900 56 12  3.1111  7700 .7515  7  7 14.0 1 10
0  0  0  1 49 12  0.0000  0.00 2467 52 16 12.1610 31800 .5815  7  7 11.0 0  6
0  0  0  0 48  6  0.0000  0.00 1820 55 12  5.3846 17258 .7515  7  7  9.5 1 20
0  0  0  1 49 12  0.0000  0.00 2223 53 10  3.9838 13399 .7515 10 12  9.5 0  8
0  0  0  1 56 12  0.0000  0.00 2142 60 12  7.4697 16073 .7215 12 16 11.0 0  3
0  0  0  0 46 12  0.0000  0.00 1928 46 11 11.4110 23260 .6615  7  7  7.5 1  4
0  0  0  2 45 12  0.0000  0.00 2783 49 17 12.9360 37300 .5515 12 12 14.0 1 13
0  0  0  2 32 12  0.0000  0.00 1960 35 12  5.6122 11000 .7515 12  7 11.0 1  4
0  0  1  1 43 12  0.0000  2.70 1920 41 12  6.8099 13075 .7515  7  7 14.0 1 17
0  0  1  1 34 12  0.0000  0.00 1587 39 12  8.5066 13700 .7215  7  7  9.5 1  4
0  0  1  1 30 12  0.0000  0.00 2496 51 10  5.5080 25100 .6615  7 10  5.0 0  0
0  0  2  0 38 17  0.0000  4.80 2280 39 12  7.2285 18600 .6915 12 16  5.0 1 15
0  0  1  1 33 16  0.0000  0.00 2750 36 17  9.4545 29000 .6215 16 16  9.5 0 11
0  0  0  0 52 12  0.0000  0.00 2115 55 12  8.9835 19237 .6915  7  7  9.5 1 23
0  0  0  3 43 11  0.0000  0.00 2590 45 12  5.9846 19855 .7215 12 14  7.5 1  1
0  0  1  1 33 12  0.0000  0.00 2372 34 12  3.9629  9450 .7515 12  7  9.5 0  5
0  0  0  0 45 10  0.0000  0.00 2295 48 12  7.0575 30000 .5815  7  7  7.5 0  1
0  0  2  1 36 10  0.0000  0.00 2096 38 12  7.1565 15000 .7215 10 10 14.0 1  5
0  0  1  1 34 12  0.0000  0.00 3315 39 17  4.0145 24701 .6615 12 12  9.5 1  3
0  0  0  2 37 14  0.0000  0.00 1777 50 16  3.8829 15900 .7215 10 14 11.0 0  3
0  0  0  1 46 10  0.0000  0.00 1880 51 12  7.9787 16240 .7215  7  7 11.0 0 19
0  0  0  0 47 12  0.0000  0.00 2184 55 10  5.0366 21100 .7515 12 12  9.5 1 20
0  0  2  1 31 16  0.0000  0.00 3250 32 16  7.0769 23000 .6615 12 12  7.5 1  5
0  0  0  0 57  5  0.0000  0.00 1520 58  5  3.6184  6340 .7715  7  7 14.0 0  0
0  0  1  1 30 12  0.0000  0.00 3119 30 13 13.4660 42250 .4915 10 10  5.0 1  3
0  0  0  0 30 12  0.0000  0.00  640 43 17 14.5310 14694 .7215 12 10 11.0 1  3
0  0  0  3 44 12  0.0000  0.00 2250 45 12  6.8000 21417 .7215 12 12  9.5 1  7
0  0  0  0 53 13  0.0000  0.00 3000 53 13  6.6667 20200 .6615  7 12  7.5 1  7
0  0  0  0 51  8  0.0000  0.00 2028 54  8  5.9172 12090 .7215  7  7  9.5 1  1
0  0  1  3 39 12  0.0000  0.00 2412 36 14 10.2400 24760 .6615 12  7  5.0 1 13
0  0  0  0 52  8  0.0000  0.00 2452 54 12  8.1566 23000 .6915  7  3  3.0 0  0
0  0  0  4 46  8  0.0000  0.00 2304 50 12  6.6775 19365 .7215  3  3 11.0 1  0
0  0  0  5 47 12  0.0000  0.00 3120 49 12  0.9615  5550 .9415  7  7  3.0 0 12
0  0  0  2 52  8  0.0000  0.00 1670 54  8 16.9070 68035 .4415  7  3  7.5 1  0
0  0  0  2 45 12  0.0000  0.00 2137 46 15 13.5700 29300 .6215 10 14  7.5 1  5
