jesterhazy's gensim hdp results

gensim-hdp-results.txt

results with ohsumed corpus, 56984 documents, 17411 features

gensim lda results:

2012-02-06 01:00:10,617 : INFO : topic #0: 0.186*per + 0.061*cancer + 0.048*cent + 0.029*radiation + 0.023*obese + 0.015*actuarial + 0.013*orbital + 0.012*rest + 0.011*rate + 0.011*survival
2012-02-06 01:00:10,629 : INFO : topic #1: 0.069*myocardial + 0.035*coronary + 0.034*infarction + 0.032*angioplasty + 0.030*acute + 0.022*cardiac + 0.016*ischemic + 0.015*tachycardia + 0.014*thrombolytic + 0.014*episodes
2012-02-06 01:00:10,641 : INFO : topic #2: 0.101*dna + 0.042*reaction + 0.040*chain + 0.027*analysis + 0.025*tissue + 0.023*polymerase + 0.022*sequence + 0.017*autologous + 0.016*detection + 0.015*detected
2012-02-06 01:00:10,653 : INFO : topic #3: 0.039*synthesis + 0.032*albumin + 0.024*parathyroid + 0.015*laryngeal + 0.015*vasopressin + 0.013*tubular + 0.013*water + 0.013*paralysis + 0.011*thallium + 0.011*hyperparathyroidism
2012-02-06 01:00:10,666 : INFO : topic #4: 0.051*injection + 0.035*subcutaneous + 0.030*enzyme + 0.029*anesthesia + 0.027*abuse + 0.023*injections + 0.023*training + 0.020*angiotensin + 0.017*adjuvant + 0.016*renin
2012-02-06 01:00:10,678 : INFO : topic #5: 0.156*liver + 0.070*hepatic + 0.038*ethanol + 0.038*endothelial + 0.025*smooth + 0.022*vascular + 0.015*immunohistochemical + 0.014*thromboxane + 0.012*anticoagulant + 0.012*valves
2012-02-06 01:00:10,690 : INFO : topic #6: 0.081*skin + 0.036*cutaneous + 0.035*esophageal + 0.031*retinal + 0.020*temporal + 0.019*shock + 0.018*wave + 0.016*lesions + 0.016*primary + 0.015*extracorporeal
2012-02-06 01:00:10,704 : INFO : topic #7: 0.032*lymph + 0.029*node + 0.027*limb + 0.026*hypertrophy + 0.024*ocular + 0.023*patency + 0.018*microvascular + 0.017*salvage + 0.016*tumour + 0.015*infiltration
2012-02-06 01:00:10,716 : INFO : topic #8: 0.049*subjects + 0.027*dilatation + 0.025*reflux + 0.022*apnea + 0.020*colonic + 0.020*persistent + 0.019*sickle + 0.018*rehabilitation + 0.018*arthritis + 0.018*symptomatic
2012-02-06 01:00:10,728 : INFO : topic #9: 0.051*risk + 0.016*factors + 0.015*data + 0.011*use + 0.011*more + 0.010*disease + 0.009*those + 0.009*rates + 0.008*medical + 0.008*their
2012-02-06 01:00:10,740 : INFO : topic #10: 0.140*heart + 0.061*exercise + 0.032*congenital + 0.019*hg + 0.015*pressure + 0.014*cocaine + 0.014*muscles + 0.012*sympathetic + 0.011*nasal + 0.011*dialysis
2012-02-06 01:00:10,752 : INFO : topic #11: 0.081*infection + 0.056*virus + 0.054*immunodeficiency + 0.046*hiv + 0.042*human + 0.035*aids + 0.027*infected + 0.022*acquired + 0.014*infections + 0.013*viral
2012-02-06 01:00:10,765 : INFO : topic #12: 0.045*middle + 0.039*ear + 0.029*otitis + 0.027*media + 0.027*cranial + 0.027*he + 0.023*hypertrophic + 0.021*surgeons + 0.016*frontal + 0.014*mode
2012-02-06 01:00:10,777 : INFO : topic #13: 0.054*acid + 0.028*regional + 0.022*fat + 0.020*fatty + 0.015*carbon + 0.014*fed + 0.014*lipid + 0.010*lung + 0.010*dietary + 0.010*tension
2012-02-06 01:00:10,790 : INFO : topic #14: 0.042*block + 0.027*mixed + 0.021*iga + 0.021*muscular + 0.021*localized + 0.020*m + 0.019*males + 0.014*complexes + 0.013*adolescents + 0.012*type
