Topic Modeling

A majority of the topic models that I had been able to decode were ones found within the 100 topic range and only a few within the 50 topic range. If I had used more than around 20 words, the topics would become too broad. All iterations were around 2,000 iterations. I happen to find one of a rather interesting and almost humorous topic.

100 Topics/20 words:

Room (100 Topics): small floor side left square wood carpet lower piece furnished hand cut chamber match central edge examining hole fashioned evidently
Clothing (100 Topics): black broad coat dress eye von red heavy brown dressed looked bork double hat yellow centre shining wore cap weary
Sailing (100 Topics): wind ship long sea peter east boat captain skin carey rising box time beginning distance board rain seaman securities initials
Actions from a chair (100 Topics): chair holmes back sit pray companion laid amazement arm laughed visitor stared leaned speaking rose seated seat conceal called heartily
Pistol (100 Topics): hand pocket held drew long table opened glass laid revolver crossed noticed bottle pistol drawer sleeve laying wing nerves pressed
Horses (100 Topics): horse colonel straker moor night bicycle boy stables stable john lad stranger miles ross trainer simpson silver horses led maid
Facial Appearance (100 topics): face eyes hair white cut pale appearance entered staring colour clean cheeks blue faced middle shoulders making shaven strength forehead

50 Topics/20 words

Train (50 Topics): train london station end late line close west reached points clue hour suppose imagine investigation give affair bridge roof examine

Murder (50 topics): found dead body head struck lay drawn blood hand finally blow knife deep stick lying round terrible fell unfortunate master
Message (50 Topics): paper note read pocket book held handed written writing wrote hand drew reading sheet put post attention picked slip finger