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reading data from MLPdatafiles/congCorp.lda-c
number of docs : 702
number of terms : 5794
Loading seeds from lda-c/ldaseeds.txt
initialized with document 1
initialized with document 2
initialized with document 3
initialized with document 4
initialized with document 5
initialized with document 6
initialized with document 7
initialized with document 8
initialized with document 9
initialized with document 10
**** em iteration 1 ****
document 0
alpha maximization : -6180776.15360 -62643.78826
alpha maximization : -2223267.01104 -62589.18161
alpha maximization : -769404.98409 -62439.30798
alpha maximization : -236629.56728 -62021.53636
alpha maximization : -42822.69544 -60816.20415
alpha maximization : 26020.86205 -57194.03372
alpha maximization : 48580.88545 -47002.64190
alpha maximization : 54376.85237 -26548.46603
alpha maximization : 55184.20330 -6390.25082
alpha maximization : 55212.76834 -292.96028
alpha maximization : 55212.82138 -0.57640
alpha maximization : 55212.82138 -0.00000
new alpha = 0.08606
**** em iteration 2 ****
document 0
alpha maximization : -7026976.16492 -71191.26312
alpha maximization : -2529163.72119 -71136.65120
alpha maximization : -876535.61915 -70986.72861
alpha maximization : -270639.40406 -70568.54821
alpha maximization : -49936.48740 -69359.70285
alpha maximization : 28788.95165 -65705.16381
alpha maximization : 54939.32582 -55236.13628
alpha maximization : 61936.50936 -33200.86747
alpha maximization : 63017.77119 -9179.38084
alpha maximization : 63066.02448 -549.13656
alpha maximization : 63066.17217 -1.81100
alpha maximization : 63066.17217 -0.00002
alpha maximization : 63066.17217 -0.00000
new alpha = 0.07673
**** em iteration 3 ****
document 0
alpha maximization : -7751006.37637 -78504.69960
alpha maximization : -2790896.68473 -78450.08409
alpha maximization : -968199.20359 -78300.12805
alpha maximization : -299738.74900 -77881.66824
alpha maximization : -56022.19286 -76670.41655
alpha maximization : 31160.82402 -72993.55982
alpha maximization : 60391.28718 -62329.30400
alpha maximization : 68435.67955 -39124.19228
alpha maximization : 69772.33356 -11935.12496
alpha maximization : 69842.58861 -863.67029
alpha maximization : 69842.89468 -4.11374
alpha maximization : 69842.89469 -0.00009
alpha maximization : 69842.89469 0.00000
new alpha = 0.07024
**** em iteration 4 ****
document 0
alpha maximization : -8380808.31214 -84866.33531
alpha maximization : -3018566.62664 -84811.71718
alpha maximization : -1047933.25239 -84661.73673
alpha maximization : -325050.79981 -84243.07289
alpha maximization : -61315.30531 -83030.06136
alpha maximization : 33225.91723 -79336.80689
alpha maximization : 65140.19436 -68527.09734
alpha maximization : 74106.94359 -44417.94636
alpha maximization : 75679.33593 -14588.64463
alpha maximization : 75772.73408 -1219.10747
alpha maximization : 75773.26401 -7.65984
alpha maximization : 75773.26404 -0.00030
alpha maximization : 75773.26404 -0.00000
new alpha = 0.06545
**** em iteration 5 ****
document 0
alpha maximization : -8942400.93131 -90538.98803
alpha maximization : -3221579.26580 -90484.36787
alpha maximization : -1119031.84359 -90334.36855
alpha maximization : -347621.37003 -89915.54685
alpha maximization : -66034.80412 -88701.17236
alpha maximization : 35068.53571 -84995.17391
alpha maximization : 69378.83372 -74071.22938
alpha maximization : 79175.42622 -49232.05044
alpha maximization : 80967.41054 -17141.94158
alpha maximization : 81084.62309 -1606.29025
alpha maximization : 81085.44226 -12.57323
alpha maximization : 81085.44231 -0.00076
alpha maximization : 81085.44231 -0.00000
new alpha = 0.06171
**** em iteration 6 ****
document 0
alpha maximization : -9468193.52104 -95850.02429
alpha maximization : -3411650.38497 -95795.40245
alpha maximization : -1185598.06403 -95645.38747
alpha maximization : -368753.04654 -95226.43487
alpha maximization : -70453.19899 -94010.92901
alpha maximization : 36794.52097 -90294.32254
alpha maximization : 73350.13438 -79274.48755
alpha maximization : 83929.01748 -53808.58838
alpha maximization : 85933.76809 -19681.96781
alpha maximization : 86075.98828 -2032.71656
alpha maximization : 86077.17316 -19.16835
alpha maximization : 86077.17326 -0.00168
alpha maximization : 86077.17326 0.00000
new alpha = 0.05858
**** em iteration 7 ****
document 0
alpha maximization : -9923751.60493 -100451.62110
alpha maximization : -3576332.11362 -100396.99795
alpha maximization : -1243272.46184 -100246.97074
alpha maximization : -387061.93565 -99827.91587
