Code_for_NOT
Nikita Sleptcov
07/10/2020
This document will present some basic statistical treatments performed on a corpus of Annual Information Forms (n=132). This time, the corpus is reduced to n-grams (phrases) containing NOT
text_df <- readtext(paste0("~/Google Drive File Stream/My Drive/R/Projects/Work package 2/Frames/AIF", "*"),
encoding = "UTF-8",
docvarsfrom = "filenames",
docvarnames = c("num", "type", "company", "date"),
dvsep = "_")This step is when we actually start reducing our corpus, excluding stopwords (exist in Quanteda Package) but saving NOTs and words that we want in order to reduce the corpus to words that are meaningful to us. I am also removing punctuation, white space, numbers, urls, and other symbols. This step will also lower all letters.
Now, I am selecting bigrams with NOT to capture negations
Frequencies of the negative bigrams
## feature frequency rank docfreq group
## 1 not_less 14 1 4 2001
## 2 not_exceed 9 2 4 2001
## 3 not_requir 5 3 3 2001
## 4 not_materi 4 4 3 2001
## 5 not_limit 4 4 3 2001
## 6 not_entitl 4 4 3 2001
## 7 not_necessarili 4 4 3 2001
## 8 not_qualifi 4 4 1 2001
## 9 not_elig 4 4 2 2001
## 10 not_includ 3 10 2 2001
## 11 not_abl 3 10 2 2001
## 12 not_list 3 10 1 2001
## 13 not_secur 3 10 3 2001
## 14 not_incur 3 10 2 2001
## 15 not_accept 3 10 2 2001
## 16 not_non 3 10 2 2001
## 17 not_permit 3 10 2 2001
## 18 not_yet 3 10 2 2001
## 19 not_achiev 2 19 1 2001
## 20 not_avail 2 19 2 2001
## 21 not_suffici 2 19 2 2001
## 22 not_expect 2 19 2 2001
## 23 not_subject 2 19 2 2001
## 24 not_provid 2 19 2 2001
## 25 not_possibl 2 19 1 2001
## 26 not_just 2 19 1 2001
## 27 not_fulli 2 19 2 2001
## 28 not_primari 2 19 1 2001
## 29 not_unithold 2 19 1 2001
## 30 not_involv 2 19 2 2001
## 31 not_becom 2 19 2 2001
## 32 not_canadian 2 19 1 2001
## 33 not_alreadi 2 19 2 2001
## 34 not_remedi 2 19 1 2001
## 35 not_restrict 2 19 1 2001
## 36 not_outstand 2 19 1 2001
## 37 not_current 2 19 1 2001
## 38 not_rais 2 19 1 2001
## 39 not_experi 2 19 2 2001
## 40 not_parti 2 19 1 2001
## 41 not_suppli 2 19 1 2001
## 42 not_relat 2 19 1 2001
## 43 not_appropri 1 43 1 2001
## 44 not_otherwis 1 43 1 2001
## 45 not_consid 1 43 1 2001
## 46 not_particip 1 43 1 2001
## 47 not_experienc 1 43 1 2001
## 48 not_carri 1 43 1 2001
## 49 not_result 1 43 1 2001
## 50 not_anticip 1 43 1 2001
## 51 not_present 1 43 1 2001
## 52 not_paid 1 43 1 2001
## 53 not_subordin 1 43 1 2001
## 54 not_oppos 1 43 1 2001
## 55 not_report 1 43 1 2001
## 56 not_affect 1 43 1 2001
## 57 not_like 1 43 1 2001
## 58 not_compli 1 43 1 2001
## 59 not_insur 1 43 1 2001
## 60 not_contain 1 43 1 2001
## 61 not_chang 1 43 1 2001
## 62 not_appli 1 43 1 2001
## 63 not_extract 1 43 1 2001
## 64 not_issu 1 43 1 2001
## 65 not_capabl 1 43 1 2001
## 66 not_regulatori 1 43 1 2001
## 67 not_reliant 1 43 1 2001
## 68 not_discrimin 1 43 1 2001
## 69 not_casualti 1 43 1 2001
## 70 not_foreign 1 43 1 2001
## 71 not_repres 1 43 1 2001
## 72 not_view 1 43 1 2001
## 73 not_aris 1 43 1 2001
## 74 not_seek 1 43 1 2001
## 75 not_full 1 43 1 2001
## 76 not_reimburs 1 43 1 2001
## 77 not_greater 1 43 1 2001
## 78 not_proceed 1 43 1 2001
## 79 not_statutori 1 43 1 2001
## 80 not_resid 1 43 1 2001
## 81 not_benefit 1 43 1 2001
## 82 not_made 1 43 1 2001
## 83 not_suspend 1 43 1 2001
## 84 not_deduct 1 43 1 2001
## 85 not_author 1 43 1 2001
## 86 not_establish 1 43 1 2001
## 87 not_sold 1 43 1 2001
## 88 not_seven 1 43 1 2001
## 89 not_inconsist 1 43 1 2001
## 90 not_two 1 43 1 2001
## 91 not_pre 1 43 1 2001
## 92 not_legal 1 43 1 2001
## 93 not_howev 1 43 1 2001
## 94 not_held 1 43 1 2001
## 95 not_contraven 1 43 1 2001
## 96 not_voluntarili 1 43 1 2001
## 97 not_remov 1 43 1 2001
## 98 not_transfer 1 43 1 2001
## 99 not_fiduciari 1 43 1 2001
## 100 not_devot 1 43 1 2001Plot shows most used negative bigrams
STM (another type of topic modeling algorithm) model with a larger number of topics for an extensive corpus. This model sets 10 topics (can be changed). The model does not have keywords, it is just an inductive tool.