0  0  0  0 60 11  0.0000  0.00 2071 52 11  8.9329 18500 .6915  7  7  7.5 1 45
0  0  0  2 41 13  0.0000  0.00 1960 54  7  4.7372 22582 .7215 17  7 11.0 0 10
0  0  0  3 39  8  0.0000  0.00 2068 45 12  8.5106 21500 .7215  7  7  7.5 1  2
0  0  0  1 49 12  0.0000  0.00 2190 51 12  5.2511 28070 .7515  7  7  7.5 0  3
0  0  1  1 32 15  0.0000  0.00 2295 37 13 21.7860 50300 .4415 12 12 14.0 1  1
0  0  1  3 33 12  0.0000  0.00 2970 34 13  7.9125 23500 .6615 12 12 14.0 1  5
0  0  0  4 36 10  0.0000  0.00 2068 37  8  7.1083 15500 .7515  7  9 14.0 0 10
0  0  3  3 37 13  0.0000  0.00 2419 39 14  5.0434 13440 .7715  7  0  5.0 0  4
0  0  1  2 30 12  0.0000  0.00 2150 34 11  2.2442  8100 .7815 12 12 11.0 0  7
0  0  1  1 44 11  0.0000  0.00 1152 37 10  8.5069  9800 .7515  7 12  9.5 1  9
0  0  0  1 48 12  0.0000  0.00 2640 49 12  7.5758 20300 .6915  7 12  5.0 1  5
0  0  0  4 40 11  0.0000  0.00 2550 45 11  5.8824 15000 .7515  7  7 14.0 1  4
0  0  0  0 47 13  0.0000  0.00 1360 49 16 40.4410 56100 .4415  9  9  5.0 1 11
0  0  0  2 36 12  0.0000  0.00 2420 40 12  6.2339 22846 .7215 12  7  5.0 1  9
0  0  0  2 40 11  0.0000  0.00 2205 42 14  9.2971 22225 .6915  7 12  5.0 1  4
0  0  0  1 46 12  0.0000  0.00 3268 46 12  0.7038 17635 .9415 12  7  7.5 1  2
0  0  0  0 52 12  0.0000  0.00 3672 54 12  2.5425 18500 .6915  3 12  7.5 0 23
0  0  0  1 44 12  0.0000  0.00 1800 45 12  5.0833 13390 .7515 12 12 11.0 0  3
0  0  0  1 45 10  0.0000  0.00 1926 46 14  7.6843 15150 .7215  7  7  7.5 1 15
0  0  2  1 30  7  0.0000  0.00 1920 35  7  4.0625 16200 .7815  7  3  7.5 0  8
0  0  1  3 40 12  0.0000  0.00 2080 44 12  6.5106 33920 .6615 12 12 14.0 1  3
0  0  0  1 43 12  0.0000  0.00 2856 43 12  2.9510 14000 .7215  7 12  7.5 0 25
0  0  0  2 49 12  0.0000  0.00 2115 53 10  5.6738 16736 .7515 12  3 11.0 1  2
0  0  1  4 46 12  0.0000  3.45 1880 48 12 12.7660 30650 .6615 12 12 11.0 1  0
0  0  0  0 52 11  0.0000  0.00 2000 52 12  6.0000 12400 .7515  7  7 11.0 0 19
0  0  1  1 31 12  0.0000  0.00 2044 33 15  9.2955 19022 .6915  7 10  9.5 1  3
0  0  1  1 42 10  0.0000  0.00 1677 47 11  5.1324 11203 .7515  7  7  5.0 0  7
0  0  0  3 33 11  0.0000  0.00 2184 38  8  9.0659 19876 .6915  7 14  7.5 1  1
0  0  0  0 57 16  0.0000  0.00 3185 57 13 11.9310 57000 .4415  7 12 14.0 1  9
0  0  0  0 49 10  0.0000  0.00 2680 51 10  6.7164 18290 .6915 10 10 11.0 1  3
0  0  0  1 45 14  0.0000  0.00 3615 47 14  4.5851 20220 .6915 14 12 11.0 1  8
0  0  0  0 56 11  0.0000  0.00 2139 56 12  9.2567 22150 .6915  7  7 14.0 1  0
0  0  1  3 41 12  0.0000  0.00 3080 43 12  8.5656 30623 .6215 10 10  7.5 1  5
0  0  0  0 56  5  0.0000  0.00 1261 53  6  6.7407  9380 .7515  3  3 14.0 1 20