alpha maximization : -74281.22771 -98611.52554
alpha maximization : 38290.50077 -94886.60737
alpha maximization : 76792.86119 -83791.12626
alpha maximization : 88053.16957 -57821.68029
alpha maximization : 90247.35008 -21992.57671
alpha maximization : 90413.33942 -2454.48202
alpha maximization : 90414.92881 -26.84312
alpha maximization : 90414.92900 -0.00316
alpha maximization : 90414.92900 0.00000
new alpha = 0.05612
**** em iteration 8 ****
document 0
alpha maximization : -10350062.26493 -104757.78938
alpha maximization : -3730441.05711 -104703.16511
alpha maximization : -1297244.07574 -104553.12743
alpha maximization : -404195.33167 -104133.98497
alpha maximization : -77863.37251 -102916.83667
alpha maximization : 39690.83637 -99184.78244
alpha maximization : 80015.95434 -88023.99317
alpha maximization : 91916.63991 -61613.22935
alpha maximization : 94292.00592 -24242.10823
alpha maximization : 94481.98374 -2894.64585
alpha maximization : 94484.03597 -36.01419
alpha maximization : 94484.03628 -0.00548
alpha maximization : 94484.03628 -0.00000
new alpha = 0.05401
**** em iteration 9 ****
document 0
alpha maximization : -10735397.61792 -108650.06568
alpha maximization : -3869737.65167 -108595.44046
alpha maximization : -1346028.14103 -108445.39404
alpha maximization : -419681.90467 -108026.17836
alpha maximization : -81101.12791 -106808.39616
alpha maximization : 40956.87097 -103070.36474
alpha maximization : 82930.28470 -91854.61447
alpha maximization : 95411.81611 -65067.66137
alpha maximization : 97953.96930 -26344.36433
alpha maximization : 98167.06072 -3331.27504
alpha maximization : 98169.60940 -46.23397
alpha maximization : 98169.60987 -0.00873
alpha maximization : 98169.60987 0.00000
new alpha = 0.05223
**** em iteration 10 ****
document 0
alpha maximization : -11098756.07153 -112320.35309
alpha maximization : -4001089.71712 -112265.72704
alpha maximization : -1392029.88909 -112115.67293
alpha maximization : -434285.20722 -111696.39284
alpha maximization : -84154.15556 -110478.05278
alpha maximization : 42150.92844 -106734.75421
alpha maximization : 85679.20497 -95470.37543
alpha maximization : 98710.05092 -68346.88365
alpha maximization : 101411.92469 -28383.87822
alpha maximization : 101648.03624 -3777.36250
alpha maximization : 101651.12741 -57.78580
alpha maximization : 101651.12810 -0.01323
alpha maximization : 101651.12810 -0.00000
new alpha = 0.05065
**** em iteration 11 ****
document 0
alpha maximization : -11393132.73623 -115293.85475
alpha maximization : -4107505.24736 -115239.22808
alpha maximization : -1429298.43036 -115089.16808
alpha maximization : -446116.13145 -114669.83882
alpha maximization : -86627.53699 -113451.07262
alpha maximization : 43118.44821 -109703.74619
alpha maximization : 87906.77792 -98402.05607
alpha maximization : 101383.69989 -71017.97399
alpha maximization : 104216.60920 -30075.18380
alpha maximization : 104472.22867 -4163.55415
alpha maximization : 104475.81627 -68.66370
alpha maximization : 104475.81721 -0.01825
alpha maximization : 104475.81721 -0.00000
new alpha = 0.04945
**** em iteration 12 ****
document 0
alpha maximization : -11677489.83126 -118166.14864
alpha maximization : -4210298.75788 -118111.52139
alpha maximization : -1465298.47507 -117961.45600
alpha maximization : -457544.36058 -117542.08157
alpha maximization : -89016.69850 -116322.92394
alpha maximization : 44053.15283 -112571.89421
alpha maximization : 90058.94075 -101235.80387
alpha maximization : 103967.58271 -73609.62280
alpha maximization : 106928.38514 -31740.80852
alpha maximization : 107203.56664 -4557.88840
alpha maximization : 107207.68521 -80.58693
alpha maximization : 107207.68644 -0.02458
alpha maximization : 107207.68644 -0.00000
new alpha = 0.04834
**** em iteration 13 ****
document 0
alpha maximization : -11932109.29120 -120738.06238
alpha maximization : -4302342.27778 -120683.43463
alpha maximization : -1497533.68680 -120533.36463
alpha maximization : -467777.43416 -120113.95158
alpha maximization : -91155.97832 -118894.45912
alpha maximization : 44890.19743 -115140.25910
alpha maximization : 91986.35161 -103774.64678
alpha maximization : 106282.21252 -75939.28085
alpha maximization : 109358.58090 -33257.94905
alpha maximization : 109651.86888 -4928.86813
alpha maximization : 109656.50801 -92.53814
alpha maximization : 109656.50957 -0.03178
alpha maximization : 109656.50957 -0.00000
new alpha = 0.04739
**** em iteration 14 ****
document 0
alpha maximization : -12161181.36305 -123051.92169
alpha maximization : -4385150.55832 -122997.29351