## Beginning Spectral Initialization
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## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 3: not_impair, not_less, not_exercis, not_pre, not_otherwis
## Topic 4: not_includ, not_entitl, not_approv, not_less, not_limit
## Topic 5: not_limit, not_abl, not_subject, not_consid, not_contain
## Topic 6: not_abl, not_necessarili, not_limit, not_fulli, not_consid
## Topic 7: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 8: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 9: not_limit, not_entitl, not_involv, not_impact, not_product
## Topic 10: not_less, not_abl, not_limit, not_exceed, not_qualifi
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## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 3: not_impair, not_less, not_exercis, not_pre, not_otherwis
## Topic 4: not_includ, not_approv, not_entitl, not_less, not_intend
## Topic 5: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 6: not_abl, not_necessarili, not_experienc, not_limit, not_less
## Topic 7: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 8: not_materi, not_limit, not_adequ, not_abl, not_appropri
## Topic 9: not_limit, not_entitl, not_take, not_product, not_involv
## Topic 10: not_less, not_abl, not_limit, not_exceed, not_qualifi
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## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 3: not_impair, not_less, not_exercis, not_pre, not_otherwis
## Topic 4: not_includ, not_approv, not_entitl, not_less, not_intend
## Topic 5: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 6: not_abl, not_necessarili, not_experienc, not_limit, not_less
## Topic 7: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 8: not_materi, not_limit, not_adequ, not_abl, not_appropri
## Topic 9: not_limit, not_take, not_entitl, not_product, not_involv
## Topic 10: not_less, not_limit, not_abl, not_exceed, not_qualifi
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## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 3: not_impair, not_less, not_exercis, not_pre, not_otherwis
## Topic 4: not_includ, not_approv, not_entitl, not_less, not_intend
## Topic 5: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 6: not_abl, not_necessarili, not_experienc, not_limit, not_less
## Topic 7: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 8: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 9: not_limit, not_take, not_entitl, not_product, not_involv
## Topic 10: not_less, not_limit, not_abl, not_exceed, not_qualifi
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## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 3: not_impair, not_less, not_exercis, not_pre, not_otherwis
## Topic 4: not_includ, not_approv, not_entitl, not_less, not_appropri
## Topic 5: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 6: not_abl, not_necessarili, not_experienc, not_limit, not_less
## Topic 7: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 8: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 9: not_limit, not_take, not_entitl, not_product, not_involv
## Topic 10: not_less, not_limit, not_abl, not_exceed, not_qualifi
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## Model Converged## V1 V2 V3 V4 V5
## 1 not_trade not_includ not_impair not_includ not_limit
## 2 not_fulfil not_entitl not_less not_approv not_abl
## 3 not_entitl not_materi not_exercis not_entitl not_subject
## 4 not_particip not_vote not_pre not_less not_materi
## 5 not_materi not_particip not_otherwis not_appropri not_consid
## 6 not_vote not_redeem not_take not_profit not_includ
## 7 not_call not_place not_materi not_report not_less
## 8 not_constru not_fulfil not_requir not_fulfil not_contain
## 9 not_limit not_compli not_like not_contain not_necessarili
## 10 not_util not_exhaust not_comment not_provid not_declar
## V6 V7 V8 V9 V10
## 1 not_abl not_less not_materi not_limit not_less
## 2 not_necessarili not_elig not_limit not_take not_limit
## 3 not_experienc not_limit not_abl not_entitl not_abl
## 4 not_limit not_requir not_adequ not_product not_exceed
## 5 not_less not_suffici not_appropri not_involv not_qualifi
## 6 not_consid not_consid not_entitl not_impact not_entitl
## 7 not_fulli not_exceed not_fulli not_profit not_includ
## 8 not_exceed not_outstand not_rais not_complet not_defin
## 9 not_materi not_entitl not_expect not_disclos not_chang
## 10 not_requir not_restrict not_necessarili not_expect not_availthe respective Topic shares on the corpus as a whole
plot(modell.stm, type = "summary", text.cex = 0.5, main = "Topic shares on the corpus as a whole", xlab = "estimated share of topics")
a histogram of the topic shares within the documents
central terms to four related topics (7, 10, 3, 1)
plot(modell.stm, type = "labels", topics = c(7, 10, 3, 1), main = "Topic terms")
the contrasts between two related topics. In this example, it is topic 10 and topic 4
This plot illustrates the prevalence of the topics over time
modell.stm.labels <- labelTopics(modell.stm, 1:n.topics)
dfm2stm$meta$datum <- as.numeric(dfm2stm$meta$date)
modell.stm.effekt <- estimateEffect(1:n.topics ~ company + s(datum), modell.stm, meta = dfm2stm$meta)
par(mfrow=c(3,3))
for (i in 1:9)
{
plot(modell.stm.effekt, "datum", method = "continuous", topics = i, main = paste0(modell.stm.labels$prob[i,1:3], collapse = ", "), ylab = "", printlegend = F)
}
We can run a statistical test to identify a statistically optimum number of topics. In this example I choose to run the test with predefined range of topics between 4 and 20. The process is lengthy as the algorithm runs model with different topics and compares their robustness.
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ....
## Recovering initialization...
## .....
## Initialization complete.
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## Completing Iteration 5 (approx. per word bound = -5.177, relative change = 1.633e-03)
## Topic 1: not_trade, not_less, not_constru, not_limit, not_entitl
## Topic 2: not_less, not_limit, not_includ, not_entitl, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_less, not_exceed
## Topic 4: not_less, not_limit, not_abl, not_materi, not_entitl
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## Completing Iteration 10 (approx. per word bound = -5.132, relative change = 1.700e-03)
## Topic 1: not_trade, not_less, not_limit, not_entitl, not_constru
## Topic 2: not_less, not_limit, not_entitl, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_exceed, not_materi
## Topic 4: not_less, not_limit, not_abl, not_materi, not_impair
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## Completing Iteration 15 (approx. per word bound = -5.107, relative change = 8.016e-04)
## Topic 1: not_trade, not_less, not_limit, not_entitl, not_includ
## Topic 2: not_limit, not_entitl, not_less, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_exceed
## Topic 4: not_less, not_abl, not_limit, not_materi, not_impair
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## Completing Iteration 20 (approx. per word bound = -5.097, relative change = 3.976e-04)
## Topic 1: not_trade, not_less, not_limit, not_exceed, not_abl
## Topic 2: not_entitl, not_limit, not_less, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_includ
## Topic 4: not_less, not_limit, not_abl, not_materi, not_impair
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## Completing Iteration 25 (approx. per word bound = -5.091, relative change = 1.474e-04)
## Topic 1: not_less, not_trade, not_limit, not_exceed, not_abl
## Topic 2: not_entitl, not_less, not_limit, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_includ
## Topic 4: not_less, not_limit, not_abl, not_materi, not_impair
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## Completing Iteration 30 (approx. per word bound = -5.084, relative change = 4.128e-04)
## Topic 1: not_less, not_trade, not_limit, not_exceed, not_abl
## Topic 2: not_entitl, not_less, not_limit, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_consid
## Topic 4: not_less, not_limit, not_abl, not_materi, not_impair
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -5.081, relative change = 6.869e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -5.076, relative change = 1.051e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -5.070, relative change = 1.182e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -5.064, relative change = 1.081e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -5.059, relative change = 9.097e-04)
## Topic 1: not_less, not_trade, not_limit, not_exceed, not_abl
## Topic 2: not_entitl, not_limit, not_less, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_consid
## Topic 4: not_limit, not_less, not_abl, not_materi, not_impair
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -5.056, relative change = 7.352e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -5.053, relative change = 4.810e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -5.051, relative change = 3.645e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -5.050, relative change = 2.796e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -5.049, relative change = 2.620e-04)
## Topic 1: not_less, not_trade, not_limit, not_abl, not_exceed
## Topic 2: not_entitl, not_limit, not_less, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_consid
## Topic 4: not_limit, not_less, not_abl, not_materi, not_impair
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 41 (approx. per word bound = -5.047, relative change = 3.048e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 42 (approx. per word bound = -5.046, relative change = 2.012e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 43 (approx. per word bound = -5.046, relative change = 1.268e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 44 (approx. per word bound = -5.044, relative change = 2.267e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 45 (approx. per word bound = -5.043, relative change = 1.885e-04)
## Topic 1: not_less, not_trade, not_limit, not_abl, not_exceed
## Topic 2: not_limit, not_entitl, not_less, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_consid
## Topic 4: not_limit, not_less, not_abl, not_materi, not_impair
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 46 (approx. per word bound = -5.043, relative change = 5.357e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 47 (approx. per word bound = -5.043, relative change = 5.250e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 48 (approx. per word bound = -5.042, relative change = 1.024e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 49 (approx. per word bound = -5.042, relative change = 1.041e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 50 (approx. per word bound = -5.041, relative change = 1.126e-04)
## Topic 1: not_less, not_trade, not_limit, not_abl, not_exceed
## Topic 2: not_limit, not_entitl, not_less, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_consid
## Topic 4: not_limit, not_less, not_abl, not_materi, not_impair
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 51 (approx. per word bound = -5.040, relative change = 1.912e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 52 (approx. per word bound = -5.039, relative change = 2.279e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 53 (approx. per word bound = -5.038, relative change = 3.056e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 54 (approx. per word bound = -5.036, relative change = 2.461e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 55 (approx. per word bound = -5.036, relative change = 1.377e-04)
## Topic 1: not_less, not_trade, not_limit, not_abl, not_exceed
## Topic 2: not_limit, not_less, not_entitl, not_includ, not_elig
## Topic 3: not_abl, not_limit, not_necessarili, not_materi, not_consid
## Topic 4: not_limit, not_less, not_abl, not_materi, not_impair
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 56 (approx. per word bound = -5.035, relative change = 7.135e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 57 (approx. per word bound = -5.035, relative change = 4.475e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 58 (approx. per word bound = -5.035, relative change = 2.378e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 59 (approx. per word bound = -5.035, relative change = 1.375e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ......