0  0  0  1 48 10  0.0000  0.00 2227 48 10  9.8788 22000 .6915  7  7  5.0 1  3
0  0  0  2 52 16  0.0000  0.00 1920 53 16  9.3750 23675 .6615 12 10  7.5 1 12
0  0  0  0 51 12  0.0000  0.00 2350 55 12  6.2770 33671 .7215  7  7 14.0 1  5
0  0  0  3 35 11  0.0000  0.00 1785 39 10  6.4241 12367 .7515  7  7  7.5 0  1
0  0  0  0 45 12  0.0000  0.00 2598 51 12  8.3718 21950 .6615  7  7  5.0 0  0
0  0  0  0 54 12  0.0000  0.00 2455 58 17 12.2200 32000 .5815  7  7  9.5 1  7
0  0  0  2 54 12  0.0000  0.00 2450 54 13  3.5612 22610 .7215 10 10  9.5 1 13
0  0  1  0 31 12  0.0000  0.00 1218 32  8  8.8670 12092 .7515  7  7  3.0 0  3
0  0  0  3 53  6  0.0000  0.00 2040 54  4  1.8515  3777 .9415  7  7 11.0 0  0
0  0  2  2 35 14  0.0000  0.00 2600 34 14  8.0769 36000 .5515 16 14  3.0 0  2
0  0  1  3 36 12  0.0000  0.00 2450 40 16  8.9796 26900 .6615 12 16  7.5 0  0
0  0  0  0 59 12  0.0000  0.00 2717 60 12  6.6618 32242 .6615  7  7 11.0 1  2
0  0  0  0 54 16  0.0000  0.00 2701 54 17 11.1070 35020 .5815 16 17  5.0 1  1
0  0  1  1 37 12  0.0000  0.00 2600 47 17 14.0770 37600 .5515  7  7  9.0 1 10
0  0  0  0 44 12  0.0000  0.00 3640 54 10  0.4121  1500 .9415  7  7  7.5 1 10
0  0  1  2 34 17  0.0000  0.00 2940 40 16 23.8100 96000 .4415 12 12  5.0 1  1
0  0  0  0 49 12  0.0000  0.00 1880 50 12  9.5745 18150 .6915  7  7 11.0 0  3
0  0  0  0 49 12  0.0000  0.00 3500 51 12  1.9286 15500 .7215  7  7  3.0 0 32
0  0  0  0 60  9  0.0000  0.00 3320 60  8  2.5783 14000 .7215  7  7  3.0 0  0
0  0  0  0 51 12  0.0000  0.00 1605 55 12  7.2274 14756 .7215  7  7  7.5 1  7
0  0  1  1 30 12  0.0000  0.00 2500 30 14  8.8000 22000 .6615 12 10  5.0 1  5
0  0  0  2 47 12  0.0000  0.00 2400 49  9  7.7500 24466 .6615  7  7 11.0 1  2
0  0  0  4 36 12  0.0000  0.00 1634 45 17 14.6880 24400 .6615 12 12  7.5 1  5
0  0  1  3 35 12  0.0000  0.00 2260 38 12 10.4870 24000 .6615  7  7  9.5 1  3
0  0  0  0 58 12  0.0000  0.00 3478 53 12  4.0253 15500 .7215 12  9 11.0 0 25
0  0  1  3 41 14  0.0000  0.00 2550 42 16 11.7650 30800 .6215 14 12  7.5 0  0
0  0  0  1 51 10  0.0000  0.00  840 52  8  9.5238 10660 .7515  7  7 14.0 1  3
0  0  0  0 47 12  0.0000  0.00 1520 52 12  6.9079 13350 .7215  7  7 11.0 0 10
0  0  1  2 45  9  0.0000  0.00 1920 35  9  5.1510 10090 .7515 12  3 11.0 0 10
0  0  0  0 60 14  0.0000  0.00 2703 55 17 20.4960 55600 .4415 16 14 14.0 1  7
0  0  1  1 30 16  0.0000  2.00 1896 46 16 13.5550 25700 .6615 12 12  9.5 1  5
0  0  0  0 55 11  0.0000  0.00 1960 57 13 14.7960 29000 .5815  7  3  5.0 1 15
0  0  1  2 32 12  0.0000  0.00 3060 50  8  1.6905  7286 .7815 10  7  3.0 0  1
0  0  0  2 36 12  0.0000  0.00 2805 38 12  7.2296 37752 .5215  7  7  3.0 0  5
0  0  0  0 55 12  0.0000  0.00 1944 53  7  4.1152 13072 .7515  3  3 14.0 0  9