2012-02-06 01:00:10,803 : INFO : topic #15: 0.048*therapy + 0.021*laser + 0.018*clinical + 0.015*use + 0.014*drug + 0.013*effective + 0.013*chemotherapy + 0.012*sinus + 0.011*agents + 0.011*drugs
2012-02-06 01:00:10,815 : INFO : topic #16: 0.099*coronary + 0.069*artery + 0.035*postoperative + 0.027*stenosis + 0.025*bypass + 0.022*balloon + 0.015*diameter + 0.013*complications + 0.013*mm + 0.013*performed
2012-02-06 01:00:10,828 : INFO : topic #17: 0.032*intraoperative + 0.029*preoperative + 0.026*duct + 0.023*subarachnoid + 0.021*epithelial + 0.020*medial + 0.019*strength + 0.018*morphologic + 0.014*epithelium + 0.013*lesion
2012-02-06 01:00:10,840 : INFO : topic #18: 0.030*wall + 0.019*arteriovenous + 0.016*follicular + 0.013*pathological + 0.012*cysts + 0.012*cyst + 0.011*abnormalities + 0.011*findings + 0.010*mediastinal + 0.010*sonography
2012-02-06 01:00:10,853 : INFO : topic #19: 0.059*cholesterol + 0.041*light + 0.029*electron + 0.026*lipoprotein + 0.024*segments + 0.019*microscopy + 0.019*microscopic + 0.015*deficit + 0.009*animals + 0.009*ldl


gensim hdp results:

2012-02-06 01:09:23,576 : INFO : topic 0: 0.004*group + 0.004*disease + 0.003*blood + 0.003*more + 0.003*significantly + 0.003*clinical + 0.003*normal + 0.003*increased + 0.003*significant + 0.003*both
2012-02-06 01:09:23,616 : INFO : topic 1: 0.003*group + 0.003*clinical + 0.003*more + 0.003*disease + 0.003*patient + 0.003*associated + 0.003*results + 0.003*blood + 0.003*both + 0.003*three
2012-02-06 01:09:23,660 : INFO : topic 2: 0.003*disease + 0.003*blood + 0.003*more + 0.003*both + 0.003*which + 0.003*clinical + 0.003*normal + 0.003*cells + 0.003*associated + 0.003*increased
2012-02-06 01:09:23,713 : INFO : topic 3: 0.003*clinical + 0.003*disease + 0.003*associated + 0.003*cases + 0.003*patient + 0.003*more + 0.002*which + 0.002*both + 0.002*other + 0.002*three
2012-02-06 01:09:23,762 : INFO : topic 4: 0.004*cells + 0.003*cell + 0.003*human + 0.003*cases + 0.002*associated + 0.002*disease + 0.002*which + 0.002*patient + 0.002*clinical + 0.002*normal
2012-02-06 01:09:23,805 : INFO : topic 5: 0.003*cell + 0.002*cells + 0.002*human + 0.002*associated + 0.002*patient + 0.002*clinical + 0.002*disease + 0.002*cases + 0.002*which + 0.002*more
2012-02-06 01:09:23,849 : INFO : topic 6: 0.001*cell + 0.001*cells + 0.001*cases + 0.001*case + 0.001*clinical + 0.001*associated + 0.001*disease + 0.001*patient + 0.001*has + 0.001*carcinoma
2012-02-06 01:09:23,893 : INFO : topic 7: 0.002*cells + 0.002*cell + 0.001*tumor + 0.001*human + 0.001*which + 0.001*both + 0.001*patient + 0.001*more + 0.001*group + 0.001*increased
2012-02-06 01:09:23,937 : INFO : topic 8: 0.001*patient + 0.001*has + 0.001*cases + 0.001*clinical + 0.001*case + 0.001*disease + 0.001*other + 0.001*associated + 0.001*infection + 0.001*cancer
2012-02-06 01:09:23,979 : INFO : topic 9: 0.001*cells + 0.001*clinical + 0.001*tumor + 0.001*cases + 0.001*patient + 0.001*infection + 0.001*human + 0.001*disease + 0.001*cell + 0.001*associated
2012-02-06 01:09:24,024 : INFO : topic 10: 0.001*has + 0.001*three + 0.001*cases + 0.001*clinical + 0.001*patient + 0.001*it + 0.001*associated + 0.001*survival + 0.000*children + 0.000*which
2012-02-06 01:09:24,071 : INFO : topic 11: 0.002*cells + 0.001*cell + 0.001*normal + 0.001*human + 0.001*infection + 0.001*when + 0.001*also + 0.001*doubles + 0.001*disease + 0.001*clinical