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -5.421)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -5.090, relative change = 6.106e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.972, relative change = 2.312e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.945, relative change = 5.407e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.929, relative change = 3.244e-03)
## Topic 1: not_trade, not_vote, not_particip, not_fulfil, not_entitl
## Topic 2: not_limit, not_less, not_elig, not_consid, not_exceed
## Topic 3: not_abl, not_necessarili, not_materi, not_limit, not_includ
## Topic 4: not_impair, not_limit, not_less, not_exercis, not_pre
## Topic 5: not_materi, not_entitl, not_limit, not_abl, not_appropri
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.916, relative change = 2.625e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.912, relative change = 9.997e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.909, relative change = 5.494e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.906, relative change = 5.963e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.901, relative change = 1.023e-03)
## Topic 1: not_trade, not_entitl, not_includ, not_vote, not_materi
## Topic 2: not_limit, not_less, not_elig, not_consid, not_exceed
## Topic 3: not_abl, not_necessarili, not_materi, not_limit, not_exceed
## Topic 4: not_impair, not_limit, not_less, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.894, relative change = 1.391e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.890, relative change = 7.578e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.888, relative change = 5.660e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.886, relative change = 4.058e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.885, relative change = 2.296e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_fulfil
## Topic 2: not_limit, not_less, not_elig, not_consid, not_subject
## Topic 3: not_abl, not_necessarili, not_materi, not_limit, not_exceed
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_limit, not_materi, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.884, relative change = 7.815e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.884, relative change = 4.929e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.884, relative change = 6.920e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.883, relative change = 9.518e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.882, relative change = 1.245e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_fulfil, not_materi
## Topic 2: not_limit, not_less, not_elig, not_consid, not_subject
## Topic 3: not_abl, not_necessarili, not_materi, not_exceed, not_limit
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_limit, not_materi, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.882, relative change = 1.634e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.881, relative change = 2.144e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.879, relative change = 2.724e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.878, relative change = 3.131e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.876, relative change = 3.074e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_fulfil, not_materi
## Topic 2: not_limit, not_less, not_consid, not_elig, not_subject
## Topic 3: not_abl, not_necessarili, not_exceed, not_materi, not_fulli
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_limit, not_materi, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.875, relative change = 2.667e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.874, relative change = 2.036e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.873, relative change = 1.311e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.873, relative change = 7.101e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.873, relative change = 3.367e-05)
## Topic 1: not_trade, not_entitl, not_includ, not_fulfil, not_materi
## Topic 2: not_limit, not_less, not_consid, not_elig, not_abl
## Topic 3: not_abl, not_necessarili, not_exceed, not_fulli, not_current
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.873, relative change = 1.936e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.873, relative change = 1.933e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.873, relative change = 2.770e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.872, relative change = 3.202e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.872, relative change = 3.318e-05)
## Topic 1: not_trade, not_entitl, not_includ, not_fulfil, not_materi
## Topic 2: not_limit, not_less, not_consid, not_abl, not_elig
## Topic 3: not_abl, not_necessarili, not_exceed, not_fulli, not_current
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.872, relative change = 3.386e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.872, relative change = 4.154e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.872, relative change = 4.660e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -4.871, relative change = 4.327e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -4.871, relative change = 4.327e-05)
## Topic 1: not_trade, not_entitl, not_includ, not_fulfil, not_materi
## Topic 2: not_limit, not_less, not_consid, not_abl, not_elig
## Topic 3: not_abl, not_necessarili, not_exceed, not_fulli, not_current
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 41 (approx. per word bound = -4.871, relative change = 4.709e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 42 (approx. per word bound = -4.871, relative change = 5.503e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 43 (approx. per word bound = -4.870, relative change = 8.345e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 44 (approx. per word bound = -4.870, relative change = 8.255e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 45 (approx. per word bound = -4.870, relative change = 5.019e-05)
## Topic 1: not_trade, not_entitl, not_includ, not_fulfil, not_materi
## Topic 2: not_limit, not_less, not_abl, not_consid, not_elig
## Topic 3: not_abl, not_necessarili, not_exceed, not_fulli, not_current
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 46 (approx. per word bound = -4.869, relative change = 5.517e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 47 (approx. per word bound = -4.869, relative change = 5.423e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 48 (approx. per word bound = -4.869, relative change = 3.646e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 49 (approx. per word bound = -4.869, relative change = 2.546e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 50 (approx. per word bound = -4.869, relative change = 3.218e-05)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_fulfil
## Topic 2: not_limit, not_less, not_abl, not_consid, not_elig
## Topic 3: not_abl, not_necessarili, not_exceed, not_fulli, not_current
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_exceed, not_abl, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 51 (approx. per word bound = -4.868, relative change = 4.357e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 52 (approx. per word bound = -4.868, relative change = 6.841e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 53 (approx. per word bound = -4.867, relative change = 1.603e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 54 (approx. per word bound = -4.866, relative change = 3.009e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 55 (approx. per word bound = -4.865, relative change = 2.547e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_fulfil
## Topic 2: not_limit, not_less, not_abl, not_consid, not_elig
## Topic 3: not_abl, not_necessarili, not_exceed, not_fulli, not_less
## Topic 4: not_impair, not_less, not_limit, not_exercis, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_entitl
## Topic 6: not_less, not_limit, not_abl, not_exceed, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 56 (approx. per word bound = -4.864, relative change = 9.444e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 57 (approx. per word bound = -4.864, relative change = 4.740e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 58 (approx. per word bound = -4.864, relative change = 2.357e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ........