0  0  0  0 47 12  0.0000  0.00 1960 47 12  2.9990  7044 .7715  3  3 14.0 0 18
0  0  0  1 47 12  0.0000  0.00 2112 52  8  8.0492 18200 .6915  7  7 14.0 1  1
0  0  0  1 37 11  0.0000  0.00 2544 39 12  8.5770 27000 .6215 12  7  3.0 0  0
0  0  0  2 50 12  0.0000  0.00 1700 53 17  9.3235 30300 .5815 10 12  3.0 0  6
0  0  0  3 30 12  0.0000  0.00 2550 31 12  4.7059 12000 .7515  3  7 14.0 0  1
0  0  0  1 48 17  0.0000  0.00 2080 45 17  9.1346 31500 .6615 16 17  3.0 0  2
0  0  0  2 43 10  0.0000  0.00 2060 49 12  7.7670 27092 .7215 10 10  5.0 1 15
0  0  1  0 48 11  0.0000  0.00 1955 46  8  4.1269 20968 .7515  7  7  3.0 0 25
0  0  1  2 41 14  0.0000  0.00 2500 44 17 10.0000 27000 .6615 17  7 14.0 1  1
0  0  0  0 50 12  0.0000  0.00 2750 52 10  4.0727 11225 .7515  7 10  7.5 1  0
0  0  0  0 58  8  0.0000  0.00 2040 59  5  7.8529 37700 .5815  3  3  7.5 0  0
0  0  0  5 38 13  0.0000  0.00 3275 43 15  7.8168 28200 .6615 12 16  7.5 1  0
0  0  0  1 37 12  0.0000  0.00 2400 39 12  9.1667 34000 .6615  7 12  5.0 0  8
0  0  0  0 50 16  0.0000  0.00 2024 51 17  29.644 63200 .4415 12  7  9.5 1 22
0  0  0  4 42  8  0.0000  0.00 1840 44  6  4.0761  7500 .7915  3  3  7.5 1  5
0  0  1  3 37  9  0.0000  0.00 2033 37 17  8.3620 17410 .7215 10 10  9.5 1 10
0  0  0  2 41 16  0.0000  0.00 1946 40 17 12.0620 51000 .4415 16 17  9.0 1  1
0  0  0  2 31 12  0.0000  0.00 3660 31 12  2.3251 12916 .7515 10  7  3.0 0  1
0  0  0  0 51 12  0.0000  0.00 2088 55 11 10.0100 21900 .6615  7  7  5.0 1  6
0  0  1  2 36 12  0.0000  0.00 2048 41 12  5.2734 17640 .7515  7  7  5.0 0  4
0  0  0  0 54 15  0.0000  0.00 1920 52 15 10.4170 20000 .6915 14 16 14.0 0  6
0  0  0  0 49 12  0.0000  0.00 2000 54 12  7.5000 15000 .7215  7  7 14.0 1  0
0  0  1  1 48  9  0.0000  0.00 2204 47  8  6.3521 14060 .7215 10 12  5.0 0  1
0  0  0  2 42  9  0.0000  0.00 3157 45 10  3.8071 15825 .7215  7 14  9.5 0  3
0  0  1  2 41 12  0.0000  0.00 1665 44 14  9.9099 16510 .7215  3 16  9.5 1 15
0  0  0  0 55 16  0.0000  0.00 2304 56 11  2.6701 13000 .7215 12 12  7.5 0 33
0  0  0  0 42  9  0.0000  0.00 2275 46  8  4.3956 10000 .7515  7  7  5.0 1  2
0  0  0  1 32 15  0.0000  0.00 2760 33 17  7.9710 22000 .6615 12 12  7.5 1  1
0  0  0  2 43 12  0.0000  0.00 1750 44 14 15.4290 29800 .5815  7  7  7.5 1 10
0  0  1  3 33 12  0.0000  0.00 3366 37 13  1.9854 15000 .7215  7  7  5.0 1  0
0  0  0  1 48 15  0.0000  0.00 2205 51 16  7.2562 22300 .7215 10 14  9.5 1 14
0  0  0  2 43 12  0.0000  0.00 1990 48  9  7.0352 14550 .7215  3 16  7.5 1 15
0  0  1  3 47 17  0.0000  0.00 1930 57 16  8.1347 19730 .6915 14 12  7.5 1 15
0  0  0  0 54 12  0.0000  0.00 1350 60 12 11.9810 35000 .5515 12 12  7.5 1 10
