Things Infinityshock says a lot

1. 2024-01-18 at 11:26 PM UTC

   #1
   The Self Taught Man Black Hole
   Who wants to go camping? I'm pitching a tent.
   You're an idiot.
   Kafka.
2. 2024-01-18 at 11:27 PM UTC

   #2
   EduCaTional CATastropHE African Astronaut
   im gonna pitch a tent on the inside of your cheek
3. 2024-01-18 at 11:28 PM UTC

   #3
   EduCaTional CATastropHE African Astronaut
   with a fucking machete.
   
   deal with it bitch
4. 2024-01-18 at 11:38 PM UTC

   #4
   WellHung Black Hole
   Things i want to do: Die.
5. 2024-01-18 at 11:40 PM UTC

   #5
   WellHung Black Hole
   THINGS ISRAEL WANTS TO DO: KILL IRANIAN NUCLEAR SCIENTISTS.
6. 2024-01-19 at 2:27 AM UTC

   #6
   

   infinityshock Black Hole
   nigger
7. 2024-01-19 at 5:52 AM UTC

   #7
   

   the man who put it in my hood Black Hole [miraculously counterclaim my golf]

   
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8. 2024-01-19 at 7:54 AM UTC

   #8
   

   vindicktive vinny Black Hole
   tonsil
9. 2024-01-19 at 8:12 AM UTC

   #9
   

   the man who put it in my hood Black Hole [miraculously counterclaim my golf]
   nigeerswedrf
10. 2024-01-19 at 12:19 PM UTC

    #10
    

    infinityshock Black Hole
    Double nigger
11. 2024-01-19 at 12:23 PM UTC

    #11
    

    the man who put it in my hood Black Hole [miraculously counterclaim my golf]

    Originally posted by gadzooks For example, see the original infinityshock word cloud:
    
    
    
    But now, a bit more about the process…
    
    First off, you might be thinking… Won't words like "the", "a", "to", and so on, always be the top used words?
    
    Yes, they are the most frequently used words of course, but any kind of linguistic analysis of a large corpus (body) of text, involves a few steps to clean the data up a bit. Those super common words mentioned above are referred to as stop words. There are a few ways to remove them programmatically - I believe I used a publicly available list online to filter the large body of text for the above word cloud, but many NLP (Natural Language Processing) libraries, such as NLTK for Python (the one I typically use), have built in libraries that you just choose and declare when you're preparing the data.
    
    There are MANY other ways in which textual data can be prepared for analysis, but, for a word cloud, which is actually an incredibly simple analysis compared to other NLP use cases, it's literally just about counting how often words occur. Nothing all that fancy, really.
    
    But, cleaning and preparing the data is always an important step.
    
    Case in point:
    
    
    
    That's a word cloud generated (just now) from the exact same text data, but before doing any fancy pre-processing or filtering (other than stop words).
    
    Notice how "Bill" and "Krosby" are among his 20 most frequently used words? I think that, when I made the original, I simply manually added those two words to the stop word list because they came up so much (kind of a quick and dirty brute force method).
    
    (Apparently infinityshock references, or quotes, kr0z, with some regularity).
    
    OH, and that reminds me…
    
    Quotes…
    
    One reflection I had about my original word cloud (much later on) was that I did not filter out quotes… So, it is technically including words the target poster didn't actually use themselves. This skews the data.
    
    Right now, as we speak, I am running a python script on the data I have already archived to parse out quotes. I will elaborate on my specific method of doing so in a subsequent post in this thread.

12. 2024-01-19 at 2:17 PM UTC

    #12
    

    vindicktive vinny Black Hole
    króz envy ?
13. 2024-01-19 at 5:18 PM UTC

    #13
    

    infinityshock Black Hole

    Originally posted by the man who put it in my hood

    
    No, it's because that retard spams so much and I reply to it then the retard word adjustments Lanny does converts it. By my replying, the software thinks it's a word I typed. I've never done so and as a matter of fact my computers bypasses the lanny-tarded word adjustments
14. 2024-01-19 at 6:08 PM UTC

    #14
    WellHung Black Hole

    Originally posted by infinityshock No, it's because that retard spams so much and I reply to it then the retard word adjustments Lanny does converts it. By my replying, the software thinks it's a word I typed. I've never done so and as a matter of fact my computers bypasses the lanny-tarded word adjustments

    
    ARE YOU A COMPUTER GENIUS?
15. 2024-01-19 at 6:10 PM UTC

    #15
    WellHung Black Hole
    INFINITYSHOCK REFUSES TO FUCK NIGGERS. HE DOES NOT APPRECIATE THE MELANIN-RICH.
16. 2024-01-19 at 9:56 PM UTC

    #16
    WellHung Black Hole
    NIGGER
17. 2024-01-19 at 10:48 PM UTC

    #17
    

    the man who put it in my hood Black Hole [miraculously counterclaim my golf]
    i would have sexual outercourse with an african canadian
18. 2024-01-19 at 10:48 PM UTC

    #18
    

    infinityshock Black Hole

    Originally posted by WellHung ARE YOU A COMPUTER GENIUS?

    
    no, i just know how to spell k­roz and lanny along with his idiot word f­ilters can suckkit
19. 2024-01-19 at 10:48 PM UTC

    #19
    

    infinityshock Black Hole

    Originally posted by WellHung INFINITYSHOCK REFUSES TO FUCK NIGGERS. HE DOES NOT APPRECIATE THE MELANIN-RICH.

    
    nigger