2012-02-06 01:09:24,117 : INFO : topic 12: 0.001*infection + 0.001*clinical + 0.001*disease + 0.001*children + 0.001*cases + 0.001*associated + 0.001*posterior + 0.001*plates + 0.001*other + 0.001*case
2012-02-06 01:09:24,160 : INFO : topic 13: 0.001*infection + 0.001*case + 0.001*human + 0.001*cells + 0.001*patient + 0.001*cases + 0.000*levels + 0.000*occurred + 0.000*clinical + 0.000*insight
2012-02-06 01:09:24,206 : INFO : topic 14: 0.001*cases + 0.001*cell + 0.001*clinical + 0.001*tumor + 0.001*carcinoma + 0.000*diagnosis + 0.000*infection + 0.000*case + 0.000*conceived + 0.000*falsely
2012-02-06 01:09:24,252 : INFO : topic 15: 0.001*bronchopulmonary + 0.001*mean + 0.000*patient + 0.000*cases + 0.000*infection + 0.000*respiratory + 0.000*more + 0.000*hepatitis + 0.000*clinical + 0.000*tumor
2012-02-06 01:09:24,297 : INFO : topic 16: 0.001*infection + 0.000*fluxes + 0.000*group + 0.000*dna + 0.000*objective--to + 0.000*t- + 0.000*regimen + 0.000*defensive + 0.000*hplc + 0.000*clinical
2012-02-06 01:09:24,339 : INFO : topic 17: 0.001*quinine + 0.000*gliomas + 0.000*case + 0.000*effectively + 0.000*testis + 0.000*brings + 0.000*years + 0.000*c-fos + 0.000*underserved + 0.000*arch
2012-02-06 01:09:24,389 : INFO : topic 18: 0.000*therapy + 0.000*duchenne + 0.000*discussed + 0.000*infection + 0.000*describes + 0.000*before + 0.000*inference + 0.000*teicoplanin + 0.000*asbestosis + 0.000*gravidas
2012-02-06 01:09:24,443 : INFO : topic 19: 0.001*node + 0.000*series + 0.000*treated + 0.000*infection + 0.000*twenty-four-hour + 0.000*proximal + 0.000*gene + 0.000*thrombolysis + 0.000*which + 0.000*cell


gensim hdp results (10x training):

2012-02-06 01:58:32,956 : INFO : topic 0: 0.006*coronary + 0.005*blood + 0.005*group + 0.005*ventricular + 0.004*pressure + 0.004*artery + 0.004*p + 0.004*left + 0.004*heart + 0.004*cardiac
2012-02-06 01:58:32,997 : INFO : topic 1: 0.009*cells + 0.007*cell + 0.006*human + 0.005*normal + 0.004*levels + 0.004*both + 0.004*which + 0.003*increased + 0.003*also + 0.003*serum
2012-02-06 01:58:33,040 : INFO : topic 2: 0.005*group + 0.004*disease + 0.004*more + 0.004*clinical + 0.003*significantly + 0.003*significant + 0.003*therapy + 0.003*compared + 0.003*three + 0.003*there
2012-02-06 01:58:33,080 : INFO : topic 3: 0.004*more + 0.004*risk + 0.004*clinical + 0.004*disease + 0.003*associated + 0.003*children + 0.003*group + 0.003*patient + 0.003*other + 0.003*there
2012-02-06 01:58:33,122 : INFO : topic 4: 0.004*patient + 0.004*cases + 0.004*clinical + 0.003*surgical + 0.003*has + 0.003*three + 0.003*results + 0.003*which + 0.003*disease + 0.003*more
2012-02-06 01:58:33,161 : INFO : topic 5: 0.005*clinical + 0.004*cases + 0.004*disease + 0.004*more + 0.004*associated + 0.003*patient + 0.003*has + 0.003*infection + 0.003*other + 0.003*which
2012-02-06 01:58:33,205 : INFO : topic 6: 0.005*cases + 0.005*clinical + 0.004*patient + 0.004*disease + 0.004*associated + 0.004*case + 0.004*cell + 0.003*has + 0.003*which + 0.003*diagnosis
2012-02-06 01:58:33,264 : INFO : topic 7: 0.005*patient + 0.005*case + 0.004*clinical + 0.004*cases + 0.004*disease + 0.004*associated + 0.003*has + 0.003*which + 0.003*diagnosis + 0.003*therapy