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -5.290)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.996, relative change = 5.569e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.911, relative change = 1.689e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.884, relative change = 5.652e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.862, relative change = 4.467e-03)
## Topic 1: not_trade, not_fulfil, not_particip, not_vote, not_entitl
## Topic 2: not_includ, not_entitl, not_redeem, not_subject, not_declar
## Topic 3: not_includ, not_contain, not_limit, not_approv, not_report
## Topic 4: not_impair, not_less, not_pre, not_limit, not_take
## Topic 5: not_materi, not_entitl, not_adequ, not_appropri, not_limit
## Topic 6: not_less, not_limit, not_abl, not_defin, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_limit, not_necessarili, not_consid, not_materi
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.843, relative change = 3.916e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.829, relative change = 2.808e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.819, relative change = 2.035e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.809, relative change = 2.095e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.800, relative change = 1.872e-03)
## Topic 1: not_trade, not_entitl, not_vote, not_fulfil, not_particip
## Topic 2: not_limit, not_declar, not_redeem, not_subject, not_constitut
## Topic 3: not_limit, not_includ, not_contain, not_approv, not_necessarili
## Topic 4: not_impair, not_less, not_limit, not_pre, not_take
## Topic 5: not_materi, not_limit, not_adequ, not_appropri, not_entitl
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_consid, not_fulli, not_limit
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.793, relative change = 1.606e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.786, relative change = 1.403e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.780, relative change = 1.240e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.773, relative change = 1.342e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.768, relative change = 1.243e-03)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_vote
## Topic 2: not_limit, not_declar, not_abl, not_subject, not_redeem
## Topic 3: not_limit, not_includ, not_contain, not_materi, not_abl
## Topic 4: not_impair, not_less, not_limit, not_pre, not_take
## Topic 5: not_materi, not_limit, not_adequ, not_abl, not_appropri
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_fulli, not_experienc, not_limit
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.763, relative change = 1.040e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.759, relative change = 7.044e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.757, relative change = 3.857e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.756, relative change = 2.736e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.755, relative change = 1.588e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_vote
## Topic 2: not_limit, not_declar, not_subject, not_redeem, not_abl
## Topic 3: not_limit, not_abl, not_includ, not_contain, not_materi
## Topic 4: not_impair, not_less, not_limit, not_pre, not_take
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.755, relative change = 1.072e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.755, relative change = 7.083e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.754, relative change = 7.749e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.753, relative change = 1.382e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.752, relative change = 2.531e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_vote
## Topic 2: not_limit, not_declar, not_subject, not_redeem, not_abl
## Topic 3: not_limit, not_abl, not_includ, not_contain, not_materi
## Topic 4: not_impair, not_less, not_limit, not_pre, not_take
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.751, relative change = 2.233e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.751, relative change = 1.226e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.750, relative change = 7.018e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.750, relative change = 1.231e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.749, relative change = 1.852e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_vote
## Topic 2: not_limit, not_declar, not_subject, not_redeem, not_abl
## Topic 3: not_limit, not_abl, not_includ, not_contain, not_materi
## Topic 4: not_impair, not_less, not_limit, not_pre, not_take
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.748, relative change = 1.951e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.746, relative change = 4.054e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.744, relative change = 3.640e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.744, relative change = 1.430e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.743, relative change = 1.033e-04)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_vote
## Topic 2: not_limit, not_declar, not_subject, not_abl, not_applic
## Topic 3: not_limit, not_includ, not_abl, not_contain, not_materi
## Topic 4: not_impair, not_less, not_limit, not_take, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.742, relative change = 2.086e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.742, relative change = 8.765e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.742, relative change = 2.482e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -4.741, relative change = 4.844e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -4.741, relative change = 2.550e-05)
## Topic 1: not_trade, not_entitl, not_includ, not_materi, not_vote
## Topic 2: not_limit, not_declar, not_subject, not_abl, not_applic
## Topic 3: not_limit, not_includ, not_abl, not_contain, not_materi
## Topic 4: not_impair, not_less, not_limit, not_take, not_pre
## Topic 5: not_materi, not_limit, not_abl, not_adequ, not_appropri
## Topic 6: not_less, not_limit, not_defin, not_abl, not_entitl
## Topic 7: not_less, not_exceed, not_elig, not_limit, not_suffici
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ..........
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -5.193)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.870, relative change = 6.220e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.771, relative change = 2.032e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.707, relative change = 1.330e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.662, relative change = 9.620e-03)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_elig, not_less, not_limit, not_suffici, not_requir
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_profit
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_limit
## Topic 5: not_entitl, not_materi, not_includ, not_vote, not_place
## Topic 6: not_less, not_limit, not_entitl, not_exceed, not_defin
## Topic 7: not_less, not_abl, not_qualifi, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_limit, not_abl, not_adequ, not_materi, not_fulli
## Topic 10: not_limit, not_abl, not_subject, not_materi, not_consid
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.647, relative change = 3.329e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.644, relative change = 5.624e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.643, relative change = 2.016e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.642, relative change = 1.518e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.642, relative change = 6.229e-05)
## Topic 1: not_trade, not_fulfil, not_busi, not_entitl, not_particip
## Topic 2: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_profit
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_limit
## Topic 5: not_entitl, not_materi, not_includ, not_vote, not_place
## Topic 6: not_less, not_limit, not_defin, not_abl, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_limit, not_abl, not_adequ, not_materi, not_fulli
## Topic 10: not_limit, not_abl, not_subject, not_materi, not_consid
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.642, relative change = 2.697e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.642, relative change = 3.648e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.641, relative change = 4.497e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.641, relative change = 9.029e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.641, relative change = 7.247e-05)
## Topic 1: not_trade, not_fulfil, not_busi, not_entitl, not_particip
## Topic 2: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 3: not_includ, not_approv, not_entitl, not_profit, not_contain
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_limit
## Topic 5: not_entitl, not_materi, not_includ, not_vote, not_place
## Topic 6: not_less, not_limit, not_defin, not_abl, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_limit, not_abl, not_adequ, not_materi, not_fulli
## Topic 10: not_limit, not_abl, not_subject, not_materi, not_consid
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.641, relative change = 2.448e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.641, relative change = 1.525e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.640, relative change = 1.301e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.640, relative change = 1.188e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.640, relative change = 1.214e-05)
## Topic 1: not_trade, not_fulfil, not_busi, not_entitl, not_particip
## Topic 2: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 3: not_includ, not_approv, not_entitl, not_profit, not_contain
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_limit
## Topic 5: not_entitl, not_materi, not_includ, not_vote, not_place
## Topic 6: not_less, not_limit, not_defin, not_abl, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_limit, not_abl, not_adequ, not_materi, not_fulli
## Topic 10: not_limit, not_abl, not_subject, not_materi, not_consid
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.640, relative change = 1.032e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.640, relative change = 1.276e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.640, relative change = 1.304e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.640, relative change = 1.741e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.640, relative change = 2.261e-05)
## Topic 1: not_trade, not_fulfil, not_busi, not_entitl, not_particip
## Topic 2: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 3: not_includ, not_approv, not_entitl, not_profit, not_contain
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_limit
## Topic 5: not_entitl, not_materi, not_includ, not_vote, not_place
## Topic 6: not_less, not_limit, not_defin, not_abl, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_limit, not_abl, not_adequ, not_materi, not_fulli
## Topic 10: not_limit, not_abl, not_subject, not_materi, not_consid
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.640, relative change = 3.020e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.640, relative change = 3.158e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.640, relative change = 2.362e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.640, relative change = 1.659e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.639, relative change = 1.030e-05)
## Topic 1: not_trade, not_fulfil, not_busi, not_entitl, not_particip
## Topic 2: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 3: not_includ, not_approv, not_entitl, not_profit, not_appli
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_limit
## Topic 5: not_entitl, not_materi, not_includ, not_vote, not_place
## Topic 6: not_less, not_limit, not_defin, not_abl, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_limit, not_abl, not_adequ, not_materi, not_fulli
## Topic 10: not_limit, not_abl, not_subject, not_materi, not_consid
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ............
