-------------------------------------------------------------------------------
log: c:\www\econ626\stata\missing_data.log
log type: text
opened on: 3 Dec 2006, 13:08:54
. use missing_data;
. * get frequency of missing data;
. tab missing;
weekly |
wages are |
missing | Freq. Percent Cum.
------------+-----------------------------------
0 | 5,337 53.37 53.37
1 | 4,663 46.63 100.00
------------+-----------------------------------
Total | 10,000 100.00
. * run ols model with real data;
. reg wearnl_all educ age;
Source | SS df MS Number of obs = 10000
-------------+------------------------------ F( 2, 9997) = 3883.31
Model | 1635.2229 2 817.61145 Prob > F = 0.0000
Residual | 2104.81874 9997 .210545037 R-squared = 0.4372
-------------+------------------------------ Adj R-squared = 0.4371
Total | 3740.04164 9999 .374041568 Root MSE = .45885
------------------------------------------------------------------------------
wearnl_all | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
educ | .0803226 .0009926 80.92 0.000 .0783769 .0822684
age | .0121512 .0003465 35.06 0.000 .0114719 .0128305
_cons | 4.483993 .016937 264.74 0.000 4.450793 4.517193
------------------------------------------------------------------------------
. * run ols model with reported data;
. * this is the model with missing data;
. * deleted;
. reg wearnl educ age;
Source | SS df MS Number of obs = 5337
-------------+------------------------------ F( 2, 5334) = 1381.67
Model | 559.207267 2 279.603633 Prob > F = 0.0000
Residual | 1079.42294 5334 .202366505 R-squared = 0.3413
-------------+------------------------------ Adj R-squared = 0.3410
Total | 1638.6302 5336 .307089618 Root MSE = .44985
------------------------------------------------------------------------------
wearnl | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
educ | .0703361 .0015006 46.87 0.000 .0673943 .073278
age | .0118533 .0004631 25.60 0.000 .0109455 .0127611
_cons | 4.6703 .0258484 180.68 0.000 4.619626 4.720973
------------------------------------------------------------------------------
. * notice that ols estimatrs of educ and age;
. * are biased down;
. * generate data, nonmissing;
. gen nonmissing=1-missing;
. label var nonmissing "=1 if data for wearnl is reported";
. * run probit, why data is reported;
. probit nonmissing educ age z;
Iteration 0: log likelihood = -6908.7408
Iteration 1: log likelihood = -5611.2261
Iteration 2: log likelihood = -5586.4875
Iteration 3: log likelihood = -5586.4551
Probit regression Number of obs = 10000
LR chi2(3) = 2644.57
Prob > chi2 = 0.0000
Log likelihood = -5586.4551 Pseudo R2 = 0.1914
------------------------------------------------------------------------------
nonmissing | Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
educ | .1497386 .003211 46.63 0.000 .1434451 .1560321
age | .0100424 .0010406 9.65 0.000 .0080029 .0120819
z | .1403535 .0138183 10.16 0.000 .1132702 .1674369
_cons | -1.504516 .0526162 -28.59 0.000 -1.607642 -1.401391
------------------------------------------------------------------------------
. * run heckman sample selection correction;
. heckman wearnl educ age, select(educ age z);
Iteration 0: log likelihood = -8893.8304
Iteration 1: log likelihood = -8893.589
Iteration 2: log likelihood = -8893.4585
Iteration 3: log likelihood = -8893.4556
Iteration 4: log likelihood = -8893.4556
Heckman selection model Number of obs = 10000
(regression model with sample selection) Censored obs = 4663
Uncensored obs = 5337
Wald chi2(2) = 428.68
Log likelihood = -8893.456 Prob > chi2 = 0.0000
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
wearnl |
educ | .0816778 .0064328 12.70 0.000 .0690698 .0942858
age | .0125495 .0006062 20.70 0.000 .0113614 .0137376
_cons | 4.445103 .1268036 35.06 0.000 4.196572 4.693633
-------------+----------------------------------------------------------------
select |
educ | .1495845 .0032106 46.59 0.000 .1432918 .1558771
age | .010029 .0010394 9.65 0.000 .0079919 .0120661
z | .1390889 .0138789 10.02 0.000 .1118867 .1662911
_cons | -1.502784 .0525991 -28.57 0.000 -1.605877 -1.399692
-------------+----------------------------------------------------------------
/athrho | .3085357 .1723748 1.79 0.073 -.0293128 .6463841
/lnsigma | -.7759725 .0268514 -28.90 0.000 -.8286003 -.7233447
-------------+----------------------------------------------------------------
rho | .2991043 .1569536 -.0293044 .5692308
sigma | .460256 .0123585 .4366601 .4851269
lambda | .1376646 .0756984 -.0107016 .2860307
------------------------------------------------------------------------------
LR test of indep. eqns. (rho = 0): chi2(1) = 1.96 Prob > chi2 = 0.1618
------------------------------------------------------------------------------
. * run heckman sample selection correction;
. * but use functional form to identify the model;
. heckman wearnl educ age, select(educ age);
Iteration 0: log likelihood = -8946.5206 (not concave)
Iteration 1: log likelihood = -8946.5206 (not concave)
Iteration 2: log likelihood = -8946.5206 (not concave)
Iteration 3: log likelihood = -8946.5206 (not concave)
Iteration 4: log likelihood = -8946.5206 (not concave)
Iteration 5: log likelihood = -8946.5206 (not concave)
Iteration 6: log likelihood = -8946.5206 (not concave)
Iteration 7: log likelihood = -8946.5206 (not concave)
Iteration 8: log likelihood = -8946.5206 (not concave)
Iteration 9: log likelihood = -8946.5206 (not concave)
Iteration 10: log likelihood = -8946.5206 (not concave)
Iteration 11: log likelihood = -8946.5206 (not concave)
Iteration 12: log likelihood = -8946.5206 (not concave)
Iteration 13: log likelihood = -8946.5206 (not concave)
Iteration 14: log likelihood = -8946.5206 (not concave)
Iteration 15: log likelihood = -8946.5206 (not concave)
Iteration 16: log likelihood = -8946.5206 (not concave)
Iteration 17: log likelihood = -8946.5206 (not concave)
Iteration 18: log likelihood = -8946.5206 (not concave)
Iteration 19: log likelihood = -8946.5206 (not concave)
Iteration 20: log likelihood = -8946.5206 (not concave)
Iteration 21: log likelihood = -8946.5206 (not concave)
Iteration 22: log likelihood = -8946.5206 (not concave)
Iteration 23: log likelihood = -8946.5206 (not concave)
Iteration 24: log likelihood = -8946.5206 (not concave)
Iteration 25: log likelihood = -8946.5206 (not concave)
Iteration 26: log likelihood = -8946.5206 (not concave)
Iteration 27: log likelihood = -8946.5206 (not concave)
Iteration 28: log likelihood = -8946.5206 (not concave)
Iteration 29: log likelihood = -8946.5206 (not concave)
Iteration 30: log likelihood = -8946.5206 (not concave)
Iteration 31: log likelihood = -8946.5206 (not concave)
Iteration 32: log likelihood = -8946.5206 (not concave)
Iteration 33: log likelihood = -8946.5206 (not concave)
Iteration 34: log likelihood = -8946.5206 (not concave)
Iteration 35: log likelihood = -8946.5206 (not concave)
Iteration 36: log likelihood = -8946.5206 (not concave)
Iteration 37: log likelihood = -8946.5206 (not concave)
Iteration 38: log likelihood = -8946.5206 (not concave)
Iteration 39: log likelihood = -8946.5206 (not concave)
Iteration 40: log likelihood = -8946.5206 (not concave)
Iteration 41: log likelihood = -8946.5206 (not concave)
Iteration 42: log likelihood = -8946.5206 (not concave)
Iteration 43: log likelihood = -8946.5206 (not concave)
Iteration 44: log likelihood = -8946.5206 (not concave)
Iteration 45: log likelihood = -8946.5206 (not concave)
Iteration 46: log likelihood = -8946.5206 (not concave)
Iteration 47: log likelihood = -8946.5206 (not concave)
Iteration 48: log likelihood = -8946.5206 (not concave)
Iteration 49: log likelihood = -8946.5205 (not concave)
Iteration 50: log likelihood = -8946.5205 (not concave)
Iteration 51: log likelihood = -8946.5205 (not concave)
Iteration 52: log likelihood = -8946.5205 (not concave)
Iteration 53: log likelihood = -8946.5205 (not concave)
Iteration 54: log likelihood = -8946.5205 (not concave)
Iteration 55: log likelihood = -8946.5205 (not concave)
Iteration 56: log likelihood = -8946.5205 (not concave)
Iteration 57: log likelihood = -8946.5205 (not concave)
Iteration 58: log likelihood = -8946.5205 (not concave)
Iteration 59: log likelihood = -8946.5205 (not concave)
Iteration 60: log likelihood = -8946.5205 (not concave)
Iteration 61: log likelihood = -8946.5205 (not concave)
Iteration 62: log likelihood = -8946.5205 (not concave)
Iteration 63: log likelihood = -8946.5205 (not concave)
Iteration 64: log likelihood = -8946.5205 (not concave)
Iteration 65: log likelihood = -8946.5205 (not concave)
Iteration 66: log likelihood = -8946.5205 (not concave)
Iteration 67: log likelihood = -8946.5205 (not concave)
Iteration 68: log likelihood = -8946.5205 (not concave)
Iteration 69: log likelihood = -8946.5205 (not concave)
Iteration 70: log likelihood = -8946.5205 (not concave)
Iteration 71: log likelihood = -8946.5205 (not concave)
Iteration 72: log likelihood = -8946.5205 (not concave)
Iteration 73: log likelihood = -8946.5205 (not concave)
Iteration 74: log likelihood = -8946.5205 (not concave)
Iteration 75: log likelihood = -8946.5205 (not concave)
Iteration 76: log likelihood = -8946.5205 (not concave)
Iteration 77: log likelihood = -8946.5205 (not concave)
Iteration 78: log likelihood = -8946.5205 (not concave)
Iteration 79: log likelihood = -8946.5205 (not concave)
Iteration 80: log likelihood = -8946.5205 (not concave)
Iteration 81: log likelihood = -8946.5205 (not concave)
Iteration 82: log likelihood = -8946.5205 (not concave)
Iteration 83: log likelihood = -8946.5205 (not concave)
Iteration 84: log likelihood = -8946.5205 (not concave)
Iteration 85: log likelihood = -8946.5205 (not concave)
Iteration 86: log likelihood = -8946.5205 (not concave)
Iteration 87: log likelihood = -8946.5205 (not concave)
Iteration 88: log likelihood = -8946.5205 (not concave)
Iteration 89: log likelihood = -8946.5205 (not concave)
Iteration 90: log likelihood = -8946.5205 (not concave)
Iteration 91: log likelihood = -8946.5205 (not concave)
Iteration 92: log likelihood = -8946.5205 (not concave)
Iteration 93: log likelihood = -8946.5205 (not concave)
Iteration 94: log likelihood = -8946.5205 (not concave)
Iteration 95: log likelihood = -8946.5205 (not concave)
Iteration 96: log likelihood = -8946.5205 (not concave)
Iteration 97: log likelihood = -8946.5205 (not concave)
Iteration 98: log likelihood = -8946.5205 (not concave)
Iteration 99: log likelihood = -8946.5205 (not concave)
Iteration 100: log likelihood = -8946.5205 (not concave)
Iteration 101: log likelihood = -8946.5205 (not concave)
Iteration 102: log likelihood = -8946.5205 (not concave)
Iteration 103: log likelihood = -8946.5205 (not concave)
Iteration 104: log likelihood = -8946.5205 (not concave)
Iteration 105: log likelihood = -8946.5205 (not concave)
Iteration 106: log likelihood = -8946.5205 (not concave)
Iteration 107: log likelihood = -8946.5205 (not concave)
Iteration 108: log likelihood = -8946.5204 (not concave)
Iteration 109: log likelihood = -8946.5204 (not concave)
Iteration 110: log likelihood = -8946.5204 (not concave)
Iteration 111: log likelihood = -8946.5204 (not concave)
Iteration 112: log likelihood = -8946.5204 (not concave)
Iteration 113: log likelihood = -8946.5204 (not concave)
Iteration 114: log likelihood = -8946.5204 (not concave)
Iteration 115: log likelihood = -8946.5204 (not concave)
Iteration 116: log likelihood = -8946.5204 (not concave)
Iteration 117: log likelihood = -8946.5204 (not concave)
Iteration 118: log likelihood = -8946.5204 (not concave)
Iteration 119: log likelihood = -8946.5204 (not concave)
Iteration 120: log likelihood = -8946.5204 (not concave)
Iteration 121: log likelihood = -8946.5204 (not concave)
Iteration 122: log likelihood = -8946.5204 (not concave)
Iteration 123: log likelihood = -8946.5204 (not concave)
Iteration 124: log likelihood = -8946.5204 (not concave)
Iteration 125: log likelihood = -8946.5204 (not concave)
Iteration 126: log likelihood = -8946.5204 (not concave)
Iteration 127: log likelihood = -8946.5204 (not concave)
Iteration 128: log likelihood = -8946.5204 (not concave)
Iteration 129: log likelihood = -8946.5204 (not concave)
Iteration 130: log likelihood = -8946.5204 (not concave)
Iteration 131: log likelihood = -8946.5204 (not concave)
Iteration 132: log likelihood = -8946.5204 (not concave)
Iteration 133: log likelihood = -8946.5204 (not concave)
Iteration 134: log likelihood = -8946.5204 (not concave)
Iteration 135: log likelihood = -8946.5204 (not concave)
Iteration 136: log likelihood = -8946.5204 (not concave)
Iteration 137: log likelihood = -8946.5204 (not concave)
Iteration 138: log likelihood = -8946.5204 (not concave)
Iteration 139: log likelihood = -8946.5204 (not concave)
Iteration 140: log likelihood = -8946.5204 (not concave)
Iteration 141: log likelihood = -8946.5204 (not concave)
Iteration 142: log likelihood = -8946.5204 (not concave)
Iteration 143: log likelihood = -8946.5204 (not concave)
Iteration 144: log likelihood = -8946.5204 (not concave)
Iteration 145: log likelihood = -8946.5204 (not concave)
Iteration 146: log likelihood = -8946.5204 (not concave)
Iteration 147: log likelihood = -8946.5204 (not concave)
Iteration 148: log likelihood = -8946.5204 (not concave)
Iteration 149: log likelihood = -8946.5204 (not concave)
Iteration 150: log likelihood = -8946.5204 (not concave)
Iteration 151: log likelihood = -8946.5204 (not concave)
Iteration 152: log likelihood = -8946.5204 (not concave)
Iteration 153: log likelihood = -8946.5204 (not concave)
Iteration 154: log likelihood = -8946.5204 (not concave)
Iteration 155: log likelihood = -8946.5204 (not concave)
Iteration 156: log likelihood = -8946.5204 (not concave)
Iteration 157: log likelihood = -8946.5204 (not concave)
Iteration 158: log likelihood = -8946.5204 (not concave)
Iteration 159: log likelihood = -8946.5204 (not concave)
Iteration 160: log likelihood = -8946.5204 (not concave)
Iteration 161: log likelihood = -8946.5204 (not concave)
Iteration 162: log likelihood = -8946.5204 (not concave)
Iteration 163: log likelihood = -8946.5204 (not concave)
Iteration 164: log likelihood = -8946.5203 (not concave)
Iteration 165: log likelihood = -8946.5203 (not concave)
Iteration 166: log likelihood = -8946.5203 (not concave)
Iteration 167: log likelihood = -8946.5203 (not concave)
Iteration 168: log likelihood = -8946.5203 (not concave)
Iteration 169: log likelihood = -8946.5203 (not concave)
Iteration 170: log likelihood = -8946.5203 (not concave)
Iteration 171: log likelihood = -8946.5203 (not concave)
Iteration 172: log likelihood = -8946.5203 (not concave)
Iteration 173: log likelihood = -8946.5203 (not concave)
Iteration 174: log likelihood = -8946.5203 (not concave)
Iteration 175: log likelihood = -8946.5203 (not concave)
Iteration 176: log likelihood = -8946.5203 (not concave)
Iteration 177: log likelihood = -8946.5203 (not concave)
Iteration 178: log likelihood = -8946.5203 (not concave)
Iteration 179: log likelihood = -8946.5203 (not concave)
Iteration 180: log likelihood = -8946.5203 (not concave)
Iteration 181: log likelihood = -8946.5203 (not concave)
Iteration 182: log likelihood = -8946.5203 (not concave)
Iteration 183: log likelihood = -8946.5203 (not concave)
Iteration 184: log likelihood = -8946.5203 (not concave)
Iteration 185: log likelihood = -8946.5203 (not concave)
Iteration 186: log likelihood = -8946.5203 (not concave)
Iteration 187: log likelihood = -8946.5203 (not concave)
Iteration 188: log likelihood = -8946.5203 (not concave)
Iteration 189: log likelihood = -8946.5203 (not concave)
Iteration 190: log likelihood = -8946.5203 (not concave)
Iteration 191: log likelihood = -8946.5203 (not concave)
Iteration 192: log likelihood = -8946.5203 (not concave)
Iteration 193: log likelihood = -8946.5203 (not concave)
Iteration 194: log likelihood = -8946.5203 (not concave)