2012-02-06 01:58:33,324 : INFO : topic 8: 0.007*case + 0.006*patient + 0.004*cases + 0.004*clinical + 0.004*report + 0.004*associated + 0.003*has + 0.003*diagnosis + 0.003*disease + 0.003*which
2012-02-06 01:58:33,370 : INFO : topic 9: 0.006*case + 0.004*patient + 0.003*report + 0.003*cases + 0.003*associated + 0.003*clinical + 0.003*has + 0.002*which + 0.002*diagnosis + 0.002*disease
2012-02-06 01:58:33,442 : INFO : topic 10: 0.004*case + 0.003*patient + 0.002*report + 0.002*associated + 0.002*clinical + 0.002*has + 0.002*cases + 0.002*diagnosis + 0.002*which + 0.001*syndrome
2012-02-06 01:58:33,505 : INFO : topic 11: 0.004*case + 0.003*patient + 0.002*report + 0.002*associated + 0.002*clinical + 0.002*cases + 0.001*has + 0.001*disease + 0.001*diagnosis + 0.001*which
2012-02-06 01:58:33,567 : INFO : topic 12: 0.003*case + 0.002*patient + 0.002*report + 0.001*clinical + 0.001*associated + 0.001*cell + 0.001*diagnosis + 0.001*has + 0.001*syndrome + 0.001*cases
2012-02-06 01:58:33,635 : INFO : topic 13: 0.003*case + 0.002*patient + 0.002*report + 0.001*cases + 0.001*associated + 0.001*has + 0.001*clinical + 0.001*which + 0.001*diagnosis + 0.001*reported
2012-02-06 01:58:33,693 : INFO : topic 14: 0.002*case + 0.002*patient + 0.001*report + 0.001*associated + 0.001*clinical + 0.001*cases + 0.001*has + 0.001*disease + 0.001*diagnosis + 0.001*which
2012-02-06 01:58:33,735 : INFO : topic 15: 0.002*case + 0.001*patient + 0.001*which + 0.001*report + 0.001*has + 0.001*clinical + 0.001*associated + 0.001*disease + 0.001*infection + 0.001*cells
2012-02-06 01:58:33,776 : INFO : topic 16: 0.002*case + 0.001*patient + 0.001*associated + 0.001*report + 0.001*clinical + 0.001*cases + 0.001*disease + 0.001*has + 0.001*diagnosis + 0.001*acute
2012-02-06 01:58:33,817 : INFO : topic 17: 0.002*case + 0.001*patient + 0.001*clinical + 0.001*report + 0.001*cases + 0.001*associated + 0.001*which + 0.001*disease + 0.001*infection + 0.001*treated
2012-02-06 01:58:33,859 : INFO : topic 18: 0.002*case + 0.002*patient + 0.001*cell + 0.001*report + 0.001*associated + 0.001*clinical + 0.001*infection + 0.001*disease + 0.001*has + 0.001*which
2012-02-06 01:58:33,900 : INFO : topic 19: 0.001*case + 0.001*patient + 0.001*report + 0.001*which + 0.001*reported + 0.001*clinical + 0.001*cases + 0.001*disease + 0.001*associated + 0.001*rooms


hdp results (unmodified original code, 100 maxiter, 360 maxtime):

topic 0: 0.0033*clinical + 0.0033*cell + 0.0032*disease + 0.0032*cells + 0.0031*more + 0.0031*both + 0.0030*group + 0.0030*normal + 0.0030*blood + 0.0030*which + 0.0029*associated + 0.0029*significantly + 0.0028*increased + 0.0028*human + 0.0027*has + 0.0026*other + 0.0026*results + 0.0025*levels + 0.0025*significant + 0.0025*patient
topic 1: 0.0040*clinical + 0.0039*disease + 0.0039*group + 0.0038*patient + 0.0037*coronary + 0.0032*more + 0.0031*there + 0.0031*artery + 0.0030*associated + 0.0029*has + 0.0029*acute + 0.0028*three + 0.0028*significant + 0.0028*blood + 0.0027*ventricular + 0.0027*cases + 0.0027*left + 0.0026*only + 0.0026*results + 0.0026*which
topic 2: 0.0048*patient + 0.0043*treated + 0.0041*cases + 0.0041*case + 0.0040*renal + 0.0038*surgery + 0.0037*four + 0.0037*associated + 0.0035*three + 0.0035*group + 0.0033*tumor + 0.0033*disease + 0.0032*surgical + 0.0032*only + 0.0031*chronic + 0.0031*therapy + 0.0030*clinical + 0.0030*syndrome + 0.0030*most + 0.0029*nerve