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -5.099)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.778, relative change = 6.306e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.698, relative change = 1.674e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.656, relative change = 8.862e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.632, relative change = 5.287e-03)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_declar, not_limit, not_subject, not_constitut, not_appli
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 6: not_less, not_limit, not_defin, not_entitl, not_day
## Topic 7: not_less, not_abl, not_qualifi, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_fulli, not_limit
## Topic 9: not_abl, not_limit, not_adequ, not_materi, not_fulli
## Topic 10: not_less, not_abl, not_limit, not_elig, not_requir
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_elig, not_less, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.618, relative change = 2.831e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.611, relative change = 1.700e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.605, relative change = 1.103e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.602, relative change = 7.999e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.599, relative change = 5.980e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_limit, not_subject, not_declar, not_abl, not_appli
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_less, not_materi, not_elig
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_elig, not_less, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.597, relative change = 4.477e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.595, relative change = 3.755e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.593, relative change = 3.928e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.592, relative change = 4.056e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.590, relative change = 4.353e-04)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_declar
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_particip
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_limit, not_elig, not_materi, not_abl
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_elig, not_less, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.587, relative change = 4.958e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.585, relative change = 6.025e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.582, relative change = 6.521e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.579, relative change = 5.531e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.577, relative change = 3.772e-04)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_contain
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_less, not_elig, not_entitl
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.576, relative change = 2.270e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.576, relative change = 1.274e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.575, relative change = 7.212e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.575, relative change = 4.869e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.575, relative change = 4.860e-05)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_less, not_entitl, not_elig
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.575, relative change = 7.089e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.574, relative change = 1.013e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.574, relative change = 1.138e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.573, relative change = 1.087e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.573, relative change = 9.049e-05)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_less, not_elig
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.572, relative change = 6.612e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.572, relative change = 5.251e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.572, relative change = 4.069e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.572, relative change = 3.056e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.572, relative change = 2.608e-05)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_less, not_elig
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.572, relative change = 3.105e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.571, relative change = 4.633e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.571, relative change = 6.851e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -4.571, relative change = 6.957e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -4.570, relative change = 8.180e-05)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_less, not_elig
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 41 (approx. per word bound = -4.570, relative change = 1.320e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 42 (approx. per word bound = -4.569, relative change = 1.634e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 43 (approx. per word bound = -4.568, relative change = 1.364e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 44 (approx. per word bound = -4.568, relative change = 1.099e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 45 (approx. per word bound = -4.567, relative change = 8.569e-05)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_consid, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_less, not_elig
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 46 (approx. per word bound = -4.567, relative change = 5.498e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 47 (approx. per word bound = -4.567, relative change = 3.794e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 48 (approx. per word bound = -4.567, relative change = 5.182e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 49 (approx. per word bound = -4.566, relative change = 1.092e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 50 (approx. per word bound = -4.565, relative change = 2.143e-04)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_profit, not_take
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 51 (approx. per word bound = -4.564, relative change = 2.197e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 52 (approx. per word bound = -4.564, relative change = 1.520e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 53 (approx. per word bound = -4.563, relative change = 1.485e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 54 (approx. per word bound = -4.562, relative change = 2.315e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 55 (approx. per word bound = -4.560, relative change = 4.016e-04)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_elig, not_less, not_requir, not_suffici, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_profit, not_take
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 56 (approx. per word bound = -4.558, relative change = 4.195e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 57 (approx. per word bound = -4.558, relative change = 1.153e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 58 (approx. per word bound = -4.557, relative change = 3.445e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 59 (approx. per word bound = -4.557, relative change = 3.602e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 60 (approx. per word bound = -4.557, relative change = 1.186e-04)
## Topic 1: not_trade, not_fulfil, not_entitl, not_particip, not_materi
## Topic 2: not_limit, not_abl, not_subject, not_materi, not_consid
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_contain
## Topic 4: not_impair, not_less, not_pre, not_exercis, not_otherwis
## Topic 5: not_includ, not_entitl, not_materi, not_vote, not_redeem
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_elig, not_less, not_requir, not_suffici, not_limit
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_consid, not_entitl, not_profit, not_take
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 61 (approx. per word bound = -4.556, relative change = 9.333e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 62 (approx. per word bound = -4.556, relative change = 2.145e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 63 (approx. per word bound = -4.556, relative change = 1.115e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ..............
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -4.963)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.687, relative change = 5.555e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.637, relative change = 1.060e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.614, relative change = 5.139e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.593, relative change = 4.453e-03)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_constru, not_compli
## Topic 3: not_includ, not_contain, not_approv, not_expect, not_report
## Topic 4: not_declar, not_less, not_subject, not_appli, not_permit
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_vote
## Topic 6: not_limit, not_less, not_exceed, not_entitl, not_requir
## Topic 7: not_less, not_abl, not_exceed, not_qualifi, not_limit
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_consid, not_subject
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_product, not_take, not_involv
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.571, relative change = 4.820e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.556, relative change = 3.327e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.547, relative change = 1.972e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.540, relative change = 1.424e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.535, relative change = 1.064e-03)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_materi, not_compli
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_declar, not_less, not_subject, not_constitut, not_exceed
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_less, not_limit, not_day, not_defin, not_entitl
## Topic 7: not_less, not_abl, not_qualifi, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_fulli, not_limit
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_consid, not_necessarili
## Topic 11: not_materi, not_rais, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_take, not_product, not_involv
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.532, relative change = 8.561e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.529, relative change = 5.669e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.527, relative change = 3.911e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.526, relative change = 2.698e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.525, relative change = 1.745e-04)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_compli
## Topic 3: not_includ, not_approv, not_entitl, not_contain, not_report
## Topic 4: not_declar, not_less, not_subject, not_limit, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_involv
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.524, relative change = 1.646e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.524, relative change = 1.739e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.523, relative change = 1.900e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.522, relative change = 2.407e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.521, relative change = 1.835e-04)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_contain
## Topic 4: not_declar, not_subject, not_limit, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_involv
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.520, relative change = 1.569e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.520, relative change = 1.393e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.519, relative change = 8.470e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.519, relative change = 4.681e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.519, relative change = 3.462e-05)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_less
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_involv
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.519, relative change = 2.750e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.519, relative change = 2.337e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.518, relative change = 2.178e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.518, relative change = 2.497e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.518, relative change = 2.964e-05)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_includ, not_redeem, not_entitl, not_vote, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_less
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_disclos
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.518, relative change = 2.879e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.518, relative change = 2.784e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.518, relative change = 2.512e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.518, relative change = 2.484e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.518, relative change = 3.664e-05)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_vote, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_less
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.517, relative change = 5.601e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.517, relative change = 7.186e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.517, relative change = 2.869e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -4.517, relative change = 1.774e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -4.517, relative change = 1.718e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_vote, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_less
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_abl, not_exceed, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 41 (approx. per word bound = -4.517, relative change = 1.755e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 42 (approx. per word bound = -4.516, relative change = 2.150e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 43 (approx. per word bound = -4.516, relative change = 2.778e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 44 (approx. per word bound = -4.516, relative change = 3.737e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 45 (approx. per word bound = -4.516, relative change = 4.455e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_vote, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_less
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 46 (approx. per word bound = -4.516, relative change = 3.759e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 47 (approx. per word bound = -4.516, relative change = 2.936e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 48 (approx. per word bound = -4.516, relative change = 2.000e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 49 (approx. per word bound = -4.516, relative change = 1.327e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 50 (approx. per word bound = -4.515, relative change = 1.103e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_vote, not_materi
## Topic 3: not_includ, not_approv, not_entitl, not_report, not_fulfil
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_less, not_limit, not_abl, not_defin, not_day
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_experienc, not_limit, not_fulli
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_elig, not_less, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ................