Iteration 195: log likelihood = -8946.5203 (not concave)
Iteration 196: log likelihood = -8946.5203 (not concave)
Iteration 197: log likelihood = -8946.5203 (not concave)
Iteration 198: log likelihood = -8946.5203 (not concave)
Iteration 199: log likelihood = -8946.5203 (not concave)
Iteration 200: log likelihood = -8946.5203 (not concave)
Iteration 201: log likelihood = -8946.5203 (not concave)
Iteration 202: log likelihood = -8946.5203 (not concave)
Iteration 203: log likelihood = -8946.5203 (not concave)
Iteration 204: log likelihood = -8946.5203 (not concave)
Iteration 205: log likelihood = -8946.5203 (not concave)
Iteration 206: log likelihood = -8946.5203 (not concave)
Iteration 207: log likelihood = -8946.5203 (not concave)
Iteration 208: log likelihood = -8946.5203 (not concave)
Iteration 209: log likelihood = -8946.5203 (not concave)
Iteration 210: log likelihood = -8946.5203 (not concave)
Iteration 211: log likelihood = -8946.5203 (not concave)
Iteration 212: log likelihood = -8946.5203 (not concave)
Iteration 213: log likelihood = -8946.5203 (not concave)
Iteration 214: log likelihood = -8946.5203 (not concave)
Iteration 215: log likelihood = -8946.5203 (not concave)
Iteration 216: log likelihood = -8946.5203 (not concave)
Iteration 217: log likelihood = -8946.5202 (not concave)
Iteration 218: log likelihood = -8946.5202 (not concave)
Iteration 219: log likelihood = -8946.5202 (not concave)
Iteration 220: log likelihood = -8946.5202 (not concave)
Iteration 221: log likelihood = -8946.5202 (not concave)
Iteration 222: log likelihood = -8946.5202 (not concave)
Iteration 223: log likelihood = -8946.5202 (not concave)
Iteration 224: log likelihood = -8946.5202 (not concave)
Iteration 225: log likelihood = -8946.5202 (not concave)
Iteration 226: log likelihood = -8946.5202 (not concave)
Iteration 227: log likelihood = -8946.5202 (not concave)
Iteration 228: log likelihood = -8946.5202 (not concave)
Iteration 229: log likelihood = -8946.5202 (not concave)
Iteration 230: log likelihood = -8946.5202 (not concave)
Iteration 231: log likelihood = -8946.5202 (not concave)
Iteration 232: log likelihood = -8946.5202 (not concave)
Iteration 233: log likelihood = -8946.5202 (not concave)
Iteration 234: log likelihood = -8946.5202 (not concave)
Iteration 235: log likelihood = -8946.5202 (not concave)
Iteration 236: log likelihood = -8946.5202 (not concave)
Iteration 237: log likelihood = -8946.5202 (not concave)
Iteration 238: log likelihood = -8946.5202 (not concave)
Iteration 239: log likelihood = -8946.5202 (not concave)
Iteration 240: log likelihood = -8946.5202 (not concave)
Iteration 241: log likelihood = -8946.5202 (not concave)
Iteration 242: log likelihood = -8946.5202 (not concave)
Iteration 243: log likelihood = -8946.5202 (not concave)
Iteration 244: log likelihood = -8946.5202 (not concave)
Iteration 245: log likelihood = -8946.5202 (not concave)
Iteration 246: log likelihood = -8946.5202 (not concave)
Iteration 247: log likelihood = -8946.5202 (not concave)
Iteration 248: log likelihood = -8946.5202 (not concave)
Iteration 249: log likelihood = -8946.5202 (not concave)
Iteration 250: log likelihood = -8946.5202 (not concave)
Iteration 251: log likelihood = -8946.5202 (not concave)
Iteration 252: log likelihood = -8946.5202 (not concave)
Iteration 253: log likelihood = -8946.5202 (not concave)
Iteration 254: log likelihood = -8946.5202 (not concave)
Iteration 255: log likelihood = -8946.5202 (not concave)
Iteration 256: log likelihood = -8946.5202 (not concave)
Iteration 257: log likelihood = -8946.5202 (not concave)
Iteration 258: log likelihood = -8946.5202 (not concave)
Iteration 259: log likelihood = -8946.5202 (not concave)
Iteration 260: log likelihood = -8946.5202 (not concave)
Iteration 261: log likelihood = -8946.5202 (not concave)
Iteration 262: log likelihood = -8946.5202 (not concave)
Iteration 263: log likelihood = -8946.5202 (not concave)
Iteration 264: log likelihood = -8946.5202 (not concave)
Iteration 265: log likelihood = -8946.5201 (not concave)
Iteration 266: log likelihood = -8946.5201 (not concave)
Iteration 267: log likelihood = -8946.5201 (not concave)
Iteration 268: log likelihood = -8946.5201 (not concave)
Iteration 269: log likelihood = -8946.5201 (not concave)
Iteration 270: log likelihood = -8946.5201 (not concave)
Iteration 271: log likelihood = -8946.5201 (not concave)
Iteration 272: log likelihood = -8946.5201 (not concave)
Iteration 273: log likelihood = -8946.5201 (not concave)
Iteration 274: log likelihood = -8946.5201 (not concave)
Iteration 275: log likelihood = -8946.5201 (not concave)
Iteration 276: log likelihood = -8946.5201 (not concave)
Iteration 277: log likelihood = -8946.5201 (not concave)
Iteration 278: log likelihood = -8946.5201 (not concave)
Iteration 279: log likelihood = -8946.5201 (not concave)
Iteration 280: log likelihood = -8946.5201 (not concave)
Iteration 281: log likelihood = -8946.5201 (not concave)
Iteration 282: log likelihood = -8946.5201 (not concave)
Iteration 283: log likelihood = -8946.5201 (not concave)
Iteration 284: log likelihood = -8946.5201 (not concave)
Iteration 285: log likelihood = -8946.5201 (not concave)
Iteration 286: log likelihood = -8946.5201 (not concave)
Iteration 287: log likelihood = -8946.5201 (not concave)
Iteration 288: log likelihood = -8946.5201 (not concave)
Iteration 289: log likelihood = -8946.5201 (not concave)
Iteration 290: log likelihood = -8946.5201 (not concave)
Iteration 291: log likelihood = -8946.5201 (not concave)
Iteration 292: log likelihood = -8946.5201 (not concave)
Iteration 293: log likelihood = -8946.5201 (not concave)
Iteration 294: log likelihood = -8946.5201 (not concave)
Iteration 295: log likelihood = -8946.5201 (not concave)
Iteration 296: log likelihood = -8946.5201 (not concave)
Iteration 297: log likelihood = -8946.5201 (not concave)
Iteration 298: log likelihood = -8946.5201 (not concave)
Iteration 299: log likelihood = -8946.5201 (not concave)
Iteration 300: log likelihood = -8946.5201 (not concave)
Iteration 301: log likelihood = -8946.5201 (not concave)
Iteration 302: log likelihood = -8946.5201 (not concave)
Iteration 303: log likelihood = -8946.5201 (not concave)
Iteration 304: log likelihood = -8946.5201 (not concave)
Iteration 305: log likelihood = -8946.5201 (not concave)
Iteration 306: log likelihood = -8946.5201 (not concave)
Iteration 307: log likelihood = -8946.5201 (not concave)
Iteration 308: log likelihood = -8946.52 (not concave)
Iteration 309: log likelihood = -8946.52 (not concave)
Iteration 310: log likelihood = -8946.52 (not concave)
Iteration 311: log likelihood = -8946.52 (not concave)
Iteration 312: log likelihood = -8946.52 (not concave)
Iteration 313: log likelihood = -8946.52 (not concave)
Iteration 314: log likelihood = -8946.52 (not concave)
Iteration 315: log likelihood = -8946.52 (not concave)
Iteration 316: log likelihood = -8946.52 (not concave)
Iteration 317: log likelihood = -8946.52 (not concave)
Iteration 318: log likelihood = -8946.52 (not concave)
Iteration 319: log likelihood = -8946.52 (not concave)
Iteration 320: log likelihood = -8946.52 (not concave)
Iteration 321: log likelihood = -8946.52 (not concave)
Iteration 322: log likelihood = -8946.52 (not concave)
Iteration 323: log likelihood = -8946.52 (not concave)
Iteration 324: log likelihood = -8946.52 (not concave)
Iteration 325: log likelihood = -8946.52 (not concave)
Iteration 326: log likelihood = -8946.52 (not concave)
Iteration 327: log likelihood = -8946.52 (not concave)
Iteration 328: log likelihood = -8946.52 (not concave)
Iteration 329: log likelihood = -8946.52 (not concave)
Iteration 330: log likelihood = -8946.52 (not concave)
Iteration 331: log likelihood = -8946.52 (not concave)
Iteration 332: log likelihood = -8946.52 (not concave)
Iteration 333: log likelihood = -8946.52 (not concave)
Iteration 334: log likelihood = -8946.52 (not concave)
Iteration 335: log likelihood = -8946.52 (not concave)
Iteration 336: log likelihood = -8946.52 (not concave)
Iteration 337: log likelihood = -8946.52 (not concave)
Iteration 338: log likelihood = -8946.52 (not concave)
Iteration 339: log likelihood = -8946.5199 (not concave)
Iteration 340: log likelihood = -8946.5199 (not concave)
Iteration 341: log likelihood = -8946.5199 (not concave)
Iteration 342: log likelihood = -8946.5199 (not concave)
Iteration 343: log likelihood = -8946.5199 (not concave)
Iteration 344: log likelihood = -8946.5199 (not concave)
Iteration 345: log likelihood = -8946.5199 (not concave)
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Iteration 348: log likelihood = -8946.5199 (not concave)
Iteration 349: log likelihood = -8946.5199 (not concave)
Iteration 350: log likelihood = -8946.5199 (not concave)
Iteration 351: log likelihood = -8946.5199 (not concave)
Iteration 352: log likelihood = -8946.5199 (not concave)
Iteration 353: log likelihood = -8946.5199 (not concave)
Iteration 354: log likelihood = -8946.5199 (not concave)
Iteration 355: log likelihood = -8946.5199 (not concave)
Iteration 356: log likelihood = -8946.5199 (not concave)
Iteration 357: log likelihood = -8946.5199 (not concave)
Iteration 358: log likelihood = -8946.5199 (not concave)
Iteration 359: log likelihood = -8946.5199 (not concave)
Iteration 360: log likelihood = -8946.5199 (not concave)
Iteration 361: log likelihood = -8946.5199 (not concave)
Iteration 362: log likelihood = -8946.5199 (not concave)
Iteration 363: log likelihood = -8946.5199 (not concave)
Iteration 364: log likelihood = -8946.5199 (not concave)
Iteration 365: log likelihood = -8946.5199 (not concave)
Iteration 366: log likelihood = -8946.5199 (not concave)
Iteration 367: log likelihood = -8946.5199 (not concave)
Iteration 368: log likelihood = -8946.5199 (not concave)
Iteration 369: log likelihood = -8946.5199 (not concave)
Iteration 370: log likelihood = -8946.5199 (not concave)
Iteration 371: log likelihood = -8946.5199 (not concave)
Iteration 372: log likelihood = -8946.5199 (not concave)
Iteration 373: log likelihood = -8946.5199 (not concave)
Iteration 374: log likelihood = -8946.5199 (not concave)
Iteration 375: log likelihood = -8946.5198 (not concave)
Iteration 376: log likelihood = -8946.5198 (not concave)
Iteration 377: log likelihood = -8946.5198 (not concave)
Iteration 378: log likelihood = -8946.5198 (not concave)
Iteration 379: log likelihood = -8946.5198 (not concave)
Iteration 380: log likelihood = -8946.5198 (not concave)
Iteration 381: log likelihood = -8946.5198 (not concave)
Iteration 382: log likelihood = -8946.5198 (not concave)
Iteration 383: log likelihood = -8946.5198 (not concave)
Iteration 384: log likelihood = -8946.5198 (not concave)
Iteration 385: log likelihood = -8946.5198 (not concave)
Iteration 386: log likelihood = -8946.5198 (not concave)
Iteration 387: log likelihood = -8946.5198 (not concave)
Iteration 388: log likelihood = -8946.5198 (not concave)
Iteration 389: log likelihood = -8946.5198 (not concave)
Iteration 390: log likelihood = -8946.5198 (not concave)
Iteration 391: log likelihood = -8946.5198 (not concave)
Iteration 392: log likelihood = -8946.5198 (not concave)
Iteration 393: log likelihood = -8946.5198 (not concave)
Iteration 394: log likelihood = -8946.5198 (not concave)
Iteration 395: log likelihood = -8946.5198 (not concave)
Iteration 396: log likelihood = -8946.5198 (not concave)
Iteration 397: log likelihood = -8946.5198 (not concave)
Iteration 398: log likelihood = -8946.5198 (not concave)
Iteration 399: log likelihood = -8946.5198 (not concave)
Iteration 400: log likelihood = -8946.5198 (not concave)
Iteration 401: log likelihood = -8946.5198 (not concave)
Iteration 402: log likelihood = -8946.5198 (not concave)
Iteration 403: log likelihood = -8946.5198 (not concave)
Iteration 404: log likelihood = -8946.5198 (not concave)
Iteration 405: log likelihood = -8946.5198 (not concave)
Iteration 406: log likelihood = -8946.5198 (not concave)
Iteration 407: log likelihood = -8946.5198 (not concave)
Iteration 408: log likelihood = -8946.5198 (not concave)
Iteration 409: log likelihood = -8946.5198 (not concave)
Iteration 410: log likelihood = -8946.5198 (not concave)
Iteration 411: log likelihood = -8946.5198 (not concave)
Iteration 412: log likelihood = -8946.5197 (not concave)
Iteration 413: log likelihood = -8946.5197 (not concave)
Iteration 414: log likelihood = -8946.5197 (not concave)
Iteration 415: log likelihood = -8946.5197 (not concave)
Iteration 416: log likelihood = -8946.5197 (not concave)
Iteration 417: log likelihood = -8946.5197 (not concave)
Iteration 418: log likelihood = -8946.5197 (not concave)
Iteration 419: log likelihood = -8946.5197 (not concave)
Iteration 420: log likelihood = -8946.5197 (not concave)
Iteration 421: log likelihood = -8946.5197 (not concave)
Iteration 422: log likelihood = -8946.5197 (not concave)
Iteration 423: log likelihood = -8946.5197 (not concave)
Iteration 424: log likelihood = -8946.5197 (not concave)
Iteration 425: log likelihood = -8946.5197 (not concave)
Iteration 426: log likelihood = -8946.5197 (not concave)
Iteration 427: log likelihood = -8946.5197 (not concave)
Iteration 428: log likelihood = -8946.5197 (not concave)
Iteration 429: log likelihood = -8946.5197 (not concave)
Iteration 430: log likelihood = -8946.5197 (not concave)
Iteration 431: log likelihood = -8946.5197 (not concave)
Iteration 432: log likelihood = -8946.5197 (not concave)
Iteration 433: log likelihood = -8946.5197 (not concave)
Iteration 434: log likelihood = -8946.5197 (not concave)
Iteration 435: log likelihood = -8946.5197 (not concave)
Iteration 436: log likelihood = -8946.5197 (not concave)
Iteration 437: log likelihood = -8946.5197 (not concave)
Iteration 438: log likelihood = -8946.5197 (not concave)
Iteration 439: log likelihood = -8946.5197 (not concave)
Iteration 440: log likelihood = -8946.5197 (not concave)
Iteration 441: log likelihood = -8946.5197 (not concave)
Iteration 442: log likelihood = -8946.5197 (not concave)
Iteration 443: log likelihood = -8946.5197 (not concave)
Iteration 444: log likelihood = -8946.5197 (not concave)
Iteration 445: log likelihood = -8946.5197 (not concave)
Iteration 446: log likelihood = -8946.5197 (not concave)
Iteration 447: log likelihood = -8946.5196 (not concave)
Iteration 448: log likelihood = -8946.5196 (not concave)
Iteration 449: log likelihood = -8946.5196 (not concave)
Iteration 450: log likelihood = -8946.5196 (not concave)
Iteration 451: log likelihood = -8946.5196 (not concave)
Iteration 452: log likelihood = -8946.5196 (not concave)
Iteration 453: log likelihood = -8946.5196 (not concave)
Iteration 454: log likelihood = -8946.5196 (not concave)
Iteration 455: log likelihood = -8946.5196 (not concave)
Iteration 456: log likelihood = -8946.5196 (not concave)
Iteration 457: log likelihood = -8946.5196 (not concave)
Iteration 458: log likelihood = -8946.5196 (not concave)
Iteration 459: log likelihood = -8946.5196 (not concave)
Iteration 460: log likelihood = -8946.5196 (not concave)
Iteration 461: log likelihood = -8946.5196 (not concave)
Iteration 462: log likelihood = -8946.5196 (not concave)
Iteration 463: log likelihood = -8946.5196 (not concave)
Iteration 464: log likelihood = -8946.5196 (not concave)
Iteration 465: log likelihood = -8946.5196 (not concave)
Iteration 466: log likelihood = -8946.5196 (not concave)
Iteration 467: log likelihood = -8946.5196 (not concave)
Iteration 468: log likelihood = -8946.5196 (not concave)
Iteration 469: log likelihood = -8946.5196 (not concave)
Iteration 470: log likelihood = -8946.5196 (not concave)
Iteration 471: log likelihood = -8946.5196 (not concave)
Iteration 472: log likelihood = -8946.5196 (not concave)
Iteration 473: log likelihood = -8946.5196 (not concave)
Iteration 474: log likelihood = -8946.5196 (not concave)
Iteration 475: log likelihood = -8946.5196 (not concave)