0  0  0  1 51 12  0.0000  0.00 3340 52 12  5.9922 21014 .6615  7  3  7.5 1  6
0  0  0  1 51 10  0.0000  0.00  960 57 10  4.1458 10876 .7515 14  7  7.5 0 18
0  0  1  1 43 13  0.0000  0.00 2732 42 13  8.5102 27850 .6215 12 10  7.5 0 15
0  0  0  0 53 12  0.0000  0.00 1624 59  8  2.9631  9560 .7515  0  3  3.0 0 30
0  0  1  1 34 11  0.0000  0.00 1804 36 12  8.8149 30300 .6215  7  7  7.5 0 15
0  0  1  1 31  8  0.0000  0.00 2805 31 10  2.4955  7720 .7815  7  7  7.5 0 10
0  0  0  0 56 12  0.0000  0.00 2160 59  8  4.8843 10550 .7515 10  7  7.5 1  0
0  0  0  1 42 16  0.0000  0.00 2052 55 15 10.2000 24106 .6615 12  7  9.5 1  0
0  0  0  2 32 12  0.0000  0.00 2250 35 16 10.0000 22995 .6615 12 14  9.5 1  4
0  0  1  3 35 12  0.0000  0.00 1120 37 12  5.3571  6000 .8015 12 12  9.5 1  0
0  0  1  1 30 12  0.0000  0.00 2450 36 14  9.7959 24350 .6615 14 14  9.5 1  3
0  0  0  0 51 10  0.0000  0.00 3432 50 11  1.3741  7608 .7715  7  7  7.5 0 20
0  0  0  3 47 12  0.0000  0.00 2700 48 12  3.4630 28200 .7215  7  7  3.0 0  3
0  0  0  1 54 12  0.0000  0.00 2817 55 13  5.0408 16150 .7215  3  7  3.0 0  1
0  0  3  0 31 15  0.0000  0.00 3000 34 17 16.6670 51200 .4415  7 10  7.5 1  5
0  0  0  0 47 10  0.0000  0.00 2125 45 11  4.3294 12646 .7515  7  7  5.0 1  7
0  0  0  3 47 14  0.0000  0.00 1864 42 16 10.1930 19000 .6915  7  7 11.0 1  6
0  0  0  3 40 12  0.0000  0.00 2400 39 12  7.5833 19000 .7215  7  7  7.5 1  2
0  0  0  0 48  8  0.0000  0.00 2160 50  7  4.1204 14400 .7515  3  3  7.5 0  0
0  0  0  7 34  8  0.0000  0.00 1040 51  7  4.8077  7232 .9415  3  7 11.0 1 10
0  0  0  3 38 12  0.0000  0.00 2450 42 16  3.1531 21943 .7515  7 10  9.5 1  6
0  0  1  3 32 12  0.0000  0.00 2500 34 16 19.0000 47500 .4615  7 10  7.5 1  4
0  0  0  1 48 16  0.0000  0.00 2131 45 17  6.0535 28900 .6215 12  7  7.5 1  8
0  0  0  2 41 12  0.0000  0.00 2165 46  7  3.7875 12400 .7715  7  7  7.5 0 18
0  0  0  2 49  5  0.0000  0.00 2230 43  3  2.9287  6531 .7815  0  0  7.5 0  7
0  0  0  0 59  8  0.0000  0.00 1995 55 12  9.2972 22422 .6915  3  7 11.0 1 15
0  0  0  0 58 13  0.0000  0.00 2025 57 16  9.3827 22200 .6615  7  7 11.0 1  7
0  0  0  3 41 12  0.0000  0.00 2450 48 15 26.5310 77000 .4415  7 14 14.0 1  8
0  0  0  2 45 12  0.0000  0.00 2160 45 12 40.5090 88000 .4415 10 10 14.0 1  8
0  0  1  1 30 14  0.0000  0.00 1715 32 17 15.1600 26040 .6215 12 10 11.0 0  3
0  0  0  1 41 12  0.0000  0.00 3018 42 16 18.9640 63500 .4415  7  7  7.5 1 10
0  0  2  0 30 12  0.0000  0.00 2216 33 16  5.4152 12100 .7515 10 10  7.5 0  9
0  0  0  1 53 12  0.0000  0.00 2499 54 12  1.9988 17505 .7515 12  7  7.5 1 24
0  0  0  0 31 12  0.0000  0.00 2250 37 14  8.0000 18000 .6915 10  7  7.5 0 12
0  0  0  2 43 14  0.0000  0.00 2116 44 17 11.1530 28069 .6615 12 12 11.0 1  2