topic 3: 0.0077*coronary + 0.0065*children + 0.0059*artery + 0.0059*group + 0.0054*more + 0.0049*age + 0.0043*years + 0.0043*clinical + 0.0041*three + 0.0038*compared + 0.0038*mean + 0.0036*acute + 0.0035*only + 0.0035*risk + 0.0035*chronic + 0.0034*left + 0.0034*results + 0.0034*patient + 0.0032*associated + 0.0032*occurred
topic 4: 0.0092*cell + 0.0052*clinical + 0.0044*complications + 0.0042*carcinoma + 0.0040*cells + 0.0040*renal + 0.0035*human + 0.0035*disease + 0.0034*associated + 0.0032*use + 0.0031*squamous + 0.0031*skin + 0.0031*more + 0.0030*incidence + 0.0030*their + 0.0029*most + 0.0028*other + 0.0028*infection + 0.0028*p + 0.0027*acute
topic 5: 0.0094*versus + 0.0094*mitral + 0.0076*valve + 0.0054*prolapse + 0.0048*patient + 0.0047*associated + 0.0045*p + 0.0044*increased + 0.0043*women + 0.0042*other + 0.0040*also + 0.0039*significantly + 0.0037*more + 0.0036*suddenly + 0.0035*without + 0.0035*died + 0.0035*symptoms + 0.0035*compared + 0.0032*mean + 0.0031*clinical
topic 6: 0.0055*disease + 0.0054*cells + 0.0053*normal + 0.0053*ventricular + 0.0047*cell + 0.0044*blood + 0.0041*reduction + 0.0039*more + 0.0038*sepsis + 0.0035*facet + 0.0035*cervical + 0.0035*renal + 0.0033*artery + 0.0033*peak + 0.0033*did + 0.0032*index + 0.0032*results + 0.0032*cases + 0.0031*mesenteric + 0.0030*dislocation
topic 7: 0.0048*patient + 0.0040*she + 0.0038*group + 0.0037*imaging + 0.0035*other + 0.0034*more + 0.0033*gram-negative + 0.0031*among + 0.0030*therapy + 0.0029*plasma + 0.0029*antibody + 0.0029*exchange + 0.0029*treated + 0.0027*pulmonary + 0.0027*p + 0.0027*most + 0.0027*only + 0.0027*monoclonal + 0.0027*clinical + 0.0026*showed
topic 8: 0.0091*renal + 0.0056*cells + 0.0056*blood + 0.0054*atrial + 0.0053*balloon + 0.0049*heart + 0.0048*cardiac + 0.0045*increase + 0.0044*which + 0.0042*human + 0.0037*increased + 0.0035*response + 0.0035*significant + 0.0034*function + 0.0033*oxygen + 0.0033*pulmonary + 0.0033*decreased + 0.0033*there + 0.0032*effect + 0.0032*also
topic 9: 0.0069*ventricular + 0.0059*infants + 0.0051*surgical + 0.0048*acute + 0.0048*ivh + 0.0047*patient + 0.0046*insulin + 0.0042*cases + 0.0042*neurologic + 0.0039*vascular + 0.0038*spinal + 0.0037*dilation + 0.0035*three + 0.0033*early + 0.0033*developed + 0.0032*which + 0.0031*increased + 0.0031*preoperative + 0.0031*respiratory + 0.0031*cerebral
topic 10: 0.0064*mean + 0.0055*disease + 0.0051*normal + 0.0044*cervical + 0.0043*risk + 0.0041*pulmonary + 0.0040*diastolic + 0.0039*acute + 0.0038*levels + 0.0038*more + 0.0037*diabetes + 0.0036*hemoglobin + 0.0035*doppler + 0.0035*control + 0.0034*pressure + 0.0034*urinary + 0.0033*endometrial + 0.0033*gram-negative + 0.0033*artery + 0.0032*both
topic 11: 0.0064*anterior + 0.0047*cases + 0.0046*which + 0.0042*acute + 0.0038*type + 0.0037*normal + 0.0037*cells + 0.0036*both + 0.0035*cervical + 0.0035*heart + 0.0033*syndrome + 0.0032*complications + 0.0032*renal + 0.0031*cause + 0.0031*there + 0.0031*vascular + 0.0030*when + 0.0029*management + 0.0028*t + 0.0028*cerebellar