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -4.865)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.595, relative change = 5.547e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.538, relative change = 1.242e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.516, relative change = 4.737e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.503, relative change = 2.871e-03)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_materi, not_compli
## Topic 3: not_appli, not_includ, not_intend, not_exceed, not_profit
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_limit
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_includ, not_approv, not_entitl, not_speak, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_limit, not_consid, not_awar
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_exceed, not_necessarili, not_right, not_experienc
## Topic 11: not_rais, not_pay, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_take, not_product, not_profit
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_limit, not_abl, not_materi, not_contain, not_consid
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.495, relative change = 1.733e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.489, relative change = 1.412e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.483, relative change = 1.436e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.479, relative change = 8.681e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.476, relative change = 5.309e-04)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_compli, not_materi
## Topic 3: not_exceed, not_appli, not_intend, not_includ, not_constru
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_limit
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_less
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_vehicl
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_profit
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.475, relative change = 4.079e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.473, relative change = 3.484e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.472, relative change = 3.077e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.470, relative change = 2.655e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.469, relative change = 2.198e-04)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_exceed, not_includ, not_intend, not_appli, not_limit
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_consid
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_vehicl
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_profit
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.469, relative change = 1.596e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.468, relative change = 9.618e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.468, relative change = 5.102e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.468, relative change = 3.019e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.468, relative change = 2.769e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_exceed, not_limit, not_includ, not_intend, not_appli
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_consid
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_report
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_vehicl
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_profit
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.468, relative change = 3.854e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.467, relative change = 7.097e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.467, relative change = 1.039e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.466, relative change = 1.254e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.465, relative change = 1.806e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_exceed, not_limit, not_includ, not_intend, not_appli
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_consid
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_report
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_product, not_disclos
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_consid
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.465, relative change = 2.127e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.464, relative change = 1.589e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.463, relative change = 1.296e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.463, relative change = 7.077e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.463, relative change = 5.293e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_exceed, not_limit, not_includ, not_intend, not_appli
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_consid
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_report
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.463, relative change = 3.692e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.462, relative change = 2.366e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.462, relative change = 3.205e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.462, relative change = 8.821e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.461, relative change = 1.425e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_intend, not_appli
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_consid
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_report
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.461, relative change = 1.358e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.460, relative change = 1.006e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.460, relative change = 8.826e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -4.459, relative change = 6.433e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -4.459, relative change = 4.351e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_appli, not_intend
## Topic 4: not_declar, not_subject, not_less, not_abl, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_report
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 41 (approx. per word bound = -4.459, relative change = 3.610e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 42 (approx. per word bound = -4.459, relative change = 4.208e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 43 (approx. per word bound = -4.459, relative change = 4.193e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 44 (approx. per word bound = -4.459, relative change = 2.997e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 45 (approx. per word bound = -4.459, relative change = 2.442e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_intend, not_appli
## Topic 4: not_declar, not_subject, not_less, not_abl, not_consid
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_report
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 46 (approx. per word bound = -4.458, relative change = 2.667e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 47 (approx. per word bound = -4.458, relative change = 4.109e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 48 (approx. per word bound = -4.458, relative change = 7.174e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 49 (approx. per word bound = -4.457, relative change = 9.297e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 50 (approx. per word bound = -4.457, relative change = 6.818e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_intend, not_exercis
## Topic 4: not_declar, not_less, not_subject, not_abl, not_consid
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_less, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 51 (approx. per word bound = -4.457, relative change = 5.223e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 52 (approx. per word bound = -4.457, relative change = 7.050e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 53 (approx. per word bound = -4.456, relative change = 8.398e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 54 (approx. per word bound = -4.456, relative change = 9.754e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 55 (approx. per word bound = -4.455, relative change = 1.033e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_entitl, not_intend
## Topic 4: not_declar, not_less, not_subject, not_abl, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_less
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 56 (approx. per word bound = -4.455, relative change = 6.972e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 57 (approx. per word bound = -4.455, relative change = 5.388e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 58 (approx. per word bound = -4.455, relative change = 5.579e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 59 (approx. per word bound = -4.454, relative change = 5.028e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 60 (approx. per word bound = -4.454, relative change = 3.879e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_entitl, not_exercis
## Topic 4: not_declar, not_less, not_subject, not_abl, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_less
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 61 (approx. per word bound = -4.454, relative change = 2.875e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 62 (approx. per word bound = -4.454, relative change = 2.407e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 63 (approx. per word bound = -4.454, relative change = 2.752e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 64 (approx. per word bound = -4.454, relative change = 4.843e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 65 (approx. per word bound = -4.453, relative change = 9.039e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_entitl, not_exercis
## Topic 4: not_declar, not_less, not_abl, not_subject, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_less
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 66 (approx. per word bound = -4.453, relative change = 1.089e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 67 (approx. per word bound = -4.452, relative change = 8.393e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 68 (approx. per word bound = -4.452, relative change = 5.427e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 69 (approx. per word bound = -4.452, relative change = 3.875e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 70 (approx. per word bound = -4.452, relative change = 3.183e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_limit, not_exceed, not_includ, not_entitl, not_exercis
## Topic 4: not_declar, not_less, not_abl, not_subject, not_redeem
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_less
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_limit, not_adequ, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_take, not_entitl, not_disclos, not_product
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 71 (approx. per word bound = -4.452, relative change = 2.989e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 72 (approx. per word bound = -4.452, relative change = 3.040e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 73 (approx. per word bound = -4.451, relative change = 4.112e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 74 (approx. per word bound = -4.451, relative change = 6.795e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Terminated Before Convergence Reached
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ..................