Iteration 476: log likelihood = -8946.5196 (not concave)
Iteration 477: log likelihood = -8946.5196 (not concave)
Iteration 478: log likelihood = -8946.5195 (not concave)
Iteration 479: log likelihood = -8946.5195 (not concave)
Iteration 480: log likelihood = -8946.5195 (not concave)
Iteration 481: log likelihood = -8946.5195 (not concave)
Iteration 482: log likelihood = -8946.5195 (not concave)
Iteration 483: log likelihood = -8946.5195 (not concave)
Iteration 484: log likelihood = -8946.5195 (not concave)
Iteration 485: log likelihood = -8946.5195 (not concave)
Iteration 486: log likelihood = -8946.5195 (not concave)
Iteration 487: log likelihood = -8946.5195 (not concave)
Iteration 488: log likelihood = -8946.5195 (not concave)
Iteration 489: log likelihood = -8946.5195 (not concave)
Iteration 490: log likelihood = -8946.5195 (not concave)
Iteration 491: log likelihood = -8946.5195 (not concave)
Iteration 492: log likelihood = -8946.5195 (not concave)
Iteration 493: log likelihood = -8946.5195 (not concave)
Iteration 494: log likelihood = -8946.5195 (not concave)
Iteration 495: log likelihood = -8946.5195 (not concave)
Iteration 496: log likelihood = -8946.5195 (not concave)
Iteration 497: log likelihood = -8946.5195 (not concave)
Iteration 498: log likelihood = -8946.5195 (not concave)
Iteration 499: log likelihood = -8946.5195 (not concave)
Iteration 500: log likelihood = -8946.5195 (not concave)
Iteration 501: log likelihood = -8946.5195 (not concave)
Iteration 502: log likelihood = -8946.5195 (not concave)
Iteration 503: log likelihood = -8946.5195 (not concave)
Iteration 504: log likelihood = -8946.5195 (not concave)
Iteration 505: log likelihood = -8946.5195 (not concave)
Iteration 506: log likelihood = -8946.5194 (not concave)
Iteration 507: log likelihood = -8946.5194 (not concave)
Iteration 508: log likelihood = -8946.5194 (not concave)
Iteration 509: log likelihood = -8946.5194 (not concave)
Iteration 510: log likelihood = -8946.5194 (not concave)
Iteration 511: log likelihood = -8946.5194 (not concave)
Iteration 512: log likelihood = -8946.5194 (not concave)
Iteration 513: log likelihood = -8946.5194 (not concave)
Iteration 514: log likelihood = -8946.5194 (not concave)
Iteration 515: log likelihood = -8946.5194 (not concave)
Iteration 516: log likelihood = -8946.5194 (not concave)
Iteration 517: log likelihood = -8946.5194 (not concave)
Iteration 518: log likelihood = -8946.5194 (not concave)
Iteration 519: log likelihood = -8946.5194 (not concave)
Iteration 520: log likelihood = -8946.5194 (not concave)
Iteration 521: log likelihood = -8946.5194 (not concave)
Iteration 522: log likelihood = -8946.5194 (not concave)
Iteration 523: log likelihood = -8946.5194 (not concave)
Iteration 524: log likelihood = -8946.5194 (not concave)
Iteration 525: log likelihood = -8946.5194 (not concave)
Iteration 526: log likelihood = -8946.5194 (not concave)
Iteration 527: log likelihood = -8946.5194 (not concave)
Iteration 528: log likelihood = -8946.5194 (not concave)
Iteration 529: log likelihood = -8946.5194 (not concave)
Iteration 530: log likelihood = -8946.5194 (not concave)
Iteration 531: log likelihood = -8946.5194 (not concave)
Iteration 532: log likelihood = -8946.5193 (not concave)
Iteration 533: log likelihood = -8946.5193 (not concave)
Iteration 534: log likelihood = -8946.5193 (not concave)
Iteration 535: log likelihood = -8946.5193 (not concave)
Iteration 536: log likelihood = -8946.5193 (not concave)
Iteration 537: log likelihood = -8946.5193 (not concave)
Iteration 538: log likelihood = -8946.5193 (not concave)
Iteration 539: log likelihood = -8946.5193 (not concave)
Iteration 540: log likelihood = -8946.5193 (not concave)
Iteration 541: log likelihood = -8946.5193 (not concave)
Iteration 542: log likelihood = -8946.5193 (not concave)
Iteration 543: log likelihood = -8946.5193 (not concave)
Iteration 544: log likelihood = -8946.5193 (not concave)
Iteration 545: log likelihood = -8946.5193 (not concave)
Iteration 546: log likelihood = -8946.5193 (not concave)
Iteration 547: log likelihood = -8946.5193 (not concave)
Iteration 548: log likelihood = -8946.5193 (not concave)
Iteration 549: log likelihood = -8946.5193 (not concave)
Iteration 550: log likelihood = -8946.5193 (not concave)
Iteration 551: log likelihood = -8946.5193 (not concave)
Iteration 552: log likelihood = -8946.5193 (not concave)
Iteration 553: log likelihood = -8946.5193 (not concave)
Iteration 554: log likelihood = -8946.5193 (not concave)
Iteration 555: log likelihood = -8946.5193 (not concave)
Iteration 556: log likelihood = -8946.5193 (not concave)
Iteration 557: log likelihood = -8946.5192 (not concave)
Iteration 558: log likelihood = -8946.5192 (not concave)
Iteration 559: log likelihood = -8946.5192 (not concave)
Iteration 560: log likelihood = -8946.5192 (not concave)
Iteration 561: log likelihood = -8946.5192 (not concave)
Iteration 562: log likelihood = -8946.5192 (not concave)
Iteration 563: log likelihood = -8946.5192 (not concave)
Iteration 564: log likelihood = -8946.5192 (not concave)
Iteration 565: log likelihood = -8946.5192 (not concave)
Iteration 566: log likelihood = -8946.5192 (not concave)
Iteration 567: log likelihood = -8946.5192 (not concave)
Iteration 568: log likelihood = -8946.5192 (not concave)
Iteration 569: log likelihood = -8946.5192 (not concave)
Iteration 570: log likelihood = -8946.5192 (not concave)
Iteration 571: log likelihood = -8946.5192 (not concave)
Iteration 572: log likelihood = -8946.5192 (not concave)
Iteration 573: log likelihood = -8946.5192 (not concave)
Iteration 574: log likelihood = -8946.5192 (not concave)
Iteration 575: log likelihood = -8946.5192 (not concave)
Iteration 576: log likelihood = -8946.5192 (not concave)
Iteration 577: log likelihood = -8946.5192 (not concave)
Iteration 578: log likelihood = -8946.5192 (not concave)
Iteration 579: log likelihood = -8946.5192 (not concave)
Iteration 580: log likelihood = -8946.5192 (not concave)
Iteration 581: log likelihood = -8946.5192 (not concave)
Iteration 582: log likelihood = -8946.5191 (not concave)
Iteration 583: log likelihood = -8946.5191 (not concave)
Iteration 584: log likelihood = -8946.5191 (not concave)
Iteration 585: log likelihood = -8946.5191 (not concave)
Iteration 586: log likelihood = -8946.5191 (not concave)
Iteration 587: log likelihood = -8946.5191 (not concave)
Iteration 588: log likelihood = -8946.5191 (not concave)
Iteration 589: log likelihood = -8946.5191 (not concave)
Iteration 590: log likelihood = -8946.5191 (not concave)
Iteration 591: log likelihood = -8946.5191 (not concave)
Iteration 592: log likelihood = -8946.5191 (not concave)
Iteration 593: log likelihood = -8946.5191 (not concave)
Iteration 594: log likelihood = -8946.5191 (not concave)
Iteration 595: log likelihood = -8946.5191 (not concave)
Iteration 596: log likelihood = -8946.5191 (not concave)
Iteration 597: log likelihood = -8946.5191 (not concave)
Iteration 598: log likelihood = -8946.5191 (not concave)
Iteration 599: log likelihood = -8946.5191 (not concave)
Iteration 600: log likelihood = -8946.5191 (not concave)
Iteration 601: log likelihood = -8946.5191 (not concave)
Iteration 602: log likelihood = -8946.5191 (not concave)
Iteration 603: log likelihood = -8946.5191 (not concave)
Iteration 604: log likelihood = -8946.5191 (not concave)
Iteration 605: log likelihood = -8946.5191 (not concave)
Iteration 606: log likelihood = -8946.5191 (not concave)
Iteration 607: log likelihood = -8946.5191 (not concave)
Iteration 608: log likelihood = -8946.519 (not concave)
Iteration 609: log likelihood = -8946.519 (not concave)
Iteration 610: log likelihood = -8946.519 (not concave)
Iteration 611: log likelihood = -8946.519 (not concave)
Iteration 612: log likelihood = -8946.519 (not concave)
Iteration 613: log likelihood = -8946.519 (not concave)
Iteration 614: log likelihood = -8946.519 (not concave)
Iteration 615: log likelihood = -8946.519 (not concave)
Iteration 616: log likelihood = -8946.519 (not concave)
Iteration 617: log likelihood = -8946.519 (not concave)
Iteration 618: log likelihood = -8946.519 (not concave)
Iteration 619: log likelihood = -8946.519 (not concave)
Iteration 620: log likelihood = -8946.519 (not concave)
Iteration 621: log likelihood = -8946.519 (not concave)
Iteration 622: log likelihood = -8946.519 (not concave)
Iteration 623: log likelihood = -8946.519 (not concave)
Iteration 624: log likelihood = -8946.519 (not concave)
Iteration 625: log likelihood = -8946.519 (not concave)
Iteration 626: log likelihood = -8946.519 (not concave)
Iteration 627: log likelihood = -8946.519 (not concave)
Iteration 628: log likelihood = -8946.519 (not concave)
Iteration 629: log likelihood = -8946.519 (not concave)
Iteration 630: log likelihood = -8946.519 (not concave)
Iteration 631: log likelihood = -8946.519 (not concave)
Iteration 632: log likelihood = -8946.5189 (not concave)
Iteration 633: log likelihood = -8946.5189 (not concave)
Iteration 634: log likelihood = -8946.5189 (not concave)
Iteration 635: log likelihood = -8946.5189 (not concave)
Iteration 636: log likelihood = -8946.5189 (not concave)
Iteration 637: log likelihood = -8946.5189 (not concave)
Iteration 638: log likelihood = -8946.5189 (not concave)
Iteration 639: log likelihood = -8946.5189 (not concave)
Iteration 640: log likelihood = -8946.5189 (not concave)
Iteration 641: log likelihood = -8946.5189 (not concave)
Iteration 642: log likelihood = -8946.5189 (not concave)
Iteration 643: log likelihood = -8946.5189 (not concave)
Iteration 644: log likelihood = -8946.5189 (not concave)
Iteration 645: log likelihood = -8946.5189 (not concave)
Iteration 646: log likelihood = -8946.5189 (not concave)
Iteration 647: log likelihood = -8946.5189 (not concave)
Iteration 648: log likelihood = -8946.5189 (not concave)
Iteration 649: log likelihood = -8946.5189 (not concave)
Iteration 650: log likelihood = -8946.5189 (not concave)
Iteration 651: log likelihood = -8946.5189 (not concave)
Iteration 652: log likelihood = -8946.5189 (not concave)
Iteration 653: log likelihood = -8946.5189 (not concave)
Iteration 654: log likelihood = -8946.5189 (not concave)
Iteration 655: log likelihood = -8946.5189 (not concave)
Iteration 656: log likelihood = -8946.5188 (not concave)
Iteration 657: log likelihood = -8946.5188 (not concave)
Iteration 658: log likelihood = -8946.5188 (not concave)
Iteration 659: log likelihood = -8946.5188 (not concave)
Iteration 660: log likelihood = -8946.5188 (not concave)
Iteration 661: log likelihood = -8946.5188 (not concave)
Iteration 662: log likelihood = -8946.5188 (not concave)
Iteration 663: log likelihood = -8946.5188 (not concave)
Iteration 664: log likelihood = -8946.5188 (not concave)
Iteration 665: log likelihood = -8946.5188 (not concave)
Iteration 666: log likelihood = -8946.5188 (not concave)
Iteration 667: log likelihood = -8946.5188 (not concave)
Iteration 668: log likelihood = -8946.5188 (not concave)
Iteration 669: log likelihood = -8946.5188 (not concave)
Iteration 670: log likelihood = -8946.5188 (not concave)
Iteration 671: log likelihood = -8946.5188 (not concave)
Iteration 672: log likelihood = -8946.5188 (not concave)
Iteration 673: log likelihood = -8946.5188 (not concave)
Iteration 674: log likelihood = -8946.5188 (not concave)
Iteration 675: log likelihood = -8946.5188 (not concave)
Iteration 676: log likelihood = -8946.5188 (not concave)
Iteration 677: log likelihood = -8946.5188 (not concave)
Iteration 678: log likelihood = -8946.5187 (not concave)
Iteration 679: log likelihood = -8946.5187 (not concave)
Iteration 680: log likelihood = -8946.5187 (not concave)
Iteration 681: log likelihood = -8946.5187 (not concave)
Iteration 682: log likelihood = -8946.5187 (not concave)
Iteration 683: log likelihood = -8946.5187 (not concave)
Iteration 684: log likelihood = -8946.5187 (not concave)
Iteration 685: log likelihood = -8946.5187 (not concave)
Iteration 686: log likelihood = -8946.5187 (not concave)
Iteration 687: log likelihood = -8946.5187 (not concave)
Iteration 688: log likelihood = -8946.5187 (not concave)
Iteration 689: log likelihood = -8946.5187 (not concave)
Iteration 690: log likelihood = -8946.5187 (not concave)
Iteration 691: log likelihood = -8946.5187 (not concave)
Iteration 692: log likelihood = -8946.5187 (not concave)
Iteration 693: log likelihood = -8946.5187 (not concave)
Iteration 694: log likelihood = -8946.5187 (not concave)
Iteration 695: log likelihood = -8946.5187 (not concave)
Iteration 696: log likelihood = -8946.5187 (not concave)
Iteration 697: log likelihood = -8946.5187 (not concave)
Iteration 698: log likelihood = -8946.5186 (not concave)
Iteration 699: log likelihood = -8946.5186 (not concave)
Iteration 700: log likelihood = -8946.5186 (not concave)
Iteration 701: log likelihood = -8946.5186 (not concave)
Iteration 702: log likelihood = -8946.5186 (not concave)
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Iteration 704: log likelihood = -8946.5186 (not concave)
Iteration 705: log likelihood = -8946.5186 (not concave)
Iteration 706: log likelihood = -8946.5186 (not concave)
Iteration 707: log likelihood = -8946.5186 (not concave)
Iteration 708: log likelihood = -8946.5186 (not concave)
Iteration 709: log likelihood = -8946.5186 (not concave)
Iteration 710: log likelihood = -8946.5186 (not concave)
Iteration 711: log likelihood = -8946.5186 (not concave)
Iteration 712: log likelihood = -8946.5186 (not concave)
Iteration 713: log likelihood = -8946.5186 (not concave)
Iteration 714: log likelihood = -8946.5186 (not concave)
Iteration 715: log likelihood = -8946.5186 (not concave)
Iteration 716: log likelihood = -8946.5186 (not concave)
Iteration 717: log likelihood = -8946.5186 (not concave)
Iteration 718: log likelihood = -8946.5185 (not concave)
Iteration 719: log likelihood = -8946.5185 (not concave)
Iteration 720: log likelihood = -8946.5185 (not concave)
Iteration 721: log likelihood = -8946.5185 (not concave)
Iteration 722: log likelihood = -8946.5185 (not concave)
Iteration 723: log likelihood = -8946.5185 (not concave)
Iteration 724: log likelihood = -8946.5185 (not concave)
Iteration 725: log likelihood = -8946.5185 (not concave)
Iteration 726: log likelihood = -8946.5185 (not concave)
Iteration 727: log likelihood = -8946.5185 (not concave)
Iteration 728: log likelihood = -8946.5185 (not concave)
Iteration 729: log likelihood = -8946.5185 (not concave)
Iteration 730: log likelihood = -8946.5185 (not concave)
Iteration 731: log likelihood = -8946.5185 (not concave)
Iteration 732: log likelihood = -8946.5185 (not concave)
Iteration 733: log likelihood = -8946.5185 (not concave)
Iteration 734: log likelihood = -8946.5185 (not concave)
Iteration 735: log likelihood = -8946.5185 (not concave)
Iteration 736: log likelihood = -8946.5185 (not concave)
Iteration 737: log likelihood = -8946.5184 (not concave)
Iteration 738: log likelihood = -8946.5184 (not concave)
Iteration 739: log likelihood = -8946.5184 (not concave)
Iteration 740: log likelihood = -8946.5184 (not concave)
Iteration 741: log likelihood = -8946.5184 (not concave)
Iteration 742: log likelihood = -8946.5184 (not concave)
Iteration 743: log likelihood = -8946.5184 (not concave)
Iteration 744: log likelihood = -8946.5184 (not concave)
Iteration 745: log likelihood = -8946.5184 (not concave)
Iteration 746: log likelihood = -8946.5184 (not concave)
Iteration 747: log likelihood = -8946.5184 (not concave)
Iteration 748: log likelihood = -8946.5184 (not concave)
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Iteration 750: log likelihood = -8946.5184 (not concave)
Iteration 751: log likelihood = -8946.5184 (not concave)
Iteration 752: log likelihood = -8946.5183 (not concave)
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Iteration 755: log likelihood = -8946.5183 (not concave)