topic 12: 0.0075*adhesion + 0.0061*ifn + 0.0054*cholestasis + 0.0053*expression + 0.0050*human + 0.0049*liver + 0.0048*cells + 0.0048*cell + 0.0047*both + 0.0042*normal + 0.0041*antibodies + 0.0040*rats + 0.0039*livers + 0.0037*arthritis + 0.0036*chronic + 0.0035*antigen + 0.0034*it + 0.0032*analysis + 0.0031*mab + 0.0031*eosinophils
topic 13: 0.0115*renal + 0.0069*artery + 0.0060*aldolase + 0.0050*fatty + 0.0046*serum + 0.0045*patient + 0.0043*c + 0.0041*acid + 0.0039*which + 0.0039*duplex + 0.0038*small + 0.0037*levels + 0.0037*potential + 0.0036*major + 0.0036*contact + 0.0035*clinical + 0.0035*women + 0.0034*repairs + 0.0034*defects + 0.0034*b-scan
topic 14: 0.0056*renal + 0.0053*patient + 0.0045*cpr + 0.0041*case + 0.0039*increase + 0.0035*pericardial + 0.0034*effects + 0.0032*balloon + 0.0032*our + 0.0031*telephone + 0.0031*high-risk + 0.0031*through + 0.0030*cases + 0.0029*determine + 0.0028*there + 0.0027*performed + 0.0027*spinal + 0.0027*increased + 0.0025*effect + 0.0025*significant
topic 15: 0.0054*cells + 0.0047*blood + 0.0045*it + 0.0038*rats + 0.0036*t + 0.0036*cell + 0.0034*has + 0.0034*studies + 0.0033*which + 0.0032*effects + 0.0032*mechanisms + 0.0032*tumor + 0.0031*effect + 0.0030*mucosal + 0.0030*their + 0.0030*further + 0.0030*due + 0.0029*respiratory + 0.0029*although + 0.0028*lak
topic 16: 0.0060*pediatric + 0.0060*transport + 0.0059*contrast + 0.0051*per + 0.0049*biopsy + 0.0046*transrectal + 0.0046*when + 0.0045*which + 0.0044*care + 0.0044*renal + 0.0044*pernicious + 0.0043*results + 0.0042*case + 0.0041*has + 0.0038*group + 0.0037*ultrasound + 0.0036*prostatic + 0.0035*associated + 0.0034*media + 0.0033*anemia
topic 17: 0.0054*percent + 0.0049*three + 0.0048*has + 0.0047*cells + 0.0041*tumor + 0.0040*long-term + 0.0040*therapy + 0.0040*significantly + 0.0039*cancer + 0.0036*regimens + 0.0035*results + 0.0033*cranial + 0.0033*symptoms + 0.0033*treated + 0.0032*nystatin + 0.0032*both + 0.0031*which + 0.0031*acyclovir + 0.0030*vena + 0.0030*survival
topic 18: 0.0079*fluoride + 0.0061*cord + 0.0051*spinal + 0.0047*results + 0.0046*cardiac + 0.0044*clinical + 0.0044*disease + 0.0042*cell + 0.0042*group + 0.0042*acute + 0.0038*those + 0.0036*ocular + 0.0036*most + 0.0035*infantile + 0.0034*time + 0.0033*peroxisomal + 0.0033*recent + 0.0033*edema + 0.0033*hemorrhagic + 0.0033*bone
topic 19: 0.0053*respiratory + 0.0050*syndrome + 0.0048*distress + 0.0037*used + 0.0036*using + 0.0036*neonates + 0.0033*mucinous + 0.0033*therapy + 0.0032*clinical + 0.0030*developed + 0.0029*p + 0.0029*their + 0.0028*tumors + 0.0028*ventricular + 0.0027*into + 0.0027*bronchial + 0.0026*acute + 0.0026*most + 0.0025*invasive + 0.0025*three


hdp results (unmodified original code, 1000 maxiter, 3600 maxtime):

topic 0: 0.0046*cells +  0.0042*cell +  0.0037*human +  0.0034*levels +  0.0034*normal +  0.0033*both +  0.0033*disease +  0.0032*blood +  0.0031*increased +  0.0031*associated +  0.0030*clinical +  0.0030*which +  0.0030*significantly +  0.0029*more +  0.0028*group +  0.0028*serum +  0.0027*also +  0.0027*has +  0.0027*other +  0.0026*compared
topic 1: 0.0040*group +  0.0037*clinical +  0.0036*disease +  0.0035*more +  0.0035*patient +  0.0030*coronary +  0.0030*there +  0.0030*associated +  0.0028*blood +  0.0028*has +  0.0027*significant +  0.0027*three +  0.0027*risk +  0.0026*results +  0.0026*ventricular +  0.0026*only +  0.0026*cases +  0.0025*which +  0.0025*it +  0.0025*both