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -4.843)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.588, relative change = 5.259e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.535, relative change = 1.167e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.513, relative change = 4.863e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.498, relative change = 3.341e-03)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_includ, not_intend, not_appli, not_condit, not_profit
## Topic 4: not_declar, not_subject, not_less, not_constitut, not_limit
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_limit, not_consid, not_awar
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_exceed, not_necessarili, not_right, not_experienc
## Topic 11: not_rais, not_pay, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_take, not_product, not_profit
## Topic 13: not_less, not_elig, not_limit, not_requir, not_suffici
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_limit, not_abl, not_materi, not_contain, not_consid
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_applic, not_assign, not_reli, not_financi, not_limit
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.490, relative change = 1.780e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.482, relative change = 1.618e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.475, relative change = 1.585e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.471, relative change = 1.013e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.467, relative change = 7.489e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_includ, not_condit, not_approv, not_appli, not_take
## Topic 4: not_declar, not_subject, not_limit, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_particip
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_vehicl
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_take, not_product, not_profit
## Topic 13: not_elig, not_less, not_requir, not_suffici, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_applic, not_consid, not_limit, not_assign, not_less
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.464, relative change = 6.914e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.462, relative change = 5.627e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.459, relative change = 5.303e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.458, relative change = 4.234e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.456, relative change = 3.168e-04)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_approv, not_includ, not_less, not_condit
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_vehicl
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_product, not_profit, not_disclos
## Topic 13: not_elig, not_less, not_requir, not_suffici, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_applic, not_limit, not_less, not_take
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.455, relative change = 2.113e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.454, relative change = 1.725e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.454, relative change = 1.637e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.453, relative change = 1.664e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.452, relative change = 1.780e-04)
## Topic 1: not_trade, not_fulfil, not_particip, not_entitl, not_materi
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_approv, not_less, not_includ, not_condit
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_vehicl
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_product, not_disclos, not_involv
## Topic 13: not_less, not_elig, not_requir, not_suffici, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_applic, not_limit, not_elig, not_less
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.451, relative change = 2.307e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.450, relative change = 2.157e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.449, relative change = 2.045e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.448, relative change = 2.545e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.447, relative change = 2.984e-04)
## Topic 1: not_trade, not_fulfil, not_particip, not_materi, not_entitl
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_approv, not_fulfil, not_less, not_includ
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_disclos, not_entitl, not_product, not_involv
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_limit, not_applic, not_elig, not_less
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.446, relative change = 2.376e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.445, relative change = 2.171e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.444, relative change = 2.288e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.443, relative change = 2.015e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.442, relative change = 1.378e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_fulfil, not_approv, not_less, not_includ
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_consid, not_awar, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_disclos, not_entitl, not_product, not_involv
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_limit, not_elig, not_applic, not_less
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.442, relative change = 7.464e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.442, relative change = 5.732e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.441, relative change = 9.358e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.440, relative change = 1.859e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.439, relative change = 2.727e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_less, not_approv, not_fulfil, not_includ
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_disclos, not_entitl, not_product, not_involv
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.438, relative change = 3.011e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.437, relative change = 2.422e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.436, relative change = 1.402e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 39 (approx. per word bound = -4.436, relative change = 1.192e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 40 (approx. per word bound = -4.435, relative change = 1.350e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_less, not_approv, not_acquir, not_condit
## Topic 4: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_disclos, not_entitl, not_product, not_involv
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 41 (approx. per word bound = -4.434, relative change = 1.282e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 42 (approx. per word bound = -4.434, relative change = 1.941e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 43 (approx. per word bound = -4.432, relative change = 2.571e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 44 (approx. per word bound = -4.432, relative change = 1.611e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 45 (approx. per word bound = -4.431, relative change = 6.330e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_declar, not_less, not_acquir, not_condit
## Topic 4: not_declar, not_limit, not_subject, not_less, not_abl
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_permit
## Topic 12: not_limit, not_entitl, not_product, not_involv, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_entitl, not_materi, not_vote
## Topic 18: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 46 (approx. per word bound = -4.431, relative change = 8.589e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 47 (approx. per word bound = -4.431, relative change = 1.156e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 48 (approx. per word bound = -4.430, relative change = 1.275e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 49 (approx. per word bound = -4.430, relative change = 7.941e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 50 (approx. per word bound = -4.429, relative change = 8.169e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_declar, not_less, not_acquir, not_condit
## Topic 4: not_limit, not_declar, not_subject, not_less, not_abl
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_permit
## Topic 12: not_limit, not_entitl, not_product, not_involv, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_materi, not_entitl, not_prior, not_vote
## Topic 18: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 51 (approx. per word bound = -4.429, relative change = 1.119e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 52 (approx. per word bound = -4.428, relative change = 1.375e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 53 (approx. per word bound = -4.428, relative change = 1.042e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 54 (approx. per word bound = -4.427, relative change = 7.627e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 55 (approx. per word bound = -4.427, relative change = 1.300e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_declar, not_less, not_meet, not_acquir
## Topic 4: not_limit, not_declar, not_subject, not_less, not_abl
## Topic 5: not_place, not_fulfil, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_pay, not_rais, not_materi, not_entitl, not_permit
## Topic 12: not_limit, not_entitl, not_product, not_involv, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_entitl, not_prior, not_materi, not_vote
## Topic 18: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 56 (approx. per word bound = -4.426, relative change = 1.729e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 57 (approx. per word bound = -4.426, relative change = 1.002e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 58 (approx. per word bound = -4.425, relative change = 3.871e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 59 (approx. per word bound = -4.425, relative change = 2.717e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 60 (approx. per word bound = -4.425, relative change = 3.982e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_declar, not_less, not_pay, not_acquir
## Topic 4: not_limit, not_declar, not_subject, not_less, not_abl
## Topic 5: not_place, not_fulfil, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_product, not_involv, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_entitl, not_prior, not_materi, not_vote
## Topic 18: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 61 (approx. per word bound = -4.425, relative change = 6.881e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 62 (approx. per word bound = -4.424, relative change = 9.219e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 63 (approx. per word bound = -4.424, relative change = 6.413e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 64 (approx. per word bound = -4.424, relative change = 5.686e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 65 (approx. per word bound = -4.424, relative change = 4.611e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_declar, not_less, not_pay, not_meet
## Topic 4: not_limit, not_declar, not_subject, not_less, not_abl
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_product, not_involv, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_entitl, not_prior, not_materi, not_vote
## Topic 18: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 66 (approx. per word bound = -4.424, relative change = 2.920e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 67 (approx. per word bound = -4.423, relative change = 2.161e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 68 (approx. per word bound = -4.423, relative change = 2.905e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 69 (approx. per word bound = -4.423, relative change = 3.483e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 70 (approx. per word bound = -4.423, relative change = 2.160e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_particip
## Topic 2: not_redeem, not_includ, not_entitl, not_compli, not_materi
## Topic 3: not_take, not_declar, not_less, not_pay, not_meet
## Topic 4: not_limit, not_declar, not_subject, not_less, not_abl
## Topic 5: not_fulfil, not_place, not_entitl, not_materi, not_includ
## Topic 6: not_includ, not_approv, not_entitl, not_exceed, not_contain
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 9: not_abl, not_limit, not_adequ, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_fulli, not_exceed, not_experienc
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_product, not_involv, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_includ, not_prior, not_materi, not_entitl, not_vote
## Topic 18: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 71 (approx. per word bound = -4.423, relative change = 3.180e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 72 (approx. per word bound = -4.423, relative change = 5.674e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 73 (approx. per word bound = -4.422, relative change = 5.402e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 74 (approx. per word bound = -4.422, relative change = 5.275e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Terminated Before Convergence Reached
## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
## ....................
## Recovering initialization...
## .....
## Initialization complete.
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 1 (approx. per word bound = -4.751)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 2 (approx. per word bound = -4.514, relative change = 4.994e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 3 (approx. per word bound = -4.456, relative change = 1.284e-02)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 4 (approx. per word bound = -4.436, relative change = 4.544e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 5 (approx. per word bound = -4.427, relative change = 1.991e-03)
## Topic 1: not_trade, not_fulfil, not_entitl, not_materi, not_vote
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_refer, not_appli, not_profit
## Topic 4: not_declar, not_less, not_subject, not_permit, not_entitl
## Topic 5: not_fulfil, not_entitl, not_place, not_materi, not_vote
## Topic 6: not_approv, not_includ, not_limit, not_contain, not_exceed
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_fulli, not_exceed, not_met
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_exceed, not_necessarili, not_less, not_experienc
## Topic 11: not_rais, not_pay, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_limit, not_abl, not_materi, not_consid, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_constitut, not_redeem, not_constru, not_includ, not_appli
## Topic 18: not_cover, not_financi, not_draw, not_util, not_particip
## Topic 19: not_abl, not_limit, not_awar, not_consid, not_market
## Topic 20: not_consid, not_elig, not_limit, not_applic, not_less
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 6 (approx. per word bound = -4.421, relative change = 1.406e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 7 (approx. per word bound = -4.416, relative change = 1.016e-03)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 8 (approx. per word bound = -4.413, relative change = 7.869e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 9 (approx. per word bound = -4.410, relative change = 7.088e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 10 (approx. per word bound = -4.407, relative change = 4.849e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_entitl, not_busi
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_refer, not_appli, not_profit
## Topic 4: not_declar, not_less, not_permit, not_meet, not_take
## Topic 5: not_fulfil, not_entitl, not_materi, not_place, not_includ
## Topic 6: not_approv, not_limit, not_contain, not_includ, not_current
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_fulli, not_vehicl, not_exceed
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_less, not_experienc, not_right
## Topic 11: not_rais, not_pay, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_limit, not_constitut, not_exceed, not_subject, not_appli
## Topic 18: not_particip, not_financi, not_draw, not_util, not_cover
## Topic 19: not_abl, not_awar, not_limit, not_market, not_consid
## Topic 20: not_consid, not_elig, not_limit, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 11 (approx. per word bound = -4.406, relative change = 3.353e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 12 (approx. per word bound = -4.405, relative change = 2.799e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 13 (approx. per word bound = -4.404, relative change = 2.747e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 14 (approx. per word bound = -4.402, relative change = 2.821e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 15 (approx. per word bound = -4.401, relative change = 3.116e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_busi, not_entitl
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_refer, not_appli, not_profit
## Topic 4: not_declar, not_less, not_meet, not_take, not_creat
## Topic 5: not_fulfil, not_entitl, not_materi, not_place, not_includ
## Topic 6: not_approv, not_limit, not_contain, not_current, not_appropri
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_fulli, not_vehicl, not_met
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_experienc, not_less, not_achiev
## Topic 11: not_rais, not_pay, not_materi, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_necessarili
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_limit, not_subject, not_constitut, not_exceed, not_consid
## Topic 18: not_particip, not_financi, not_draw, not_fulfil, not_util
## Topic 19: not_abl, not_awar, not_limit, not_market, not_consid
## Topic 20: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 16 (approx. per word bound = -4.400, relative change = 2.836e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 17 (approx. per word bound = -4.399, relative change = 2.630e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 18 (approx. per word bound = -4.397, relative change = 2.582e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 19 (approx. per word bound = -4.397, relative change = 1.811e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 20 (approx. per word bound = -4.396, relative change = 1.212e-04)
## Topic 1: not_trade, not_fulfil, not_materi, not_busi, not_entitl
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_refer, not_profit, not_appli
## Topic 4: not_declar, not_less, not_take, not_meet, not_pay
## Topic 5: not_fulfil, not_entitl, not_materi, not_place, not_includ
## Topic 6: not_approv, not_limit, not_contain, not_current, not_appropri
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_vehicl, not_fulli, not_met
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_experienc, not_achiev, not_less
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_declar, not_limit, not_subject, not_constitut, not_exceed
## Topic 18: not_particip, not_financi, not_draw, not_fulfil, not_util
## Topic 19: not_abl, not_awar, not_limit, not_market, not_consid
## Topic 20: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 21 (approx. per word bound = -4.395, relative change = 1.404e-04)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 22 (approx. per word bound = -4.395, relative change = 8.246e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 23 (approx. per word bound = -4.395, relative change = 5.617e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 24 (approx. per word bound = -4.395, relative change = 5.470e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 25 (approx. per word bound = -4.394, relative change = 4.356e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_busi, not_entitl
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_refer, not_profit, not_appli
## Topic 4: not_declar, not_take, not_less, not_pay, not_manag
## Topic 5: not_fulfil, not_entitl, not_materi, not_place, not_includ
## Topic 6: not_approv, not_limit, not_contain, not_current, not_appropri
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_vehicl, not_fulli, not_met
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_experienc, not_achiev, not_less
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 18: not_particip, not_financi, not_draw, not_fulfil, not_place
## Topic 19: not_abl, not_awar, not_limit, not_market, not_consid
## Topic 20: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 26 (approx. per word bound = -4.394, relative change = 2.594e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 27 (approx. per word bound = -4.394, relative change = 1.806e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 28 (approx. per word bound = -4.394, relative change = 2.016e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 29 (approx. per word bound = -4.394, relative change = 4.356e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 30 (approx. per word bound = -4.394, relative change = 8.546e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_busi, not_entitl
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_profit, not_refer, not_appli
## Topic 4: not_declar, not_take, not_less, not_pay, not_meet
## Topic 5: not_fulfil, not_entitl, not_materi, not_place, not_includ
## Topic 6: not_approv, not_limit, not_contain, not_current, not_appropri
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_vehicl, not_fulli, not_met
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_experienc, not_achiev, not_less
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_declar, not_limit, not_subject, not_less, not_constitut
## Topic 18: not_particip, not_financi, not_draw, not_fulfil, not_place
## Topic 19: not_abl, not_awar, not_limit, not_market, not_consid
## Topic 20: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 31 (approx. per word bound = -4.393, relative change = 8.353e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 32 (approx. per word bound = -4.393, relative change = 7.688e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 33 (approx. per word bound = -4.393, relative change = 5.595e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 34 (approx. per word bound = -4.392, relative change = 2.834e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 35 (approx. per word bound = -4.392, relative change = 1.626e-05)
## Topic 1: not_trade, not_fulfil, not_materi, not_busi, not_entitl
## Topic 2: not_includ, not_redeem, not_entitl, not_materi, not_vote
## Topic 3: not_includ, not_entitl, not_profit, not_refer, not_appli
## Topic 4: not_declar, not_take, not_less, not_pay, not_meet
## Topic 5: not_fulfil, not_entitl, not_materi, not_place, not_includ
## Topic 6: not_approv, not_limit, not_contain, not_current, not_appropri
## Topic 7: not_less, not_qualifi, not_exceed, not_abl, not_list
## Topic 8: not_abl, not_necessarili, not_vehicl, not_fulli, not_met
## Topic 9: not_abl, not_adequ, not_limit, not_fulli, not_materi
## Topic 10: not_abl, not_necessarili, not_experienc, not_achiev, not_less
## Topic 11: not_rais, not_materi, not_pay, not_entitl, not_provid
## Topic 12: not_limit, not_entitl, not_involv, not_product, not_disclos
## Topic 13: not_less, not_elig, not_suffici, not_requir, not_limit
## Topic 14: not_impair, not_pre, not_exercis, not_less, not_otherwis
## Topic 15: not_abl, not_limit, not_materi, not_contain, not_subject
## Topic 16: not_less, not_limit, not_abl, not_defin, not_day
## Topic 17: not_limit, not_declar, not_subject, not_less, not_abl
## Topic 18: not_particip, not_financi, not_draw, not_fulfil, not_place
## Topic 19: not_abl, not_awar, not_limit, not_market, not_consid
## Topic 20: not_consid, not_limit, not_elig, not_less, not_applic
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 36 (approx. per word bound = -4.392, relative change = 1.761e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 37 (approx. per word bound = -4.392, relative change = 1.938e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 38 (approx. per word bound = -4.392, relative change = 1.450e-05)
## ....................................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model Converged
It shows that the optimal number of topics is about 15 for this corpus.