alpha maximization : -1526534.55818 -122847.21953
alpha maximization : -476983.75997 -122427.77310
alpha maximization : -93080.59202 -121207.99127
alpha maximization : 45643.32480 -117451.04949
alpha maximization : 93720.61569 -106059.85119
alpha maximization : 108365.33776 -78042.12434
alpha maximization : 111546.48674 -34642.98388
alpha maximization : 111856.53441 -5277.14731
alpha maximization : 111861.67990 -104.39139
alpha maximization : 111861.68181 -0.03975
alpha maximization : 111861.68181 -0.00000
new alpha = 0.04656
**** em iteration 15 ****
document 0
alpha maximization : -12399341.47939 -125457.57943
alpha maximization : -4471244.11592 -125402.95082
alpha maximization : -1556685.98780 -125252.87285
alpha maximization : -486555.32492 -124833.39304
alpha maximization : -95081.54231 -123613.32158
alpha maximization : 46426.39569 -119853.63386
alpha maximization : 95523.91228 -108436.76006
alpha maximization : 110531.80683 -80235.03427
alpha maximization : 113822.67488 -36102.59142
alpha maximization : 114150.61271 -5653.89203
alpha maximization : 114156.32436 -117.88993
alpha maximization : 114156.32671 -0.04981
alpha maximization : 114156.32671 -0.00000
new alpha = 0.04574
**** em iteration 16 ****
document 0
alpha maximization : -12649232.45534 -127981.73070
alpha maximization : -4561578.31352 -127927.10166
alpha maximization : -1588322.55989 -127777.01967
alpha maximization : -496598.34229 -127357.50616
alpha maximization : -97181.03196 -126137.14244
alpha maximization : 47248.10438 -122374.68183
alpha maximization : 97416.26914 -110931.82917
alpha maximization : 112805.71506 -82542.90545
alpha maximization : 116212.52986 -37654.99052
alpha maximization : 116559.74226 -6065.30403
alpha maximization : 116566.09308 -133.41765
alpha maximization : 116566.09598 -0.06264
alpha maximization : 116566.09598 -0.00000
new alpha = 0.04490
**** em iteration 17 ****
document 0
alpha maximization : -12915986.88326 -130676.21987
alpha maximization : -4658008.55463 -130621.59039
alpha maximization : -1622094.06813 -130471.50427
alpha maximization : -507319.08819 -130051.95623
alpha maximization : -99422.18086 -128831.29287
alpha maximization : 48125.33565 -125065.98770
alpha maximization : 99436.58080 -113596.43058
alpha maximization : 115233.85206 -85014.00040
alpha maximization : 118765.33104 -39335.06184
alpha maximization : 119133.67886 -6522.73515
alpha maximization : 119140.76483 -151.62716
alpha maximization : 119140.76843 -0.07938
alpha maximization : 119140.76843 -0.00000
new alpha = 0.04404
**** em iteration 18 ****
document 0
alpha maximization : -13229179.80647 -133839.78475
alpha maximization : -4771226.05267 -133785.15478
alpha maximization : -1661744.75643 -133635.06403
alpha maximization : -519906.16889 -133215.47721
alpha maximization : -102053.45871 -131994.47734
alpha maximization : 49155.36934 -128225.97522
alpha maximization : 101808.91511 -116726.34026
alpha maximization : 118085.66323 -87924.64066
alpha maximization : 121764.63440 -41336.82632
alpha maximization : 122158.52278 -7083.90926
alpha maximization : 122166.54420 -175.29551
alpha maximization : 122166.54880 -0.10380
alpha maximization : 122166.54880 -0.00000
new alpha = 0.04307
**** em iteration 19 ****
document 0
alpha maximization : -13517541.13416 -136752.52544
alpha maximization : -4875467.06657 -136697.89502
alpha maximization : -1698251.72555 -136547.80020
alpha maximization : -531495.27159 -136128.17927
alpha maximization : -104476.09159 -134906.88323
alpha maximization : 50103.81502 -131135.56547
alpha maximization : 103993.43809 -119609.38288
alpha maximization : 120712.23705 -90612.98218
alpha maximization : 124528.03300 -43206.83728
alpha maximization : 124946.11752 -7623.64358
alpha maximization : 124955.07181 -199.41002
alpha maximization : 124955.07753 -0.13171
alpha maximization : 124955.07753 -0.00000
new alpha = 0.04222
**** em iteration 20 ****
document 0
alpha maximization : -13774402.60417 -139347.08574
alpha maximization : -4968321.05690 -139292.45495
alpha maximization : -1730770.76445 -139142.35664
alpha maximization : -541818.40453 -138722.70652
alpha maximization : -106634.06456 -137501.15702
alpha maximization : 50948.71440 -133727.42814
alpha maximization : 105939.54169 -122178.46911
alpha maximization : 123052.55254 -93014.14856
alpha maximization : 126991.01920 -44893.61266
alpha maximization : 127431.19615 -8123.03544
alpha maximization : 127441.04122 -222.87583
alpha maximization : 127441.04812 -0.16172
alpha maximization : 127441.04812 -0.00000
new alpha = 0.04149
**** em iteration 21 ****
document 0