Iteration 756: log likelihood = -8946.5183 (not concave)
Iteration 757: log likelihood = -8946.5183 (not concave)
Iteration 758: log likelihood = -8946.5183 (not concave)
Iteration 759: log likelihood = -8946.5183 (not concave)
Iteration 760: log likelihood = -8946.5183 (not concave)
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Iteration 762: log likelihood = -8946.5183 (not concave)
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Iteration 764: log likelihood = -8946.5183 (not concave)
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Iteration 766: log likelihood = -8946.5183 (not concave)
Iteration 767: log likelihood = -8946.5183 (not concave)
Iteration 768: log likelihood = -8946.5183 (not concave)
Iteration 769: log likelihood = -8946.5183 (not concave)
Iteration 770: log likelihood = -8946.5183 (not concave)
Iteration 771: log likelihood = -8946.5183 (not concave)
Iteration 772: log likelihood = -8946.5183 (not concave)
Iteration 773: log likelihood = -8946.5182 (not concave)
Iteration 774: log likelihood = -8946.5182 (not concave)
Iteration 775: log likelihood = -8946.5182 (not concave)
Iteration 776: log likelihood = -8946.5182 (not concave)
Iteration 777: log likelihood = -8946.5182 (not concave)
Iteration 778: log likelihood = -8946.5182 (not concave)
Iteration 779: log likelihood = -8946.5182 (not concave)
Iteration 780: log likelihood = -8946.5182 (not concave)
Iteration 781: log likelihood = -8946.5182 (not concave)
Iteration 782: log likelihood = -8946.5182 (not concave)
Iteration 783: log likelihood = -8946.5182 (not concave)
Iteration 784: log likelihood = -8946.5182 (not concave)
Iteration 785: log likelihood = -8946.5182 (not concave)
Iteration 786: log likelihood = -8946.5182 (not concave)
Iteration 787: log likelihood = -8946.5182 (not concave)
Iteration 788: log likelihood = -8946.5182 (not concave)
Iteration 789: log likelihood = -8946.5182 (not concave)
Iteration 790: log likelihood = -8946.5182 (not concave)
Iteration 791: log likelihood = -8946.5182 (not concave)
Iteration 792: log likelihood = -8946.5182 (not concave)
Iteration 793: log likelihood = -8946.5181 (not concave)
Iteration 794: log likelihood = -8946.5181 (not concave)
Iteration 795: log likelihood = -8946.5181 (not concave)
Iteration 796: log likelihood = -8946.5181 (not concave)
Iteration 797: log likelihood = -8946.5181 (not concave)
Iteration 798: log likelihood = -8946.5181 (not concave)
Iteration 799: log likelihood = -8946.5181 (not concave)
Iteration 800: log likelihood = -8946.5181 (not concave)
Iteration 801: log likelihood = -8946.5181 (not concave)
Iteration 802: log likelihood = -8946.5181 (not concave)
Iteration 803: log likelihood = -8946.5181 (not concave)
Iteration 804: log likelihood = -8946.5181 (not concave)
Iteration 805: log likelihood = -8946.5181 (not concave)
Iteration 806: log likelihood = -8946.5181 (not concave)
Iteration 807: log likelihood = -8946.5181 (not concave)
Iteration 808: log likelihood = -8946.5181 (not concave)
Iteration 809: log likelihood = -8946.5181 (not concave)
Iteration 810: log likelihood = -8946.5181 (not concave)
Iteration 811: log likelihood = -8946.5181 (not concave)
Iteration 812: log likelihood = -8946.518 (not concave)
Iteration 813: log likelihood = -8946.518 (not concave)
Iteration 814: log likelihood = -8946.518 (not concave)
Iteration 815: log likelihood = -8946.518 (not concave)
Iteration 816: log likelihood = -8946.518 (not concave)
Iteration 817: log likelihood = -8946.518 (not concave)
Iteration 818: log likelihood = -8946.518 (not concave)
Iteration 819: log likelihood = -8946.518 (not concave)
Iteration 820: log likelihood = -8946.518 (not concave)
Iteration 821: log likelihood = -8946.518 (not concave)
Iteration 822: log likelihood = -8946.518 (not concave)
Iteration 823: log likelihood = -8946.518 (not concave)
Iteration 824: log likelihood = -8946.518 (not concave)
Iteration 825: log likelihood = -8946.518 (not concave)
Iteration 826: log likelihood = -8946.518 (not concave)
Iteration 827: log likelihood = -8946.518 (not concave)
Iteration 828: log likelihood = -8946.518 (not concave)
Iteration 829: log likelihood = -8946.518 (not concave)
Iteration 830: log likelihood = -8946.5179 (not concave)
Iteration 831: log likelihood = -8946.5179 (not concave)
Iteration 832: log likelihood = -8946.5179 (not concave)
Iteration 833: log likelihood = -8946.5179 (not concave)
Iteration 834: log likelihood = -8946.5179 (not concave)
Iteration 835: log likelihood = -8946.5179 (not concave)
Iteration 836: log likelihood = -8946.5179 (not concave)
Iteration 837: log likelihood = -8946.5179 (not concave)
Iteration 838: log likelihood = -8946.5179 (not concave)
Iteration 839: log likelihood = -8946.5179 (not concave)
Iteration 840: log likelihood = -8946.5179 (not concave)
Iteration 841: log likelihood = -8946.5179 (not concave)
Iteration 842: log likelihood = -8946.5179 (not concave)
Iteration 843: log likelihood = -8946.5179 (not concave)
Iteration 844: log likelihood = -8946.5179 (not concave)
Iteration 845: log likelihood = -8946.5179 (not concave)
Iteration 846: log likelihood = -8946.5179 (not concave)
Iteration 847: log likelihood = -8946.5179 (not concave)
Iteration 848: log likelihood = -8946.5179 (not concave)
Iteration 849: log likelihood = -8946.5178 (not concave)
Iteration 850: log likelihood = -8946.5178 (not concave)
Iteration 851: log likelihood = -8946.5178 (not concave)
Iteration 852: log likelihood = -8946.5178 (not concave)
Iteration 853: log likelihood = -8946.5178 (not concave)
Iteration 854: log likelihood = -8946.5178 (not concave)
Iteration 855: log likelihood = -8946.5178 (not concave)
Iteration 856: log likelihood = -8946.5178 (not concave)
Iteration 857: log likelihood = -8946.5178 (not concave)
Iteration 858: log likelihood = -8946.5178 (not concave)
Iteration 859: log likelihood = -8946.5178 (not concave)
Iteration 860: log likelihood = -8946.5178 (not concave)
Iteration 861: log likelihood = -8946.5178 (not concave)
Iteration 862: log likelihood = -8946.5178 (not concave)
Iteration 863: log likelihood = -8946.5178 (not concave)
Iteration 864: log likelihood = -8946.5178 (not concave)
Iteration 865: log likelihood = -8946.5178 (not concave)
Iteration 866: log likelihood = -8946.5178 (not concave)
Iteration 867: log likelihood = -8946.5177 (not concave)
Iteration 868: log likelihood = -8946.5177 (not concave)
Iteration 869: log likelihood = -8946.5177 (not concave)
Iteration 870: log likelihood = -8946.5177 (not concave)
Iteration 871: log likelihood = -8946.5177 (not concave)
Iteration 872: log likelihood = -8946.5177 (not concave)
Iteration 873: log likelihood = -8946.5177 (not concave)
Iteration 874: log likelihood = -8946.5177 (not concave)
Iteration 875: log likelihood = -8946.5177 (not concave)
Iteration 876: log likelihood = -8946.5177 (not concave)
Iteration 877: log likelihood = -8946.5177 (not concave)
Iteration 878: log likelihood = -8946.5177 (not concave)
Iteration 879: log likelihood = -8946.5177 (not concave)
Iteration 880: log likelihood = -8946.5177 (not concave)
Iteration 881: log likelihood = -8946.5177 (not concave)
Iteration 882: log likelihood = -8946.5177 (not concave)
Iteration 883: log likelihood = -8946.5177 (not concave)
Iteration 884: log likelihood = -8946.5177 (not concave)
Iteration 885: log likelihood = -8946.5177 (not concave)
Iteration 886: log likelihood = -8946.5176 (not concave)
Iteration 887: log likelihood = -8946.5176 (not concave)
Iteration 888: log likelihood = -8946.5176 (not concave)
Iteration 889: log likelihood = -8946.5176 (not concave)
Iteration 890: log likelihood = -8946.5176 (not concave)
Iteration 891: log likelihood = -8946.5176 (not concave)
Iteration 892: log likelihood = -8946.5176 (not concave)
Iteration 893: log likelihood = -8946.5176 (not concave)
Iteration 894: log likelihood = -8946.5176 (not concave)
Iteration 895: log likelihood = -8946.5176 (not concave)
Iteration 896: log likelihood = -8946.5176 (not concave)
Iteration 897: log likelihood = -8946.5176 (not concave)
Iteration 898: log likelihood = -8946.5176 (not concave)
Iteration 899: log likelihood = -8946.5176 (not concave)
Iteration 900: log likelihood = -8946.5176 (not concave)
Iteration 901: log likelihood = -8946.5175 (not concave)
Iteration 902: log likelihood = -8946.5175 (not concave)
Iteration 903: log likelihood = -8946.5175 (not concave)
Iteration 904: log likelihood = -8946.5175 (not concave)
Iteration 905: log likelihood = -8946.5175 (not concave)
Iteration 906: log likelihood = -8946.5175 (not concave)
Iteration 907: log likelihood = -8946.5175 (not concave)
Iteration 908: log likelihood = -8946.5175 (not concave)
Iteration 909: log likelihood = -8946.5175 (not concave)
Iteration 910: log likelihood = -8946.5175 (not concave)
Iteration 911: log likelihood = -8946.5175 (not concave)
Iteration 912: log likelihood = -8946.5175 (not concave)
Iteration 913: log likelihood = -8946.5175 (not concave)
Iteration 914: log likelihood = -8946.5175 (not concave)
Iteration 915: log likelihood = -8946.5175 (not concave)
Iteration 916: log likelihood = -8946.5175 (not concave)
Iteration 917: log likelihood = -8946.5175 (not concave)
Iteration 918: log likelihood = -8946.5175 (not concave)
Iteration 919: log likelihood = -8946.5174 (not concave)
Iteration 920: log likelihood = -8946.5174 (not concave)
Iteration 921: log likelihood = -8946.5174 (not concave)
Iteration 922: log likelihood = -8946.5174 (not concave)
Iteration 923: log likelihood = -8946.5174 (not concave)
Iteration 924: log likelihood = -8946.5174 (not concave)
Iteration 925: log likelihood = -8946.5174 (not concave)
Iteration 926: log likelihood = -8946.5174 (not concave)
Iteration 927: log likelihood = -8946.5174 (not concave)
Iteration 928: log likelihood = -8946.5174 (not concave)
Iteration 929: log likelihood = -8946.5174 (not concave)
Iteration 930: log likelihood = -8946.5174 (not concave)
Iteration 931: log likelihood = -8946.5174 (not concave)
Iteration 932: log likelihood = -8946.5174 (not concave)
Iteration 933: log likelihood = -8946.5174 (not concave)
Iteration 934: log likelihood = -8946.5173 (not concave)
Iteration 935: log likelihood = -8946.5173 (not concave)
Iteration 936: log likelihood = -8946.5173 (not concave)
Iteration 937: log likelihood = -8946.5173 (not concave)
Iteration 938: log likelihood = -8946.5173 (not concave)
Iteration 939: log likelihood = -8946.5173 (not concave)
Iteration 940: log likelihood = -8946.5173 (not concave)
Iteration 941: log likelihood = -8946.5173 (not concave)
Iteration 942: log likelihood = -8946.5173 (not concave)
Iteration 943: log likelihood = -8946.5173 (not concave)
Iteration 944: log likelihood = -8946.5173 (not concave)
Iteration 945: log likelihood = -8946.5173 (not concave)
Iteration 946: log likelihood = -8946.5173 (not concave)
Iteration 947: log likelihood = -8946.5173 (not concave)
Iteration 948: log likelihood = -8946.5172 (not concave)
Iteration 949: log likelihood = -8946.5172 (not concave)
Iteration 950: log likelihood = -8946.5172 (not concave)
Iteration 951: log likelihood = -8946.5172 (not concave)
Iteration 952: log likelihood = -8946.5172 (not concave)
Iteration 953: log likelihood = -8946.5172 (not concave)
Iteration 954: log likelihood = -8946.5172 (not concave)
Iteration 955: log likelihood = -8946.5172 (not concave)
Iteration 956: log likelihood = -8946.5172 (not concave)
Iteration 957: log likelihood = -8946.5172 (not concave)
Iteration 958: log likelihood = -8946.5172 (not concave)
Iteration 959: log likelihood = -8946.5172 (not concave)
Iteration 960: log likelihood = -8946.5172 (not concave)
Iteration 961: log likelihood = -8946.5171 (not concave)
Iteration 962: log likelihood = -8946.5171 (not concave)
Iteration 963: log likelihood = -8946.5171 (not concave)
Iteration 964: log likelihood = -8946.5171 (not concave)
Iteration 965: log likelihood = -8946.5171 (not concave)
Iteration 966: log likelihood = -8946.5171 (not concave)
Iteration 967: log likelihood = -8946.5171 (not concave)
Iteration 968: log likelihood = -8946.5171 (not concave)
Iteration 969: log likelihood = -8946.5171 (not concave)
Iteration 970: log likelihood = -8946.5171 (not concave)
Iteration 971: log likelihood = -8946.5171 (not concave)
Iteration 972: log likelihood = -8946.5171 (not concave)
Iteration 973: log likelihood = -8946.5171 (not concave)
Iteration 974: log likelihood = -8946.5171 (not concave)
Iteration 975: log likelihood = -8946.5171 (not concave)
Iteration 976: log likelihood = -8946.517 (not concave)
Iteration 977: log likelihood = -8946.517 (not concave)
Iteration 978: log likelihood = -8946.517 (not concave)
Iteration 979: log likelihood = -8946.517 (not concave)
Iteration 980: log likelihood = -8946.517 (not concave)
Iteration 981: log likelihood = -8946.517 (not concave)
Iteration 982: log likelihood = -8946.517 (not concave)
Iteration 983: log likelihood = -8946.517 (not concave)
Iteration 984: log likelihood = -8946.517 (not concave)
Iteration 985: log likelihood = -8946.517 (not concave)
Iteration 986: log likelihood = -8946.517 (not concave)
Iteration 987: log likelihood = -8946.517 (not concave)
Iteration 988: log likelihood = -8946.517 (not concave)
Iteration 989: log likelihood = -8946.517 (not concave)
Iteration 990: log likelihood = -8946.5169 (not concave)
Iteration 991: log likelihood = -8946.5169 (not concave)
Iteration 992: log likelihood = -8946.5169 (not concave)
Iteration 993: log likelihood = -8946.5169 (not concave)
Iteration 994: log likelihood = -8946.5169 (not concave)
Iteration 995: log likelihood = -8946.5169 (not concave)
Iteration 996: log likelihood = -8946.5169 (not concave)
Iteration 997: log likelihood = -8946.5169 (not concave)
Iteration 998: log likelihood = -8946.5169 (not concave)
Iteration 999: log likelihood = -8946.5169 (not concave)
Iteration 1000:log likelihood = -8946.5169 (not concave)
Iteration 1001:log likelihood = -8946.5169 (not concave)
Iteration 1002:log likelihood = -8946.5169 (not concave)
Iteration 1003:log likelihood = -8946.5169 (not concave)
Iteration 1004:log likelihood = -8946.5168 (not concave)
Iteration 1005:log likelihood = -8946.5168 (not concave)
Iteration 1006:log likelihood = -8946.5168 (not concave)
Iteration 1007:log likelihood = -8946.5168 (not concave)
Iteration 1008:log likelihood = -8946.5168 (not concave)
Iteration 1009:log likelihood = -8946.5168 (not concave)
Iteration 1010:log likelihood = -8946.5168 (not concave)
Iteration 1011:log likelihood = -8946.5168 (not concave)
Iteration 1012:log likelihood = -8946.5168 (not concave)
Iteration 1013:log likelihood = -8946.5168 (not concave)
Iteration 1014:log likelihood = -8946.5168 (not concave)
Iteration 1015:log likelihood = -8946.5168 (not concave)
Iteration 1016:log likelihood = -8946.5167 (not concave)
Iteration 1017:log likelihood = -8946.5167 (not concave)
Iteration 1018:log likelihood = -8946.5167 (not concave)
Iteration 1019:log likelihood = -8946.5167 (not concave)
Iteration 1020:log likelihood = -8946.5167 (not concave)
Iteration 1021:log likelihood = -8946.5167 (not concave)
Iteration 1022:log likelihood = -8946.5167 (not concave)
Iteration 1023:log likelihood = -8946.5167 (not concave)
Iteration 1024:log likelihood = -8946.5167 (not concave)
Iteration 1025:log likelihood = -8946.5167 (not concave)
Iteration 1026:log likelihood = -8946.5167 (not concave)
Iteration 1027:log likelihood = -8946.5167 (not concave)
Iteration 1028:log likelihood = -8946.5167 (not concave)
Iteration 1029:log likelihood = -8946.5166 (not concave)
Iteration 1030:log likelihood = -8946.5166 (not concave)
Iteration 1031:log likelihood = -8946.5166 (not concave)
Iteration 1032:log likelihood = -8946.5166 (not concave)
Iteration 1033:log likelihood = -8946.5166 (not concave)
Iteration 1034:log likelihood = -8946.5166 (not concave)