topic 2: 0.0074*case +  0.0067*patient +  0.0048*cases +  0.0046*disease +  0.0043*surgery +  0.0042*associated +  0.0041*treated +  0.0041*report +  0.0040*primary +  0.0039*surgical +  0.0039*tumor +  0.0038*renal +  0.0038*years +  0.0037*chronic +  0.0036*clinical +  0.0035*has +  0.0035*diagnosis +  0.0034*four +  0.0034*only +  0.0034*three
topic 3: 0.0109*coronary +  0.0070*group +  0.0067*artery +  0.0065*children +  0.0058*years +  0.0057*age +  0.0046*chronic +  0.0046*more +  0.0044*clinical +  0.0042*treated +  0.0042*mortality +  0.0041*cancer +  0.0038*mean +  0.0038*risk +  0.0037*compared +  0.0035*cardiac +  0.0035*three +  0.0035*greater +  0.0035*long-term +  0.0035*associated
topic 4: 0.0054*early +  0.0053*renal +  0.0050*clinical +  0.0046*associated +  0.0044*skin +  0.0040*disease +  0.0037*respiratory +  0.0036*cell +  0.0036*carcinoma +  0.0036*their +  0.0035*cells +  0.0035*infants +  0.0035*infection +  0.0033*complications +  0.0032*has +  0.0032*data +  0.0030*patient +  0.0030*those +  0.0029*other +  0.0028*risk
topic 5: 0.0061*disease +  0.0060*renal +  0.0056*spinal +  0.0056*laryngeal +  0.0054*sepsis +  0.0052*nerve +  0.0049*normal +  0.0046*cell +  0.0046*blood +  0.0043*cord +  0.0042*recurrent +  0.0040*peak +  0.0038*sinus +  0.0037*diabetic +  0.0034*artery +  0.0034*our +  0.0034*more +  0.0033*surgical +  0.0032*dogs +  0.0032*left
topic 6: 0.0057*patient +  0.0054*she +  0.0051*imaging +  0.0048*therapy +  0.0045*long-term +  0.0038*postoperative +  0.0038*only +  0.0037*associated +  0.0034*renal +  0.0033*should +  0.0033*her +  0.0032*iliopsoas +  0.0031*results +  0.0031*group +  0.0030*amyloid +  0.0030*cell +  0.0029*most +  0.0029*chronic +  0.0028*cases +  0.0027*more
topic 7: 0.0061*thyroid +  0.0052*other +  0.0045*more +  0.0041*pf +  0.0041*risk +  0.0040*versus +  0.0040*increased +  0.0039*symptoms +  0.0039*mitral +  0.0039*common +  0.0037*significantly +  0.0037*acute +  0.0036*required +  0.0036*disease +  0.0035*treated +  0.0035*lesions +  0.0035*patient +  0.0032*children +  0.0032*airway +  0.0032*im
topic 8: 0.0064*acute +  0.0052*patient +  0.0052*spinal +  0.0050*developed +  0.0050*case +  0.0048*cases +  0.0047*which +  0.0047*candida +  0.0045*three +  0.0044*surgical +  0.0041*therapy +  0.0040*treated +  0.0040*ct +  0.0039*infection +  0.0036*infants +  0.0036*months +  0.0035*cord +  0.0032*ventricular +  0.0031*erdheim-chester +  0.0031*respiratory
topic 9: 0.0083*oxygen +  0.0082*respiratory +  0.0076*anterior +  0.0065*cases +  0.0063*syndrome +  0.0060*cerebellar +  0.0056*artery +  0.0053*both +  0.0048*inferior +  0.0048*cause +  0.0045*there +  0.0045*data +  0.0044*type +  0.0044*failure +  0.0041*has +  0.0041*other +  0.0039*normal +  0.0039*when +  0.0037*renal +  0.0036*studies
topic 10: 0.0060*cardiac +  0.0059*atrial +  0.0054*increased +  0.0053*increase +  0.0050*heart +  0.0050*fatty +  0.0049*blood +  0.0049*which +  0.0049*rv +  0.0045*also +  0.0041*gastric +  0.0041*acid +  0.0040*pulmonary +  0.0040*ventricular +  0.0038*ecmo +  0.0038*digoxin +  0.0037*decreased +  0.0037*changes +  0.0035*renal +  0.0035*function