0  0  1  1 31 12  0.0000  0.00 2016 30 14  5.9524 14000 .7515 12 14 14.0 1  6
0  0  0  0 51 12  0.0000  0.00 2470 60 10  2.1194  8117 .7515 10  3  7.5 1 18
0  0  0  0 43  9  0.0000  0.00 1640 45 12  3.8384 11895 .7715  7  7  5.0 1 17
0  0  1  2 31 14  0.0000  0.00 2016 34 16 17.3610 45250 .4915 16 16  5.0 1  7
0  0  0  0 48 11  0.0000  0.00 2185 48 12  8.0092 31106 .6915  7 10  9.5 1  6
0  0  1  1 31 12  0.0000  0.00  800 33 14  3.0000  4000 .8015 12  7  9.5 1 10
0  0  0  1 44 12  0.0000  0.00 3022 46 12 10.5890 40500 .5815  7  7  7.5 1  5
0  0  0  1 48 11  0.0000  0.00 1512 50 14 10.9130 21620 .7215 10  7  7.5 1  7
0  0  0  1 53 12  0.0000  0.00 2677 53 12  5.6033 23426 .7215  0  0  7.5 1 11
0  0  0  3 42 10  0.0000  2.75 3150 44 12  7.9365 26000 .6615  3  3 11.0 1 14
0  0  2  6 39 12  0.0000  0.00 1430 34 12  2.9476  7840 .9415  7  0  9.5 1  5
0  0  1  2 32 10  0.0000  0.00 3307 36  4  2.0562  6800 .7915  7  3  7.5 0  2
0  0  0  2 36 12  0.0000  0.00 3120 39 12  1.3013  5330 .7915  7 12 14.0 0  4
0  0  0  2 40 13  0.0000  0.00 3020 43 16  9.2715 28200 .6215 10 10  9.5 1  5
0  0  2  3 31 12  0.0000  0.00 2056 33 12  4.8638 10000 .7715 12 12  7.5 0 14
0  0  0  0 43 12  0.0000  0.00 2383 43 12  1.0898  9952 .7515 10  3  7.5 0  4
0  0  0  0 60 12  0.0000  0.00 1705 55  8 12.4400 24984 .6215 12 12 14.0 1 15
0  0  0  3 39  9  0.0000  0.00 3120 48 12  6.0897 28363 .6915  7  7 11.0 1 12
;
run;


/*last row has the means*/
data add;
input LFP WHRS KL6 K618 WA WE HHRS HA HE HW FAMINC ;
datalines;
1 740.5763612 0.237715803 1.353253652 42.53784861 12.28685259 2267.270916 45.12084993 12.49136786 7.482178752 23080.59495
   ;
   run;


data mrozexsub;
set mroz(keep=LFP WHRS KL6 K618 WA WE HHRS HA HE HW FAMINC) add;
run;


proc qlim data=mrozexsub;
   model WHRS = KL6 K618 WA WE HHRS HA HE HW FAMINC; 
   endogenous WHRS ~ censored(lb=0); 
   output out=outtobit residual marginal;
run;

proc print data=outtobit(firstobs=754);
 var Meff_KL6 Meff_K618 Meff_WA Meff_WE Meff_HHRS Meff_HA Meff_HE Meff_HW Meff_FAMINC;
run;


proc qlim data=mrozexsub;
    model LFP= KL6 K618 WA WE HHRS HA HE HW FAMINC / discrete(d=probit);
  output out=outprobit residual marginal;
run;

proc print data=outprobit(firstobs=754);
   var Meff_P1_KL6 Meff_P1_K618 Meff_P1_WA Meff_P1_WE Meff_P1_HHRS Meff_P1_HA Meff_P1_HE Meff_P1_HW Meff_P1_FAMINC;
run;


proc qlim data=mrozexsub;
   model LFP= KL6 K618 WA WE HHRS HA HE HW FAMINC / discrete(d=logit);
output out=outlogit residual marginal;
run;
proc print data=outlogit(firstobs=754);
   var Meff_P1_KL6 Meff_P1_K618 Meff_P1_WA Meff_P1_WE Meff_P1_HHRS Meff_P1_HA Meff_P1_HE Meff_P1_HW Meff_P1_FAMINC;
run;