Iteration 1035:log likelihood = -8946.5166 (not concave)
Iteration 1036:log likelihood = -8946.5166 (not concave)
Iteration 1037:log likelihood = -8946.5166 (not concave)
Iteration 1038:log likelihood = -8946.5166 (not concave)
Iteration 1039:log likelihood = -8946.5166 (not concave)
Iteration 1040:log likelihood = -8946.5166 (not concave)
Iteration 1041:log likelihood = -8946.5166 (not concave)
Iteration 1042:log likelihood = -8946.5165 (not concave)
Iteration 1043:log likelihood = -8946.5165 (not concave)
Iteration 1044:log likelihood = -8946.5165 (not concave)
Iteration 1045:log likelihood = -8946.5165 (not concave)
Iteration 1046:log likelihood = -8946.5165 (not concave)
Iteration 1047:log likelihood = -8946.5165 (not concave)
Iteration 1048:log likelihood = -8946.5165 (not concave)
Iteration 1049:log likelihood = -8946.5165 (not concave)
Iteration 1050:log likelihood = -8946.5165 (not concave)
Iteration 1051:log likelihood = -8946.5165 (not concave)
Iteration 1052:log likelihood = -8946.5165 (not concave)
Iteration 1053:log likelihood = -8946.5165 (not concave)
Iteration 1054:log likelihood = -8946.5165 (not concave)
Iteration 1055:log likelihood = -8946.5165 (not concave)
Iteration 1056:log likelihood = -8946.5164 (not concave)
Iteration 1057:log likelihood = -8946.5164 (not concave)
Iteration 1058:log likelihood = -8946.5164 (not concave)
Iteration 1059:log likelihood = -8946.5164 (not concave)
Iteration 1060:log likelihood = -8946.5164 (not concave)
Iteration 1061:log likelihood = -8946.5164 (not concave)
Iteration 1062:log likelihood = -8946.5164 (not concave)
Iteration 1063:log likelihood = -8946.5164 (not concave)
Iteration 1064:log likelihood = -8946.5164 (not concave)
Iteration 1065:log likelihood = -8946.5164 (not concave)
Iteration 1066:log likelihood = -8946.5164 (not concave)
Iteration 1067:log likelihood = -8946.5164 (not concave)
Iteration 1068:log likelihood = -8946.5163 (not concave)
Iteration 1069:log likelihood = -8946.5163 (not concave)
Iteration 1070:log likelihood = -8946.5163 (not concave)
Iteration 1071:log likelihood = -8946.5163 (not concave)
Iteration 1072:log likelihood = -8946.5163 (not concave)
Iteration 1073:log likelihood = -8946.5163 (not concave)
Iteration 1074:log likelihood = -8946.5163 (not concave)
Iteration 1075:log likelihood = -8946.5163 (not concave)
Iteration 1076:log likelihood = -8946.5163 (not concave)
Iteration 1077:log likelihood = -8946.5163 (not concave)
Iteration 1078:log likelihood = -8946.5163 (not concave)
Iteration 1079:log likelihood = -8946.5163 (not concave)
Iteration 1080:log likelihood = -8946.5163 (not concave)
Iteration 1081:log likelihood = -8946.5163 (not concave)
Iteration 1082:log likelihood = -8946.5162 (not concave)
Iteration 1083:log likelihood = -8946.5162 (not concave)
Iteration 1084:log likelihood = -8946.5162 (not concave)
Iteration 1085:log likelihood = -8946.5162 (not concave)
Iteration 1086:log likelihood = -8946.5162 (not concave)
Iteration 1087:log likelihood = -8946.5162 (not concave)
Iteration 1088:log likelihood = -8946.5162 (not concave)
Iteration 1089:log likelihood = -8946.5162 (not concave)
Iteration 1090:log likelihood = -8946.5162 (not concave)
Iteration 1091:log likelihood = -8946.5162 (not concave)
Iteration 1092:log likelihood = -8946.5162 (not concave)
Iteration 1093:log likelihood = -8946.5162 (not concave)
Iteration 1094:log likelihood = -8946.5162 (not concave)
Iteration 1095:log likelihood = -8946.5161 (not concave)
Iteration 1096:log likelihood = -8946.5161 (not concave)
Iteration 1097:log likelihood = -8946.5161 (not concave)
Iteration 1098:log likelihood = -8946.5161 (not concave)
Iteration 1099:log likelihood = -8946.5161 (not concave)
Iteration 1100:log likelihood = -8946.5161 (not concave)
Iteration 1101:log likelihood = -8946.5161 (not concave)
Iteration 1102:log likelihood = -8946.5161 (not concave)
Iteration 1103:log likelihood = -8946.5161 (not concave)
Iteration 1104:log likelihood = -8946.5161 (not concave)
Iteration 1105:log likelihood = -8946.5161 (not concave)
Iteration 1106:log likelihood = -8946.5161 (not concave)
Iteration 1107:log likelihood = -8946.5161 (not concave)
Iteration 1108:log likelihood = -8946.516 (not concave)
Iteration 1109:log likelihood = -8946.516 (not concave)
Iteration 1110:log likelihood = -8946.516 (not concave)
Iteration 1111:log likelihood = -8946.516 (not concave)
Iteration 1112:log likelihood = -8946.516 (not concave)
Iteration 1113:log likelihood = -8946.516 (not concave)
Iteration 1114:log likelihood = -8946.516 (not concave)
Iteration 1115:log likelihood = -8946.516 (not concave)
Iteration 1116:log likelihood = -8946.516 (not concave)
Iteration 1117:log likelihood = -8946.516 (not concave)
Iteration 1118:log likelihood = -8946.516 (not concave)
Iteration 1119:log likelihood = -8946.516 (not concave)
Iteration 1120:log likelihood = -8946.516 (not concave)
Iteration 1121:log likelihood = -8946.5159 (not concave)
Iteration 1122:log likelihood = -8946.5159 (not concave)
Iteration 1123:log likelihood = -8946.5159 (not concave)
Iteration 1124:log likelihood = -8946.5159 (not concave)
Iteration 1125:log likelihood = -8946.5159 (not concave)
Iteration 1126:log likelihood = -8946.5159 (not concave)
Iteration 1127:log likelihood = -8946.5159 (not concave)
Iteration 1128:log likelihood = -8946.5159 (not concave)
Iteration 1129:log likelihood = -8946.5159 (not concave)
Iteration 1130:log likelihood = -8946.5159 (not concave)
Iteration 1131:log likelihood = -8946.5159 (not concave)
Iteration 1132:log likelihood = -8946.5159 (not concave)
Iteration 1133:log likelihood = -8946.5158 (not concave)
Iteration 1134:log likelihood = -8946.5158 (not concave)
Iteration 1135:log likelihood = -8946.5158 (not concave)
Iteration 1136:log likelihood = -8946.5158 (not concave)
Iteration 1137:log likelihood = -8946.5158 (not concave)
Iteration 1138:log likelihood = -8946.5158 (not concave)
Iteration 1139:log likelihood = -8946.5158 (not concave)
Iteration 1140:log likelihood = -8946.5158 (not concave)
Iteration 1141:log likelihood = -8946.5158 (not concave)
Iteration 1142:log likelihood = -8946.5158 (not concave)
Iteration 1143:log likelihood = -8946.5158 (not concave)
Iteration 1144:log likelihood = -8946.5158 (not concave)
Iteration 1145:log likelihood = -8946.5157 (not concave)
Iteration 1146:log likelihood = -8946.5157 (not concave)
Iteration 1147:log likelihood = -8946.5157 (not concave)
Iteration 1148:log likelihood = -8946.5157 (not concave)
Iteration 1149:log likelihood = -8946.5157 (not concave)
Iteration 1150:log likelihood = -8946.5157 (not concave)
Iteration 1151:log likelihood = -8946.5157 (not concave)
Iteration 1152:log likelihood = -8946.5157 (not concave)
Iteration 1153:log likelihood = -8946.5157 (not concave)
Iteration 1154:log likelihood = -8946.5157 (not concave)
Iteration 1155:log likelihood = -8946.5157 (not concave)
Iteration 1156:log likelihood = -8946.5157 (not concave)
Iteration 1157:log likelihood = -8946.5157 (not concave)
Iteration 1158:log likelihood = -8946.5157 (not concave)
Iteration 1159:log likelihood = -8946.5156 (not concave)
Iteration 1160:log likelihood = -8946.5156 (not concave)
Iteration 1161:log likelihood = -8946.5156 (not concave)
Iteration 1162:log likelihood = -8946.5156 (not concave)
Iteration 1163:log likelihood = -8946.5156 (not concave)
Iteration 1164:log likelihood = -8946.5156 (not concave)
Iteration 1165:log likelihood = -8946.5156 (not concave)
Iteration 1166:log likelihood = -8946.5156 (not concave)
Iteration 1167:log likelihood = -8946.5156 (not concave)
Iteration 1168:log likelihood = -8946.5156 (not concave)
Iteration 1169:log likelihood = -8946.5156 (not concave)
Iteration 1170:log likelihood = -8946.5155 (not concave)
Iteration 1171:log likelihood = -8946.5155 (not concave)
Iteration 1172:log likelihood = -8946.5155 (not concave)
Iteration 1173:log likelihood = -8946.5155 (not concave)
Iteration 1174:log likelihood = -8946.5155 (not concave)
Iteration 1175:log likelihood = -8946.5155 (not concave)
Iteration 1176:log likelihood = -8946.5155 (not concave)
Iteration 1177:log likelihood = -8946.5155 (not concave)
Iteration 1178:log likelihood = -8946.5155 (not concave)
Iteration 1179:log likelihood = -8946.5155 (not concave)
Iteration 1180:log likelihood = -8946.5154 (not concave)
Iteration 1181:log likelihood = -8946.5154 (not concave)
Iteration 1182:log likelihood = -8946.5154 (not concave)
Iteration 1183:log likelihood = -8946.5154 (not concave)
Iteration 1184:log likelihood = -8946.5154 (not concave)
Iteration 1185:log likelihood = -8946.5154 (not concave)
Iteration 1186:log likelihood = -8946.5154 (not concave)
Iteration 1187:log likelihood = -8946.5154 (not concave)
Iteration 1188:log likelihood = -8946.5154 (not concave)
Iteration 1189:log likelihood = -8946.5154 (not concave)
Iteration 1190:log likelihood = -8946.5154 (not concave)
Iteration 1191:log likelihood = -8946.5154 (not concave)
Iteration 1192:log likelihood = -8946.5153 (not concave)
Iteration 1193:log likelihood = -8946.5153 (not concave)
Iteration 1194:log likelihood = -8946.5153 (not concave)
Iteration 1195:log likelihood = -8946.5153 (not concave)
Iteration 1196:log likelihood = -8946.5153 (not concave)
Iteration 1197:log likelihood = -8946.5153 (not concave)
Iteration 1198:log likelihood = -8946.5153 (not concave)
Iteration 1199:log likelihood = -8946.5153 (not concave)
Iteration 1200:log likelihood = -8946.5152 (not concave)
Iteration 1201:log likelihood = -8946.5152 (not concave)
Iteration 1202:log likelihood = -8946.5152 (not concave)
Iteration 1203:log likelihood = -8946.5152 (not concave)
Iteration 1204:log likelihood = -8946.5152 (not concave)
Iteration 1205:log likelihood = -8946.5152 (not concave)
Iteration 1206:log likelihood = -8946.5152 (not concave)
Iteration 1207:log likelihood = -8946.5152 (not concave)
Iteration 1208:log likelihood = -8946.5152 (not concave)
Iteration 1209:log likelihood = -8946.5152 (not concave)
Iteration 1210:log likelihood = -8946.5152 (not concave)
Iteration 1211:log likelihood = -8946.5151 (not concave)
Iteration 1212:log likelihood = -8946.5151 (not concave)
Iteration 1213:log likelihood = -8946.5151 (not concave)
Iteration 1214:log likelihood = -8946.5151 (not concave)
Iteration 1215:log likelihood = -8946.5151 (not concave)
Iteration 1216:log likelihood = -8946.5151 (not concave)
Iteration 1217:log likelihood = -8946.5151 (not concave)
Iteration 1218:log likelihood = -8946.5151 (not concave)
Iteration 1219:log likelihood = -8946.5151 (not concave)
Iteration 1220:log likelihood = -8946.515 (not concave)
Iteration 1221:log likelihood = -8946.515 (not concave)
Iteration 1222:log likelihood = -8946.515 (not concave)
Iteration 1223:log likelihood = -8946.515 (not concave)
Iteration 1224:log likelihood = -8946.515 (not concave)
Iteration 1225:log likelihood = -8946.515 (not concave)
Iteration 1226:log likelihood = -8946.515 (not concave)
Iteration 1227:log likelihood = -8946.515 (not concave)
Iteration 1228:log likelihood = -8946.515 (not concave)
Iteration 1229:log likelihood = -8946.515 (not concave)
Iteration 1230:log likelihood = -8946.515 (not concave)
Iteration 1231:log likelihood = -8946.5149 (not concave)
Iteration 1232:log likelihood = -8946.5149 (not concave)
Iteration 1233:log likelihood = -8946.5149 (not concave)
Iteration 1234:log likelihood = -8946.5149 (not concave)
Iteration 1235:log likelihood = -8946.5149 (not concave)
Iteration 1236:log likelihood = -8946.5149 (not concave)
Iteration 1237:log likelihood = -8946.5149 (not concave)
Iteration 1238:log likelihood = -8946.5149 (not concave)
Iteration 1239:log likelihood = -8946.5149 (not concave)
Iteration 1240:log likelihood = -8946.5148 (not concave)
Iteration 1241:log likelihood = -8946.5148 (not concave)
Iteration 1242:log likelihood = -8946.5148 (not concave)
Iteration 1243:log likelihood = -8946.5148 (not concave)
Iteration 1244:log likelihood = -8946.5148 (not concave)
Iteration 1245:log likelihood = -8946.5148 (not concave)
Iteration 1246:log likelihood = -8946.5148 (not concave)
Iteration 1247:log likelihood = -8946.5148 (not concave)
Iteration 1248:log likelihood = -8946.5148 (not concave)
Iteration 1249:log likelihood = -8946.5148 (not concave)
Iteration 1250:log likelihood = -8946.5147 (not concave)
Iteration 1251:log likelihood = -8946.5147 (not concave)
Iteration 1252:log likelihood = -8946.5147 (not concave)
Iteration 1253:log likelihood = -8946.5147 (not concave)
Iteration 1254:log likelihood = -8946.5147 (not concave)
Iteration 1255:log likelihood = -8946.5147 (not concave)
Iteration 1256:log likelihood = -8946.5147 (not concave)
Iteration 1257:log likelihood = -8946.5147 (not concave)
Iteration 1258:log likelihood = -8946.5146 (not concave)
Iteration 1259:log likelihood = -8946.5146 (not concave)
Iteration 1260:log likelihood = -8946.5146 (not concave)
Iteration 1261:log likelihood = -8946.5146 (not concave)
Iteration 1262:log likelihood = -8946.5146 (not concave)
Iteration 1263:log likelihood = -8946.5146 (not concave)
Iteration 1264:log likelihood = -8946.5146 (not concave)
Iteration 1265:log likelihood = -8946.5146 (not concave)
Iteration 1266:log likelihood = -8946.5145 (not concave)
Iteration 1267:log likelihood = -8946.5145 (not concave)
Iteration 1268:log likelihood = -8946.5145 (not concave)
Iteration 1269:log likelihood = -8946.5145 (not concave)
Iteration 1270:log likelihood = -8946.5145 (not concave)
Iteration 1271:log likelihood = -8946.5145 (not concave)
Iteration 1272:log likelihood = -8946.5145 (not concave)
Iteration 1273:log likelihood = -8946.5145 (not concave)
Iteration 1274:log likelihood = -8946.5144 (not concave)
Iteration 1275:log likelihood = -8946.5144 (not concave)
Iteration 1276:log likelihood = -8946.5144 (not concave)
Iteration 1277:log likelihood = -8946.5144 (not concave)
Iteration 1278:log likelihood = -8946.5144 (not concave)
Iteration 1279:log likelihood = -8946.5144 (not concave)
Iteration 1280:log likelihood = -8946.5144 (not concave)
Iteration 1281:log likelihood = -8946.5144 (not concave)
Iteration 1282:log likelihood = -8946.5144 (not concave)
Iteration 1283:log likelihood = -8946.5143 (not concave)
Iteration 1284:log likelihood = -8946.5143 (not concave)
Iteration 1285:log likelihood = -8946.5143 (not concave)
Iteration 1286:log likelihood = -8946.5143 (not concave)
Iteration 1287:log likelihood = -8946.5143 (not concave)
Iteration 1288:log likelihood = -8946.5143 (not concave)
Iteration 1289:log likelihood = -8946.5143 (not concave)
Iteration 1290:log likelihood = -8946.5142 (not concave)
Iteration 1291:log likelihood = -8946.5142 (not concave)
Iteration 1292:log likelihood = -8946.5142 (not concave)
Iteration 1293:log likelihood = -8946.5142 (not concave)
Iteration 1294:log likelihood = -8946.5142 (not concave)
Iteration 1295:log likelihood = -8946.5142 (not concave)
Iteration 1296:log likelihood = -8946.5142 (not concave)
Iteration 1297:log likelihood = -8946.5142 (not concave)
Iteration 1298:log likelihood = -8946.5142 (not concave)
Iteration 1299:log likelihood = -8946.5141 (not concave)
Iteration 1300:log likelihood = -8946.5141 (not concave)
Iteration 1301:log likelihood = -8946.5141 (not concave)
Iteration 1302:log likelihood = -8946.5141 (not concave)
Iteration 1303:log likelihood = -8946.5141 (not concave)
Iteration 1304:log likelihood = -8946.5141 (not concave)
Iteration 1305:log likelihood = -8946.5141 (not concave)
Iteration 1306:log likelihood = -8946.5141 (not concave)
Iteration 1307:log likelihood = -8946.5141 (not concave)
Iteration 1308:log likelihood = -8946.5141 (not concave)
Iteration 1309:log likelihood = -8946.514 (not concave)
Iteration 1310:log likelihood = -8946.514 (not concave)
Iteration 1311:log likelihood = -8946.514 (not concave)
Iteration 1312:log likelihood = -8946.514 (not concave)
Iteration 1313:log likelihood = -8946.514 (not concave)