topic 11: 0.0059*renal +  0.0054*case +  0.0050*pericardial +  0.0049*patient +  0.0047*mortality +  0.0044*increase +  0.0038*effects +  0.0037*cumulative +  0.0035*tumor +  0.0034*spinal +  0.0034*glucose +  0.0034*increased +  0.0034*associated +  0.0034*incidence +  0.0033*occurred +  0.0031*psychiatric +  0.0030*acute +  0.0030*insulin +  0.0030*aids +  0.0029*bone
topic 12: 0.0075*acute +  0.0068*mean +  0.0059*pulmonary +  0.0055*risk +  0.0052*vascular +  0.0050*normal +  0.0050*disease +  0.0047*more +  0.0044*lung +  0.0044*human +  0.0043*symptoms +  0.0042*artery +  0.0039*diabetes +  0.0039*diastolic +  0.0038*cervical +  0.0037*mountain +  0.0035*insulin +  0.0035*severe +  0.0035*doppler +  0.0034*those
topic 13: 0.0060*percent +  0.0058*therapy +  0.0056*cranial +  0.0053*three +  0.0052*acyclovir +  0.0051*treated +  0.0045*cancer +  0.0042*cisplatin +  0.0042*tumor +  0.0041*long-term +  0.0040*vena +  0.0038*has +  0.0038*placebo +  0.0037*results +  0.0037*resection +  0.0036*caval +  0.0036*significantly +  0.0035*each +  0.0034*chemotherapy +  0.0033*its
topic 14: 0.0112*per +  0.0084*renal +  0.0068*pernicious +  0.0052*acute +  0.0051*anemia +  0.0051*pylori +  0.0050*age +  0.0048*patient +  0.0045*pediatric +  0.0045*results +  0.0045*has +  0.0045*biopsy +  0.0043*cell +  0.0042*disease +  0.0040*retinal +  0.0038*diagnosis +  0.0038*case +  0.0037*which +  0.0036*surgical +  0.0035*carcinoma
topic 15: 0.0055*blood +  0.0051*rats +  0.0047*cells +  0.0046*virus +  0.0042*respiratory +  0.0041*due +  0.0040*acute +  0.0037*tract +  0.0036*mucosal +  0.0035*tumor +  0.0034*studies +  0.0033*pressure +  0.0033*infections +  0.0032*associated +  0.0031*lak +  0.0031*infection +  0.0030*control +  0.0030*map +  0.0030*report +  0.0030*included
topic 16: 0.0078*patient +  0.0070*therapy +  0.0066*lesions +  0.0059*illness +  0.0058*oil +  0.0055*acute +  0.0054*syndrome +  0.0052*most +  0.0048*common +  0.0045*both +  0.0044*disease +  0.0041*coronary +  0.0041*pulmonary +  0.0040*other +  0.0039*infectious +  0.0039*can +  0.0039*developed +  0.0038*diarrhea +  0.0038*infection +  0.0037*coffee
topic 17: 0.0103*bacterial +  0.0102*aortic +  0.0098*spontaneous +  0.0078*graft +  0.0077*cases +  0.0076*liver +  0.0072*soldiers +  0.0071*peritonitis +  0.0070*group +  0.0069*versus +  0.0054*p +  0.0050*infection +  0.0050*norfloxacin +  0.0048*total +  0.0047*pyogenic +  0.0044*doxycycline +  0.0044*abscess +  0.0042*receiving +  0.0042*patient +  0.0041*follow-up
topic 18: 0.0100*renal +  0.0074*aldolase +  0.0062*contact +  0.0053*serum +  0.0052*fatty +  0.0051*artery +  0.0048*c +  0.0046*dermatitis +  0.0045*levels +  0.0041*patient +  0.0039*small +  0.0038*acid +  0.0038*reactions +  0.0037*allergic +  0.0036*potential +  0.0035*which +  0.0034*clinical +  0.0034*increased +  0.0033*rate +  0.0032*developed
topic 19: 0.0089*group +  0.0078*gastric +  0.0064*c +  0.0058*breast +  0.0056*sucralfate +  0.0056*most +  0.0054*bleeding +  0.0053*arthritis +  0.0052*antacids +  0.0052*pneumonia +  0.0049*stress +  0.0049*cgy +  0.0046*neutrophil +  0.0044*migration +  0.0044*rheumatoid +  0.0042*streptococcal +  0.0041*bacteremia +  0.0039*significantly +  0.0039*incidence +  0.0039*scleroderma