Iteration 1314:log likelihood = -8946.514 (not concave)
Iteration 1315:log likelihood = -8946.514 (not concave)
Iteration 1316:log likelihood = -8946.514 (not concave)
Iteration 1317:log likelihood = -8946.514 (not concave)
Iteration 1318:log likelihood = -8946.514 (not concave)
Iteration 1319:log likelihood = -8946.5139 (not concave)
Iteration 1320:log likelihood = -8946.5139 (not concave)
Iteration 1321:log likelihood = -8946.5139 (not concave)
Iteration 1322:log likelihood = -8946.5139 (not concave)
Iteration 1323:log likelihood = -8946.5139 (not concave)
Iteration 1324:log likelihood = -8946.5139 (not concave)
Iteration 1325:log likelihood = -8946.5138 (not concave)
Iteration 1326:log likelihood = -8946.5138 (not concave)
Iteration 1327:log likelihood = -8946.5138 (not concave)
Iteration 1328:log likelihood = -8946.5138 (not concave)
Iteration 1329:log likelihood = -8946.5138 (not concave)
Iteration 1330:log likelihood = -8946.5138 (not concave)
Iteration 1331:log likelihood = -8946.5138 (not concave)
Iteration 1332:log likelihood = -8946.5138 (not concave)
Iteration 1333:log likelihood = -8946.5138 (not concave)
Iteration 1334:log likelihood = -8946.5138 (not concave)
Iteration 1335:log likelihood = -8946.5137 (not concave)
Iteration 1336:log likelihood = -8946.5137 (not concave)
Iteration 1337:log likelihood = -8946.5137 (not concave)
Iteration 1338:log likelihood = -8946.5137 (not concave)
Iteration 1339:log likelihood = -8946.5137 (not concave)
Iteration 1340:log likelihood = -8946.5137 (not concave)
Iteration 1341:log likelihood = -8946.5137 (not concave)
Iteration 1342:log likelihood = -8946.5137 (not concave)
Iteration 1343:log likelihood = -8946.5137 (not concave)
Iteration 1344:log likelihood = -8946.5136 (not concave)
Iteration 1345:log likelihood = -8946.5136 (not concave)
Iteration 1346:log likelihood = -8946.5136 (not concave)
Iteration 1347:log likelihood = -8946.5136 (not concave)
Iteration 1348:log likelihood = -8946.5136 (not concave)
Iteration 1349:log likelihood = -8946.5136 (not concave)
Iteration 1350:log likelihood = -8946.5136 (not concave)
Iteration 1351:log likelihood = -8946.5136 (not concave)
Iteration 1352:log likelihood = -8946.5136 (not concave)
Iteration 1353:log likelihood = -8946.5136 (not concave)
Iteration 1354:log likelihood = -8946.5135 (not concave)
Iteration 1355:log likelihood = -8946.5135 (not concave)
Iteration 1356:log likelihood = -8946.5135 (not concave)
Iteration 1357:log likelihood = -8946.5135 (not concave)
Iteration 1358:log likelihood = -8946.5135 (not concave)
Iteration 1359:log likelihood = -8946.5135 (not concave)
Iteration 1360:log likelihood = -8946.5135 (not concave)
Iteration 1361:log likelihood = -8946.5135 (not concave)
Iteration 1362:log likelihood = -8946.5134 (not concave)
Iteration 1363:log likelihood = -8946.5134 (not concave)
Iteration 1364:log likelihood = -8946.5134 (not concave)
Iteration 1365:log likelihood = -8946.5134 (not concave)
Iteration 1366:log likelihood = -8946.5134 (not concave)
Iteration 1367:log likelihood = -8946.5134 (not concave)
Iteration 1368:log likelihood = -8946.5134 (not concave)
Iteration 1369:log likelihood = -8946.5134 (not concave)
Iteration 1370:log likelihood = -8946.5134 (not concave)
Iteration 1371:log likelihood = -8946.5133 (not concave)
Iteration 1372:log likelihood = -8946.5133 (not concave)
Iteration 1373:log likelihood = -8946.5133 (not concave)
Iteration 1374:log likelihood = -8946.5133 (not concave)
Iteration 1375:log likelihood = -8946.5133 (not concave)
Iteration 1376:log likelihood = -8946.5133 (not concave)
Iteration 1377:log likelihood = -8946.5132 (not concave)
Iteration 1378:log likelihood = -8946.5132 (not concave)
Iteration 1379:log likelihood = -8946.5132 (not concave)
Iteration 1380:log likelihood = -8946.5132 (not concave)
Iteration 1381:log likelihood = -8946.5132 (not concave)
Iteration 1382:log likelihood = -8946.5132 (not concave)
Iteration 1383:log likelihood = -8946.5132 (not concave)
Iteration 1384:log likelihood = -8946.5132 (not concave)
Iteration 1385:log likelihood = -8946.5131 (not concave)
Iteration 1386:log likelihood = -8946.5131 (not concave)
Iteration 1387:log likelihood = -8946.5131 (not concave)
Iteration 1388:log likelihood = -8946.5131 (not concave)
Iteration 1389:log likelihood = -8946.5131 (not concave)
Iteration 1390:log likelihood = -8946.5131 (not concave)
Iteration 1391:log likelihood = -8946.5131 (not concave)
Iteration 1392:log likelihood = -8946.5131 (not concave)
Iteration 1393:log likelihood = -8946.5131 (not concave)
Iteration 1394:log likelihood = -8946.5131 (not concave)
Iteration 1395:log likelihood = -8946.513 (not concave)
Iteration 1396:log likelihood = -8946.513 (not concave)
Iteration 1397:log likelihood = -8946.513 (not concave)
Iteration 1398:log likelihood = -8946.513 (not concave)
Iteration 1399:log likelihood = -8946.513 (not concave)
Iteration 1400:log likelihood = -8946.513 (not concave)
Iteration 1401:log likelihood = -8946.513 (not concave)
Iteration 1402:log likelihood = -8946.513 (not concave)
Iteration 1403:log likelihood = -8946.513 (not concave)
Iteration 1404:log likelihood = -8946.513 (not concave)
Iteration 1405:log likelihood = -8946.5129 (not concave)
Iteration 1406:log likelihood = -8946.5129 (not concave)
Iteration 1407:log likelihood = -8946.5129 (not concave)
Iteration 1408:log likelihood = -8946.5129 (not concave)
Iteration 1409:log likelihood = -8946.5129 (not concave)
Iteration 1410:log likelihood = -8946.5129 (not concave)
Iteration 1411:log likelihood = -8946.5129 (not concave)
Iteration 1412:log likelihood = -8946.5128 (not concave)
Iteration 1413:log likelihood = -8946.5128 (not concave)
Iteration 1414:log likelihood = -8946.5128 (not concave)
Iteration 1415:log likelihood = -8946.5128 (not concave)
Iteration 1416:log likelihood = -8946.5128 (not concave)
Iteration 1417:log likelihood = -8946.5128 (not concave)
Iteration 1418:log likelihood = -8946.5128 (not concave)
Iteration 1419:log likelihood = -8946.5128 (not concave)
Iteration 1420:log likelihood = -8946.5128 (not concave)
Iteration 1421:log likelihood = -8946.5128 (not concave)
Iteration 1422:log likelihood = -8946.5127 (not concave)
Iteration 1423:log likelihood = -8946.5127 (not concave)
Iteration 1424:log likelihood = -8946.5127 (not concave)
Iteration 1425:log likelihood = -8946.5127 (not concave)
Iteration 1426:log likelihood = -8946.5127 (not concave)
Iteration 1427:log likelihood = -8946.5127 (not concave)
Iteration 1428:log likelihood = -8946.5127 (not concave)
Iteration 1429:log likelihood = -8946.5127 (not concave)
Iteration 1430:log likelihood = -8946.5126 (not concave)
Iteration 1431:log likelihood = -8946.5126 (not concave)
Iteration 1432:log likelihood = -8946.5126 (not concave)
Iteration 1433:log likelihood = -8946.5126 (not concave)
Iteration 1434:log likelihood = -8946.5126 (not concave)
Iteration 1435:log likelihood = -8946.5126 (not concave)
Iteration 1436:log likelihood = -8946.5126 (not concave)
Iteration 1437:log likelihood = -8946.5126 (not concave)
Iteration 1438:log likelihood = -8946.5126 (not concave)
Iteration 1439:log likelihood = -8946.5126 (not concave)
Iteration 1440:log likelihood = -8946.5125 (not concave)
Iteration 1441:log likelihood = -8946.5125 (not concave)
Iteration 1442:log likelihood = -8946.5125 (not concave)
Iteration 1443:log likelihood = -8946.5125 (not concave)
Iteration 1444:log likelihood = -8946.5125 (not concave)
Iteration 1445:log likelihood = -8946.5125 (not concave)
Iteration 1446:log likelihood = -8946.5125 (not concave)
Iteration 1447:log likelihood = -8946.5125 (not concave)
Iteration 1448:log likelihood = -8946.5125 (not concave)
Iteration 1449:log likelihood = -8946.5124 (not concave)
Iteration 1450:log likelihood = -8946.5124 (not concave)
Iteration 1451:log likelihood = -8946.5124 (not concave)
Iteration 1452:log likelihood = -8946.5124 (not concave)
Iteration 1453:log likelihood = -8946.5124 (not concave)
Iteration 1454:log likelihood = -8946.5124 (not concave)
Iteration 1455:log likelihood = -8946.5124 (not concave)
Iteration 1456:log likelihood = -8946.5124 (not concave)
Iteration 1457:log likelihood = -8946.5124 (not concave)
Iteration 1458:log likelihood = -8946.5123 (not concave)
Iteration 1459:log likelihood = -8946.5123 (not concave)
Iteration 1460:log likelihood = -8946.5123 (not concave)
Iteration 1461:log likelihood = -8946.5123 (not concave)
Iteration 1462:log likelihood = -8946.5123 (not concave)
Iteration 1463:log likelihood = -8946.5123 (not concave)
Iteration 1464:log likelihood = -8946.5123 (not concave)
Iteration 1465:log likelihood = -8946.5123 (not concave)
Iteration 1466:log likelihood = -8946.5123 (not concave)
Iteration 1467:log likelihood = -8946.5122 (not concave)
Iteration 1468:log likelihood = -8946.5122 (not concave)
Iteration 1469:log likelihood = -8946.5122 (not concave)
Iteration 1470:log likelihood = -8946.5122 (not concave)
Iteration 1471:log likelihood = -8946.5122 (not concave)
Iteration 1472:log likelihood = -8946.5122 (not concave)
Iteration 1473:log likelihood = -8946.5122 (not concave)
Iteration 1474:log likelihood = -8946.5122 (not concave)
Iteration 1475:log likelihood = -8946.5121 (not concave)
Iteration 1476:log likelihood = -8946.5121 (not concave)
Iteration 1477:log likelihood = -8946.5121 (not concave)
Iteration 1478:log likelihood = -8946.5121 (not concave)
Iteration 1479:log likelihood = -8946.5121 (not concave)
Iteration 1480:log likelihood = -8946.5121 (not concave)
Iteration 1481:log likelihood = -8946.5121 (not concave)
Iteration 1482:log likelihood = -8946.5121 (not concave)
Iteration 1483:log likelihood = -8946.5121 (not concave)
Iteration 1484:log likelihood = -8946.512 (not concave)
Iteration 1485:log likelihood = -8946.512 (not concave)
Iteration 1486:log likelihood = -8946.512 (not concave)
Iteration 1487:log likelihood = -8946.512 (not concave)
Iteration 1488:log likelihood = -8946.512 (not concave)
Iteration 1489:log likelihood = -8946.512 (not concave)
Iteration 1490:log likelihood = -8946.5119 (not concave)
Iteration 1491:log likelihood = -8946.5119 (not concave)
Iteration 1492:log likelihood = -8946.5119 (not concave)
Iteration 1493:log likelihood = -8946.5119 (not concave)
Iteration 1494:log likelihood = -8946.5119 (not concave)
Iteration 1495:log likelihood = -8946.5119 (not concave)
Iteration 1496:log likelihood = -8946.5119 (not concave)
Iteration 1497:log likelihood = -8946.5119 (not concave)
Iteration 1498:log likelihood = -8946.5119 (not concave)
Iteration 1499:log likelihood = -8946.5118 (not concave)
Iteration 1500:log likelihood = -8946.5118 (not concave)
Iteration 1501:log likelihood = -8946.5118 (not concave)
Iteration 1502:log likelihood = -8946.5118 (not concave)
Iteration 1503:log likelihood = -8946.5118 (not concave)
Iteration 1504:log likelihood = -8946.5118 (not concave)
Iteration 1505:log likelihood = -8946.5118 (not concave)
Iteration 1506:log likelihood = -8946.5118 (not concave)
Iteration 1507:log likelihood = -8946.5118 (not concave)
Iteration 1508:log likelihood = -8946.5117 (not concave)
Iteration 1509:log likelihood = -8946.5117 (not concave)
Iteration 1510:log likelihood = -8946.5117 (not concave)
Iteration 1511:log likelihood = -8946.5117 (not concave)
Iteration 1512:log likelihood = -8946.5117 (not concave)
Iteration 1513:log likelihood = -8946.5117 (not concave)
Iteration 1514:log likelihood = -8946.5117 (not concave)
Iteration 1515:log likelihood = -8946.5117 (not concave)
Iteration 1516:log likelihood = -8946.5117 (not concave)
Iteration 1517:log likelihood = -8946.5116 (not concave)
Iteration 1518:log likelihood = -8946.5116 (not concave)
Iteration 1519:log likelihood = -8946.5116 (not concave)
Iteration 1520:log likelihood = -8946.5116 (not concave)
Iteration 1521:log likelihood = -8946.5116 (not concave)
Iteration 1522:log likelihood = -8946.5116 (not concave)
Iteration 1523:log likelihood = -8946.5116 (not concave)
Iteration 1524:log likelihood = -8946.5116 (not concave)
Iteration 1525:log likelihood = -8946.5115 (not concave)
Iteration 1526:log likelihood = -8946.5115 (not concave)
Iteration 1527:log likelihood = -8946.5115 (not concave)
Iteration 1528:log likelihood = -8946.5115 (not concave)
Iteration 1529:log likelihood = -8946.5115 (not concave)
Iteration 1530:log likelihood = -8946.5115 (not concave)
Iteration 1531:log likelihood = -8946.5115 (not concave)
Iteration 1532:log likelihood = -8946.5115 (not concave)
Iteration 1533:log likelihood = -8946.5115 (not concave)
Iteration 1534:log likelihood = -8946.5115 (not concave)
Iteration 1535:log likelihood = -8946.5114 (not concave)
Iteration 1536:log likelihood = -8946.5114 (not concave)
Iteration 1537:log likelihood = -8946.5114 (not concave)
Iteration 1538:log likelihood = -8946.5114 (not concave)
Iteration 1539:log likelihood = -8946.5114 (not concave)
Iteration 1540:log likelihood = -8946.5114 (not concave)
Iteration 1541:log likelihood = -8946.5114 (not concave)
Iteration 1542:log likelihood = -8946.5113 (not concave)
Iteration 1543:log likelihood = -8946.5113 (not concave)
Iteration 1544:log likelihood = -8946.5113 (not concave)
Iteration 1545:log likelihood = -8946.5113 (not concave)
Iteration 1546:log likelihood = -8946.5113 (not concave)
Iteration 1547:log likelihood = -8946.5113 (not concave)
Iteration 1548:log likelihood = -8946.5113 (not concave)
Iteration 1549:log likelihood = -8946.5112 (not concave)
Iteration 1550:log likelihood = -8946.5112 (not concave)
Iteration 1551:log likelihood = -8946.5112 (not concave)
Iteration 1552:log likelihood = -8946.5112 (not concave)
Iteration 1553:log likelihood = -8946.5112 (not concave)
Iteration 1554:log likelihood = -8946.5112 (not concave)
Iteration 1555:log likelihood = -8946.5112 (not concave)
Iteration 1556:log likelihood = -8946.5112 (not concave)
Iteration 1557:log likelihood = -8946.5111 (not concave)
Iteration 1558:log likelihood = -8946.5111 (not concave)
Iteration 1559:log likelihood = -8946.5111 (not concave)
Iteration 1560:log likelihood = -8946.5111 (not concave)
Iteration 1561:log likelihood = -8946.5111 (not concave)
Iteration 1562:log likelihood = -8946.5111 (not concave)
Iteration 1563:log likelihood = -8946.5111 (not concave)
Iteration 1564:log likelihood = -8946.5111 (not concave)
Iteration 1565:log likelihood = -8946.511 (not concave)
Iteration 1566:log likelihood = -8946.511 (not concave)
Iteration 1567:log likelihood = -8946.511 (not concave)
Iteration 1568:log likelihood = -8946.511 (not concave)
Iteration 1569:log likelihood = -8946.511 (not concave)
Iteration 1570:log likelihood = -8946.511 (not concave)
Iteration 1571:log likelihood = -8946.511 (not concave)
Iteration 1572:log likelihood = -8946.511 (not concave)
Iteration 1573:log likelihood = -8946.5109 (not concave)
Iteration 1574:log likelihood = -8946.5109 (not concave)
Iteration 1575:log likelihood = -8946.5109 (not concave)
Iteration 1576:log likelihood = -8946.5109 (not concave)
Iteration 1577:log likelihood = -8946.5109 (not concave)
Iteration 1578:log likelihood = -8946.5109 (not concave)
Iteration 1579:log likelihood = -8946.5109 (not concave)
Iteration 1580:log likelihood = -8946.5108 (not concave)
Iteration 1581:log likelihood = -8946.5108 (not concave)
Iteration 1582:log likelihood = -8946.5108 (not concave)
Iteration 1583:log likelihood = -8946.5108 (not concave)
Iteration 1584:log likelihood = -8946.5108 (not concave)
Iteration 1585:log likelihood = -8946.5108 (not concave)
Iteration 1586:log likelihood = -8946.5108 (not concave)
Iteration 1587:log likelihood = -8946.5108 (not concave)
Iteration 1588:log likelihood = -8946.5107 (not concave)
Iteration 1589:log likelihood = -8946.5107 (not concave)
Iteration 1590:log likelihood = -8946.5107 (not concave)
Iteration 1591:log likelihood = -8946.5107 (not concave)
Iteration 1592:log likelihood = -8946.5107 (not concave)
Iteration 1593:log likelihood = -8946.5107 (not concave)
Iteration 1594:log likelihood = -8946.5107 (not concave)
Iteration 1595:log likelihood = -8946.5107 (not concave)
Iteration 1596:log likelihood = -8946.5106 (not concave)
Iteration 1597:log likelihood = -8946.5106 (not concave)
Iteration 1598:log likelihood = -8946.5106 (not concave)
Iteration 1599:log likelihood = -8946.5106 (not concave)
Iteration 1600:log likelihood = -8946.5106 (not concave)
Iteration 1601:log likelihood = -8946.5106 (not concave)
Iteration 1602:log likelihood = -8946.5106 (not concave)
Iteration 1603:log likelihood = -8946.5105 (not concave)
Iteration 1604:log likelihood = -8946.5105 (not concave)
Iteration 1605:log likelihood = -8946.5105 (not concave)
Iteration 1606:log likelihood = -8946.5105 (not concave)
Iteration 1607:log likelihood = -8946.5105 (not concave)
Iteration 1608:log likelihood = -8946.5105 (not concave)
Iteration 1609:log likelihood = -8946.5105 (not concave)
Iteration 1610:log likelihood = -8946.5105 (not concave)
Iteration 1611:log likelihood = -8946.5104 (not concave)
Iteration 1612:log likelihood = -8946.5104 (not concave)
Iteration 1613:log likelihood = -8946.5104 (not concave)
Iteration 1614:log likelihood = -8946.5104 (not concave)
Iteration 1615:log likelihood = -8946.5104 (not concave)
Iteration 1616:log likelihood = -8946.5104 (not concave)
Iteration 1617:log likelihood = -8946.5104 (not concave)
Iteration 1618:log likelihood = -8946.5103 (not concave)
Iteration 1619:log likelihood = -8946.5103 (not concave)
Iteration 1620:log likelihood = -8946.5103 (not concave)
Iteration 1621:log likelihood = -8946.5103 (not concave)
Iteration 1622:log likelihood = -8946.5103 (not concave)
Iteration 1623:log likelihood = -8946.5103 (not concave)
Iteration 1624:log likelihood = -8946.5102 (not concave)
Iteration 1625:log likelihood = -8946.5102 (not concave)
Iteration 1626:log likelihood = -8946.5102 (not concave)
Iteration 1627:log likelihood = -8946.5102 (not concave)
Iteration 1628:log likelihood = -8946.5102 (not concave)
Iteration 1629:log likelihood = -8946.5102 (not concave)
Iteration 1630:log likelihood = -8946.5102 (not concave)
Iteration 1631:log likelihood = -8946.5102 (not concave)
Iteration 1632:log likelihood = -8946.5101 (not concave)
Iteration 1633:log likelihood = -8946.5101 (not concave)
Iteration 1634:log likelihood = -8946.5101 (not concave)
Iteration 1635:log likelihood = -8946.5101 (not concave)
Iteration 1636:log likelihood = -8946.5101 (not concave)
Iteration 1637:log likelihood = -8946.5101 (not concave)
Iteration 1638:log likelihood = -8946.5101 (not concave)
Iteration 1639:log likelihood = -8946.51 (not concave)
Iteration 1640:log likelihood = -8946.51 (not concave)
Iteration 1641:log likelihood = -8946.51 (not concave)
Iteration 1642:log likelihood = -8946.51 (not concave)
Iteration 1643:log likelihood = -8946.51 (not concave)
Iteration 1644:log likelihood = -8946.51 (not concave)
Iteration 1645:log likelihood = -8946.51 (not concave)
Iteration 1646:log likelihood = -8946.51 (not concave)
Iteration 1647:log likelihood = -8946.5099 (not concave)
Iteration 1648:log likelihood = -8946.5099 (not concave)
Iteration 1649:log likelihood = -8946.5099 (not concave)
Iteration 1650:log likelihood = -8946.5099 (not concave)
Iteration 1651:log likelihood = -8946.5099 (not concave)
Iteration 1652:log likelihood = -8946.5099 (not concave)
Iteration 1653:log likelihood = -8946.5099 (not concave)
Iteration 1654:log likelihood = -8946.5099 (not concave)
Iteration 1655:log likelihood = -8946.5098 (not concave)
Iteration 1656:log likelihood = -8946.5098 (not concave)
Iteration 1657:log likelihood = -8946.5098 (not concave)
Iteration 1658:log likelihood = -8946.5098 (not concave)
Iteration 1659:log likelihood = -8946.5098 (not concave)
Iteration 1660:log likelihood = -8946.5098 (not concave)
Iteration 1661:log likelihood = -8946.5098 (not concave)
Iteration 1662:log likelihood = -8946.5097 (not concave)
Iteration 1663:log likelihood = -8946.5097 (not concave)
Iteration 1664:log likelihood = -8946.5097 (not concave)
Iteration 1665:log likelihood = -8946.5097 (not concave)
Iteration 1666:log likelihood = -8946.5097 (not concave)
Iteration 1667:log likelihood = -8946.5097 (not concave)
Iteration 1668:log likelihood = -8946.5096 (not concave)
Iteration 1669:log likelihood = -8946.5096 (not concave)
Iteration 1670:log likelihood = -8946.5096 (not concave)
Iteration 1671:log likelihood = -8946.5096 (not concave)
Iteration 1672:log likelihood = -8946.5096 (not concave)
Iteration 1673:log likelihood = -8946.5096 (not concave)
Iteration 1674:log likelihood = -8946.5095 (not concave)
Iteration 1675:log likelihood = -8946.5095 (not concave)
Iteration 1676:log likelihood = -8946.5095 (not concave)
Iteration 1677:log likelihood = -8946.5095 (not concave)
Iteration 1678:log likelihood = -8946.5095 (not concave)
Iteration 1679:log likelihood = -8946.5095 (not concave)
Iteration 1680:log likelihood = -8946.5094 (not concave)
Iteration 1681:log likelihood = -8946.5094 (not concave)
Iteration 1682:log likelihood = -8946.5094 (not concave)
Iteration 1683:log likelihood = -8946.5094 (not concave)
Iteration 1684:log likelihood = -8946.5094 (not concave)
Iteration 1685:log likelihood = -8946.5094 (not concave)
Iteration 1686:log likelihood = -8946.5094 (not concave)
Iteration 1687:log likelihood = -8946.5093 (not concave)
Iteration 1688:log likelihood = -8946.5093 (not concave)
Iteration 1689:log likelihood = -8946.5093 (not concave)
Iteration 1690:log likelihood = -8946.5093 (not concave)
Iteration 1691:log likelihood = -8946.5093 (not concave)
Iteration 1692:log likelihood = -8946.5093 (not concave)
Iteration 1693:log likelihood = -8946.5093 (not concave)
Iteration 1694:log likelihood = -8946.5092 (not concave)
Iteration 1695:log likelihood = -8946.5092 (not concave)
Iteration 1696:log likelihood = -8946.5092 (not concave)
Iteration 1697:log likelihood = -8946.5092 (not concave)
Iteration 1698:log likelihood = -8946.5092 (not concave)
Iteration 1699:log likelihood = -8946.5092 (not concave)
Iteration 1700:log likelihood = -8946.5091 (not concave)
Iteration 1701:log likelihood = -8946.5091 (not concave)
Iteration 1702:log likelihood = -8946.5091 (not concave)
Iteration 1703:log likelihood = -8946.5091 (not concave)
Iteration 1704:log likelihood = -8946.5091 (not concave)
Iteration 1705:log likelihood = -8946.5091 (not concave)
Iteration 1706:log likelihood = -8946.509 (not concave)
Iteration 1707:log likelihood = -8946.509 (not concave)
Iteration 1708:log likelihood = -8946.509 (not concave)
Iteration 1709:log likelihood = -8946.509 (not concave)
Iteration 1710:log likelihood = -8946.509 (not concave)
Iteration 1711:log likelihood = -8946.509 (not concave)
Iteration 1712:log likelihood = -8946.5089 (not concave)
Iteration 1713:log likelihood = -8946.5089 (not concave)
Iteration 1714:log likelihood = -8946.5089 (not concave)
Iteration 1715:log likelihood = -8946.5089 (not concave)
Iteration 1716:log likelihood = -8946.5089 (not concave)
Iteration 1717:log likelihood = -8946.5089 (not concave)
Iteration 1718:log likelihood = -8946.5088 (not concave)
Iteration 1719:log likelihood = -8946.5088 (not concave)
Iteration 1720:log likelihood = -8946.5088 (not concave)
Iteration 1721:log likelihood = -8946.5088 (not concave)
Iteration 1722:log likelihood = -8946.5088 (not concave)
Iteration 1723:log likelihood = -8946.5088 (not concave)
Iteration 1724:log likelihood = -8946.5088 (not concave)
Iteration 1725:log likelihood = -8946.5087 (not concave)
Iteration 1726:log likelihood = -8946.5087 (not concave)
Iteration 1727:log likelihood = -8946.5087 (not concave)
Iteration 1728:log likelihood = -8946.5087 (not concave)
Iteration 1729:log likelihood = -8946.5087 (not concave)
Iteration 1730:log likelihood = -8946.5087 (not concave)
Iteration 1731:log likelihood = -8946.5087 (not concave)
Iteration 1732:log likelihood = -8946.5087 (not concave)
Iteration 1733:log likelihood = -8946.5086 (not concave)
Iteration 1734:log likelihood = -8946.5086 (not concave)
Iteration 1735:log likelihood = -8946.5086 (not concave)
Iteration 1736:log likelihood = -8946.5086 (not concave)
Iteration 1737:log likelihood = -8946.5086 (not concave)
Iteration 1738:log likelihood = -8946.5086 (not concave)
Iteration 1739:log likelihood = -8946.5085 (not concave)
Iteration 1740:log likelihood = -8946.5085 (not concave)
Iteration 1741:log likelihood = -8946.5085 (not concave)
Iteration 1742:log likelihood = -8946.5085 (not concave)
Iteration 1743:log likelihood = -8946.5085 (not concave)
Iteration 1744:log likelihood = -8946.5085 (not concave)
Iteration 1745:log likelihood = -8946.5085 (not concave)
Iteration 1746:log likelihood = -8946.5084 (not concave)
Iteration 1747:log likelihood = -8946.5084 (not concave)
Iteration 1748:log likelihood = -8946.5084 (not concave)
Iteration 1749:log likelihood = -8946.5084 (not concave)
Iteration 1750:log likelihood = -8946.5084 (not concave)
Iteration 1751:log likelihood = -8946.5084 (not concave)
Iteration 1752:log likelihood = -8946.5083 (not concave)
Iteration 1753:log likelihood = -8946.5083 (not concave)
Iteration 1754:log likelihood = -8946.5083 (not concave)
Iteration 1755:log likelihood = -8946.5083 (not concave)
Iteration 1756:log likelihood = -8946.5083 (not concave)
Iteration 1757:log likelihood = -8946.5083 (not concave)
Iteration 1758:log likelihood = -8946.5082 (not concave)
Iteration 1759:log likelihood = -8946.5082 (not concave)
Iteration 1760:log likelihood = -8946.5082 (not concave)
Iteration 1761:log likelihood = -8946.5082 (not concave)
Iteration 1762:log likelihood = -8946.5082 (not concave)
Iteration 1763:log likelihood = -8946.5082 (not concave)
Iteration 1764:log likelihood = -8946.5081 (not concave)
Iteration 1765:log likelihood = -8946.5081 (not concave)
Iteration 1766:log likelihood = -8946.5081 (not concave)
Iteration 1767:log likelihood = -8946.5081 (not concave)
Iteration 1768:log likelihood = -8946.5081 (not concave)
Iteration 1769:log likelihood = -8946.5081 (not concave)
Iteration 1770:log likelihood = -8946.5081 (not concave)
Iteration 1771:log likelihood = -8946.508 (not concave)
Iteration 1772:log likelihood = -8946.508 (not concave)
Iteration 1773:log likelihood = -8946.508 (not concave)
Iteration 1774:log likelihood = -8946.508 (not concave)
Iteration 1775:log likelihood = -8946.508 (not concave)
Iteration 1776:log likelihood = -8946.508 (not concave)
Iteration 1777:log likelihood = -8946.508 (not concave)
Iteration 1778:log likelihood = -8946.5079 (not concave)
Iteration 1779:log likelihood = -8946.5079 (not concave)
Iteration 1780:log likelihood = -8946.5079 (not concave)
Iteration 1781:log likelihood = -8946.5079 (not concave)
Iteration 1782:log likelihood = -8946.5079 (not concave)
Iteration 1783:log likelihood = -8946.5079 (not concave)
Iteration 1784:log likelihood = -8946.5078 (not concave)
Iteration 1785:log likelihood = -8946.5078 (not concave)
Iteration 1786:log likelihood = -8946.5078 (not concave)
Iteration 1787:log likelihood = -8946.5078 (not concave)
Iteration 1788:log likelihood = -8946.5078 (not concave)
Iteration 1789:log likelihood = -8946.5078 (not concave)
Iteration 1790:log likelihood = -8946.5078 (not concave)
Iteration 1791:log likelihood = -8946.5077 (not concave)
Iteration 1792:log likelihood = -8946.5077 (not concave)
Iteration 1793:log likelihood = -8946.5077 (not concave)
Iteration 1794:log likelihood = -8946.5077 (not concave)
Iteration 1795:log likelihood = -8946.5077 (not concave)
Iteration 1796:log likelihood = -8946.5077 (not concave)
Iteration 1797:log likelihood = -8946.5077 (not concave)
Iteration 1798:log likelihood = -8946.5076 (not concave)
Iteration 1799:log likelihood = -8946.5076 (not concave)
Iteration 1800:log likelihood = -8946.5076 (not concave)
Iteration 1801:log likelihood = -8946.5076 (not concave)
Iteration 1802:log likelihood = -8946.5076 (not concave)
Iteration 1803:log likelihood = -8946.5076 (not concave)
Iteration 1804:log likelihood = -8946.5075 (not concave)
Iteration 1805:log likelihood = -8946.5075 (not concave)
Iteration 1806:log likelihood = -8946.5075 (not concave)
Iteration 1807:log likelihood = -8946.5075 (not concave)
Iteration 1808:log likelihood = -8946.5075 (not concave)
Iteration 1809:log likelihood = -8946.5075 (not concave)
Iteration 1810:log likelihood = -8946.5075 (not concave)
Iteration 1811:log likelihood = -8946.5075 (not concave)
Iteration 1812:log likelihood = -8946.5074 (not concave)
Iteration 1813:log likelihood = -8946.5074 (not concave)
Iteration 1814:log likelihood = -8946.5074 (not concave)
Iteration 1815:log likelihood = -8946.5074 (not concave)
Iteration 1816:log likelihood = -8946.5074 (not concave)
Iteration 1817:log likelihood = -8946.5073 (not concave)
Iteration 1818:log likelihood = -8946.5073 (not concave)
Iteration 1819:log likelihood = -8946.5073 (not concave)
Iteration 1820:log likelihood = -8946.5073 (not concave)
Iteration 1821:log likelihood = -8946.5073 (not concave)
Iteration 1822:log likelihood = -8946.5073 (not concave)
Iteration 1823:log likelihood = -8946.5073 (not concave)
Iteration 1824:log likelihood = -8946.5072 (not concave)
Iteration 1825:log likelihood = -8946.5072 (not concave)
Iteration 1826:log likelihood = -8946.5072 (not concave)
Iteration 1827:log likelihood = -8946.5072 (not concave)
Iteration 1828:log likelihood = -8946.5072 (not concave)
Iteration 1829:log likelihood = -8946.5072 (not concave)
Iteration 1830:log likelihood = -8946.5072 (not concave)
Iteration 1831:log likelihood = -8946.5071 (not concave)
Iteration 1832:log likelihood = -8946.5071 (not concave)
Iteration 1833:log likelihood = -8946.5071 (not concave)
Iteration 1834:log likelihood = -8946.5071 (not concave)
Iteration 1835:log likelihood = -8946.5071 (not concave)
Iteration 1836:log likelihood = -8946.5071 (not concave)
Iteration 1837:log likelihood = -8946.507 (not concave)
Iteration 1838:log likelihood = -8946.507 (not concave)
Iteration 1839:log likelihood = -8946.507 (not concave)
Iteration 1840:log likelihood = -8946.507 (not concave)
Iteration 1841:log likelihood = -8946.507 (not concave)
Iteration 1842:log likelihood = -8946.507 (not concave)
Iteration 1843:log likelihood = -8946.507 (not concave)
Iteration 1844:log likelihood = -8946.5069 (not concave)
Iteration 1845:log likelihood = -8946.5069 (not concave)
Iteration 1846:log likelihood = -8946.5069 (not concave)
Iteration 1847:log likelihood = -8946.5069 (not concave)
Iteration 1848:log likelihood = -8946.5069 (not concave)
Iteration 1849:log likelihood = -8946.5069 (not concave)
Iteration 1850:log likelihood = -8946.5069 (not concave)
Iteration 1851:log likelihood = -8946.5068 (not concave)
Iteration 1852:log likelihood = -8946.5068 (not concave)
Iteration 1853:log likelihood = -8946.5068 (not concave)
Iteration 1854:log likelihood = -8946.5068 (not concave)
Iteration 1855:log likelihood = -8946.5068 (not concave)
Iteration 1856:log likelihood = -8946.5068 (not concave)
Iteration 1857:log likelihood = -8946.5067 (not concave)
Iteration 1858:log likelihood = -8946.5067 (not concave)
Iteration 1859:log likelihood = -8946.5067 (not concave)
Iteration 1860:log likelihood = -8946.5067 (not concave)
Iteration 1861:log likelihood = -8946.5067 (not concave)
Iteration 1862:log likelihood = -8946.5067 (not concave)
Iteration 1863:log likelihood = -8946.5066 (not concave)
Iteration 1864:log likelihood = -8946.5066 (not concave)
Iteration 1865:log likelihood = -8946.5066 (not concave)
Iteration 1866:log likelihood = -8946.5066 (not concave)
Iteration 1867:log likelihood = -8946.5066 (not concave)
Iteration 1868:log likelihood = -8946.5066 (not concave)
Iteration 1869:log likelihood = -8946.5065 (not concave)
Iteration 1870:log likelihood = -8946.5065 (not concave)
Iteration 1871:log likelihood = -8946.5065 (not concave)
Iteration 1872:log likelihood = -8946.5065 (not concave)
Iteration 1873:log likelihood = -8946.5065 (not concave)
Iteration 1874:log likelihood = -8946.5065 (not concave)
Iteration 1875:log likelihood = -8946.5065 (not concave)
Iteration 1876:log likelihood = -8946.5064 (not concave)
Iteration 1877:log likelihood = -8946.5064 (not concave)
Iteration 1878:log likelihood = -8946.5064 (not concave)
Iteration 1879:log likelihood = -8946.5064 (not concave)
Iteration 1880:log likelihood = -8946.5064 (not concave)
Iteration 1881:log likelihood = -8946.5064 (not concave)
Iteration 1882:log likelihood = -8946.5063 (not concave)
Iteration 1883:log likelihood = -8946.5063 (not concave)
Iteration 1884:log likelihood = -8946.5063 (not concave)
Iteration 1885:log likelihood = -8946.5063 (not concave)
Iteration 1886:log likelihood = -8946.5063 (not concave)
Iteration 1887:log likelihood = -8946.5063 (not concave)
Iteration 1888:log likelihood = -8946.5062 (not concave)
Iteration 1889:log likelihood = -8946.5062 (not concave)
Iteration 1890:log likelihood = -8946.5062 (not concave)
Iteration 1891:log likelihood = -8946.5062 (not concave)
Iteration 1892:log likelihood = -8946.5062 (not concave)
Iteration 1893:log likelihood = -8946.5062 (not concave)
Iteration 1894:log likelihood = -8946.5062 (not concave)
Iteration 1895:log likelihood = -8946.5061 (not concave)
Iteration 1896:log likelihood = -8946.5061 (not concave)
Iteration 1897:log likelihood = -8946.5061 (not concave)
Iteration 1898:log likelihood = -8946.5061 (not concave)
Iteration 1899:log likelihood = -8946.5061 (not concave)
Iteration 1900:log likelihood = -8946.5061 (not concave)
Iteration 1901:log likelihood = -8946.506 (not concave)
Iteration 1902:log likelihood = -8946.506 (not concave)
Iteration 1903:log likelihood = -8946.506 (not concave)
Iteration 1904:log likelihood = -8946.506 (not concave)
Iteration 1905:log likelihood = -8946.506 (not concave)
Iteration 1906:log likelihood = -8946.506 (not concave)
Iteration 1907:log likelihood = -8946.506 (not concave)
Iteration 1908:log likelihood = -8946.5059 (not concave)
Iteration 1909:log likelihood = -8946.5059 (not concave)
Iteration 1910:log likelihood = -8946.5059 (not concave)
Iteration 1911:log likelihood = -8946.5059 (not concave)
Iteration 1912:log likelihood = -8946.5059 (not concave)
Iteration 1913:log likelihood = -8946.5059 (not concave)
Iteration 1914:log likelihood = -8946.5058 (not concave)
Iteration 1915:log likelihood = -8946.5058 (not concave)
Iteration 1916:log likelihood = -8946.5058 (not concave)
Iteration 1917:log likelihood = -8946.5058 (not concave)
Iteration 1918:log likelihood = -8946.5058 (not concave)
Iteration 1919:log likelihood = -8946.5058 (not concave)
Iteration 1920:log likelihood = -8946.5058 (not concave)
Iteration 1921:log likelihood = -8946.5057 (not concave)
Iteration 1922:log likelihood = -8946.5057 (not concave)
Iteration 1923:log likelihood = -8946.5057 (not concave)
Iteration 1924:log likelihood = -8946.5057 (not concave)
Iteration 1925:log likelihood = -8946.5057 (not concave)
Iteration 1926:log likelihood = -8946.5056 (not concave)
Iteration 1927:log likelihood = -8946.5056 (not concave)
Iteration 1928:log likelihood = -8946.5056 (not concave)
Iteration 1929:log likelihood = -8946.5056 (not concave)
Iteration 1930:log likelihood = -8946.5056 (not concave)
Iteration 1931:log likelihood = -8946.5056 (not concave)
Iteration 1932:log likelihood = -8946.5056 (not concave)
Iteration 1933:log likelihood = -8946.5055 (not concave)
Iteration 1934:log likelihood = -8946.5055 (not concave)
Iteration 1935:log likelihood = -8946.5055 (not concave)
Iteration 1936:log likelihood = -8946.5055 (not concave)
Iteration 1937:log likelihood = -8946.5055 (not concave)
Iteration 1938:log likelihood = -8946.5055 (not concave)
Iteration 1939:log likelihood = -8946.5055 (not concave)
Iteration 1940:log likelihood = -8946.5054 (not concave)
Iteration 1941:log likelihood = -8946.5054 (not concave)
Iteration 1942:log likelihood = -8946.5054 (not concave)
Iteration 1943:log likelihood = -8946.5054 (not concave)
Iteration 1944:log likelihood = -8946.5054 (not concave)
Iteration 1945:log likelihood = -8946.5054 (not concave)
Iteration 1946:log likelihood = -8946.5053 (not concave)
Iteration 1947:log likelihood = -8946.5053 (not concave)
Iteration 1948:log likelihood = -8946.5053 (not concave)
Iteration 1949:log likelihood = -8946.5053 (not concave)
Iteration 1950:log likelihood = -8946.5053 (not concave)
Iteration 1951:log likelihood = -8946.5053 (not concave)
Iteration 1952:log likelihood = -8946.5052 (not concave)
Iteration 1953:log likelihood = -8946.5052 (not concave)
Iteration 1954:log likelihood = -8946.5052 (not concave)
Iteration 1955:log likelihood = -8946.5052 (not concave)
Iteration 1956:log likelihood = -8946.5052 (not concave)
Iteration 1957:log likelihood = -8946.5052 (not concave)
Iteration 1958:log likelihood = -8946.5052 (not concave)
Iteration 1959:log likelihood = -8946.5051 (not concave)
Iteration 1960:log likelihood = -8946.5051 (not concave)
Iteration 1961:log likelihood = -8946.5051 (not concave)
Iteration 1962:log likelihood = -8946.5051 (not concave)
Iteration 1963:log likelihood = -8946.5051 (not concave)
Iteration 1964:log likelihood = -8946.5051 (not concave)
Iteration 1965:log likelihood = -8946.505 (not concave)
Iteration 1966:log likelihood = -8946.505 (not concave)
Iteration 1967:log likelihood = -8946.505 (not concave)
Iteration 1968:log likelihood = -8946.505 (not concave)
Iteration 1969:log likelihood = -8946.505 (not concave)
Iteration 1970:log likelihood = -8946.505 (not concave)
Iteration 1971:log likelihood = -8946.5049 (not concave)
Iteration 1972:log likelihood = -8946.5049 (not concave)
Iteration 1973:log likelihood = -8946.5049 (not concave)
Iteration 1974:log likelihood = -8946.5049 (not concave)
Iteration 1975:log likelihood = -8946.5049 (not concave)
Iteration 1976:log likelihood = -8946.5049 (not concave)
Iteration 1977:log likelihood = -8946.5048 (not concave)
Iteration 1978:log likelihood = -8946.5048 (not concave)
Iteration 1979:log likelihood = -8946.5048 (not concave)
Iteration 1980:log likelihood = -8946.5048 (not concave)
Iteration 1981:log likelihood = -8946.5048 (not concave)
Iteration 1982:log likelihood = -8946.5048 (not concave)
Iteration 1983:log likelihood = -8946.5048 (not concave)
Iteration 1984:log likelihood = -8946.5047 (not concave)
Iteration 1985:log likelihood = -8946.5047 (not concave)
Iteration 1986:log likelihood = -8946.5047 (not concave)
Iteration 1987:log likelihood = -8946.5047 (not concave)
Iteration 1988:log likelihood = -8946.5047 (not concave)
Iteration 1989:log likelihood = -8946.5047 (not concave)
Iteration 1990:log likelihood = -8946.5047 (not concave)
Iteration 1991:log likelihood = -8946.5046 (not concave)
Iteration 1992:log likelihood = -8946.5046 (not concave)
Iteration 1993:log likelihood = -8946.5046 (not concave)
Iteration 1994:log likelihood = -8946.5046 (not concave)
Iteration 1995:log likelihood = -8946.5046 (not concave)
Iteration 1996:log likelihood = -8946.5045 (not concave)
Iteration 1997:log likelihood = -8946.5045 (not concave)
Iteration 1998:log likelihood = -8946.5045 (not concave)
Iteration 1999:log likelihood = -8946.5045 (not concave)
Iteration 2000:log likelihood = -8946.5045 (not concave)
Iteration 2001:log likelihood = -8946.5045 (not concave)
Iteration 2002:log likelihood = -8946.5045 (not concave)
Iteration 2003:log likelihood = -8946.5044 (not concave)
Iteration 2004:log likelihood = -8946.5044 (not concave)
Iteration 2005:log likelihood = -8946.5044 (not concave)
Iteration 2006:log likelihood = -8946.5044 (not concave)
Iteration 2007:log likelihood = -8946.5044 (not concave)
Iteration 2008:log likelihood = -8946.5044 (not concave)
Iteration 2009:log likelihood = -8946.5043 (not concave)
Iteration 2010:log likelihood = -8946.5043 (not concave)
Iteration 2011:log likelihood = -8946.5043 (not concave)
Iteration 2012:log likelihood = -8946.5043 (not concave)
Iteration 2013:log likelihood = -8946.5043 (not concave)
Iteration 2014:log likelihood = -8946.5043 (not concave)
Iteration 2015:log likelihood = -8946.5042 (not concave)
Iteration 2016:log likelihood = -8946.5042 (not concave)
Iteration 2017:log likelihood = -8946.5042 (not concave)
Iteration 2018:log likelihood = -8946.5042 (not concave)
Iteration 2019:log likelihood = -8946.5042 (not concave)
Iteration 2020:log likelihood = -8946.5042 (not concave)
Iteration 2021:log likelihood = -8946.5041 (not concave)
Iteration 2022:log likelihood = -8946.5041 (not concave)
Iteration 2023:log likelihood = -8946.5041 (not concave)
Iteration 2024:log likelihood = -8946.5041 (not concave)
Iteration 2025:log likelihood = -8946.5041 (not concave)
Iteration 2026:log likelihood = -8946.5041 (not concave)
Iteration 2027:log likelihood = -8946.504 (not concave)
Iteration 2028:log likelihood = -8946.504 (not concave)
Iteration 2029:log likelihood = -8946.504 (not concave)
Iteration 2030:log likelihood = -8946.504 (not concave)
Iteration 2031:log likelihood = -8946.504 (not concave)
Iteration 2032:log likelihood = -8946.504 (not concave)
Iteration 2033:log likelihood = -8946.504 (not concave)
Iteration 2034:log likelihood = -8946.5039 (not concave)
Iteration 2035:log likelihood = -8946.5039 (not concave)
Iteration 2036:log likelihood = -8946.5039 (not concave)
Iteration 2037:log likelihood = -8946.5039 (not concave)
Iteration 2038:log likelihood = -8946.5039 (not concave)
Iteration 2039:log likelihood = -8946.5039 (not concave)
Iteration 2040:log likelihood = -8946.5038 (not concave)
Iteration 2041:log likelihood = -8946.5038 (not concave)
Iteration 2042:log likelihood = -8946.5038 (not concave)
Iteration 2043:log likelihood = -8946.5038 (not concave)
Iteration 2044:log likelihood = -8946.5038 (not concave)
Iteration 2045:log likelihood = -8946.5038 (not concave)
Iteration 2046:log likelihood = -8946.5037 (not concave)
Iteration 2047:log likelihood = -8946.5037 (not concave)
Iteration 2048:log likelihood = -8946.5037 (not concave)
Iteration 2049:log likelihood = -8946.5037 (not concave)
Iteration 2050:log likelihood = -8946.5037 (not concave)
Iteration 2051:log likelihood = -8946.5037 (not concave)
Iteration 2052:log likelihood = -8946.5036 (not concave)
Iteration 2053:log likelihood = -8946.5036 (not concave)
Iteration 2054:log likelihood = -8946.5036 (not concave)
Iteration 2055:log likelihood = -8946.5036 (not concave)
Iteration 2056:log likelihood = -8946.5036 (not concave)
Iteration 2057:log likelihood = -8946.5035 (not concave)
Iteration 2058:log likelihood = -8946.5035 (not concave)
Iteration 2059:log likelihood = -8946.5035 (not concave)
Iteration 2060:log likelihood = -8946.5035 (not concave)
Iteration 2061:log likelihood = -8946.5035 (not concave)
Iteration 2062:log likelihood = -8946.5035 (not concave)
Iteration 2063:log likelihood = -8946.5035 (not concave)
Iteration 2064:log likelihood = -8946.5034 (not concave)
Iteration 2065:log likelihood = -8946.5034 (not concave)
Iteration 2066:log likelihood = -8946.5034 (not concave)
Iteration 2067:log likelihood = -8946.5034 (not concave)
Iteration 2068:log likelihood = -8946.5034 (not concave)
Iteration 2069:log likelihood = -8946.5034 (not concave)
Iteration 2070:log likelihood = -8946.5033 (not concave)
Iteration 2071:log likelihood = -8946.5033 (not concave)
Iteration 2072:log likelihood = -8946.5033 (not concave)
Iteration 2073:log likelihood = -8946.5033 (not concave)
Iteration 2074:log likelihood = -8946.5033 (not concave)
Iteration 2075:log likelihood = -8946.5033 (not concave)
Iteration 2076:log likelihood = -8946.5032 (not concave)
Iteration 2077:log likelihood = -8946.5032 (not concave)
Iteration 2078:log likelihood = -8946.5032 (not concave)
Iteration 2079:log likelihood = -8946.5032 (not concave)
Iteration 2080:log likelihood = -8946.5032 (not concave)
Iteration 2081:log likelihood = -8946.5032 (not concave)
Iteration 2082:log likelihood = -8946.5032 (not concave)
Iteration 2083:log likelihood = -8946.5032 (not concave)
Iteration 2084:log likelihood = -8946.5031 (not concave)
Iteration 2085:log likelihood = -8946.5031 (not concave)
Iteration 2086:log likelihood = -8946.5031 (not concave)
Iteration 2087:log likelihood = -8946.5031 (not concave)
Iteration 2088:log likelihood = -8946.5031 (not concave)
Iteration 2089:log likelihood = -8946.503 (not concave)
Iteration 2090:log likelihood = -8946.503 (not concave)
Iteration 2091:log likelihood = -8946.503 (not concave)
Iteration 2092:log likelihood = -8946.503 (not concave)
Iteration 2093:log likelihood = -8946.503 (not concave)
Iteration 2094:log likelihood = -8946.503 (not concave)
Iteration 2095:log likelihood = -8946.5029 (not concave)
Iteration 2096:log likelihood = -8946.5029 (not concave)
Iteration 2097:log likelihood = -8946.5029 (not concave)
Iteration 2098:log likelihood = -8946.5029 (not concave)
Iteration 2099:log likelihood = -8946.5029 (not concave)
Iteration 2100:log likelihood = -8946.5029 (not concave)
Iteration 2101:log likelihood = -8946.5029 (not concave)
Iteration 2102:log likelihood = -8946.5028 (not concave)
Iteration 2103:log likelihood = -8946.5028 (not concave)
Iteration 2104:log likelihood = -8946.5028 (not concave)
Iteration 2105:log likelihood = -8946.5028 (not concave)
Iteration 2106:log likelihood = -8946.5028 (not concave)
Iteration 2107:log likelihood = -8946.5028 (not concave)
Iteration 2108:log likelihood = -8946.5027 (not concave)
Iteration 2109:log likelihood = -8946.5027 (not concave)
Iteration 2110:log likelihood = -8946.5027 (not concave)
Iteration 2111:log likelihood = -8946.5027 (not concave)
Iteration 2112:log likelihood = -8946.5027 (not concave)
Iteration 2113:log likelihood = -8946.5027 (not concave)
Iteration 2114:log likelihood = -8946.5026 (not concave)
Iteration 2115:log likelihood = -8946.5026 (not concave)
Iteration 2116:log likelihood = -8946.5026 (not concave)
Iteration 2117:log likelihood = -8946.5026 (not concave)
Iteration 2118:log likelihood = -8946.5026 (not concave)
Iteration 2119:log likelihood = -8946.5026 (not concave)
Iteration 2120:log likelihood = -8946.5026
Iteration 2121:log likelihood = -8946.49 (backed up)
Iteration 2122:log likelihood = -8946.4855
Iteration 2123:log likelihood = -8946.4854
Heckman selection model Number of obs = 10000
(regression model with sample selection) Censored obs = 4663
Uncensored obs = 5337
Wald chi2(2) = 295.99
Log likelihood = -8946.485 Prob > chi2 = 0.0000
------------------------------------------------------------------------------
| Coef. Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
wearnl |
educ | .0650405 .0113713 5.72 0.000 .0427531 .087328
age | .0115308 .0008296 13.90 0.000 .0099048 .0131568
_cons | 4.775379 .2251815 21.21 0.000 4.334031 5.216727
-------------+----------------------------------------------------------------
select |
educ | .1487287 .0031911 46.61 0.000 .1424743 .1549832
age | .009841 .0010369 9.49 0.000 .0078088 .0118733
_cons | -1.491731 .0524251 -28.45 0.000 -1.594483 -1.38898
-------------+----------------------------------------------------------------
/athrho | -.1419248 .3029263 -0.47 0.639 -.7356494 .4517998
/lnsigma | -.7939694 .0238974 -33.22 0.000 -.8408074 -.7471314
-------------+----------------------------------------------------------------
rho | -.1409795 .2969056 -.6265094 .4233773
sigma | .4520469 .0108027 .4313621 .4737235
lambda | -.0637293 .1356091 -.3295183 .2020596
------------------------------------------------------------------------------
LR test of indep. eqns. (rho = 0): chi2(1) = 0.07 Prob > chi2 = 0.7894
------------------------------------------------------------------------------
. log close;
log: c:\www\econ626\stata\missing_data.log
log type: text
closed on: 3 Dec 2006, 13:12:31
-------------------------------------------------------------------------------