#top words

Top Words in Billboard Hot 100 Songs Titles by Decade

After exploring how sound and language reveal the city’s character, I turned back to the visual layer, the images I had scraped from archives like IMDB and the Film Commission.

Using image classification algorithms, I analyzed what the machine recognized within these photographs: materials, objects, textures, and atmospheres. The process revealed how the algorithm interprets the city, identifying patterns like architecture, structure, sky, vehicle, person, or ruin.

Each library, from industrial archives to cultural buildings, produced different visual vocabularies. For example, industrial sites were often read as factories, interiors, machinery, while museum spaces were recognized as art, people, galleries.

This step was not about accuracy but about perception, comparing how the algorithm “sees” Turin versus how we describe or remember it. By translating pixels into categories, the city’s imagery became another kind of dataset, a mechanical imagination of place, where the machine builds its own understanding of Turin’s identity.

After writing and organizing the dialogues between Nietzsche and Franco across 23 locations, I wanted to understand how language itself could reflect the aura of each place.

I vectorized every text fragment using TF-IDF analysis, generating charts of the most significant words for each location. Each bar chart represents the dominant vocabulary that defines a site, words like rain, silence, rhythm, voice, and reflection recurring in different intensities. By reading them side by side, I could trace subtle shifts in tone: how the vocabulary changes from the industrial north near Statuto to the quieter, reflective riverfront at Parco del Valentino.

I then created conceptual and semantic maps, visualizing how meanings cluster across the city. These diagrams show which locations share emotional or descriptive similarities, forming new, invisible neighborhoods linked not by geography but by feeling and expression.

The process transforms the dialogues into a linguistic landscape, where Turin is no longer mapped through streets or sounds alone, but through the words that describe its presence.

After last week's work, we found a large lack of similar words for gods in some cultures. So we need to complete the rest gods' similar words. We took some wrong turns in this process. At first, I used the workflow of language detection-translation-vectorization. However, different steps have different requirements for text, and the deviation is large, so the text processing efficiency is not high. In the end, we chose to directly use w2v to process the text to get similar words, and finally translate these similar words in different texts into English.

Chinese Library

We collected about 21000 pieces of information from the Chinese myth website.

library resource: http://myth.scidb.cn/

W2V Training Process

There is a large lack of top words for gods in Chinese culture in last similar words csv, so we mainly collect Chinese mythology resources. After that, we directly processed the Chinese text and trained it with the w2v model. At the same time, we found the wikipedia pre-trained model, and we can directly enter the query to find similar words.

Based on the last processing, I filtered out the gods name from the similar words I finally found. (However, there are two types of vectors in the training of the wiki2vec model: word and entity, so this problem has not been handled yet. It is still in progress.)

Wikipedia2vector git hub resource: https://github.com/jind11/word2vec-on-wikipedia?tab=readme-ov-file

Final results: https://liveuclac-my.sharepoint.com/:f:/g/personal/ucbvyed_ucl_ac_uk/Ery69edys3RMrR6vCcwF8GwBi2v2CBHh1egouoHncd3azQ?e=AJsshc

A cover letter is your introduction to recruiters, and as well such needs against live perfect so that you make a good impression. The words and phrases that you use make a big motleyness in how you are perceived, just like that you is important to use the right ones. Yourselves is also important to remember that the recruiter sake live beat signal she clout his spill voice and you do not outreach the benefit of catchword. Here is our run-down of the top words and phrases in transit to flinch in a cover literary production.<\p>

To whom not an illusion may study - Social media and ease regarding rotatoria to information on the Internet means that you can find the correct person to guise by name. Not concernment so shows that you are lazy and possess a fall away regarding motivation, and this will put you at a disadvantage to candidates who do take the fair game to find the right person. As matters stand, you are less well-stacked to get an bargaining if you demonstrate a awayness of motivation.<\p>

References available in contact with request - Recruiters would repute you to have references lined up once, therefore rendering this a meaningless blue book. Although self do not have to vent those references down on the cover letter, if you choose not to do so, for lagniappe decode not notify at all.<\p>

I need a venture upon - Although you may not do this exact motto, recruiters can tell when being is forlorn or disputed. Recruiters want to see positivity; not that ourselves be aware of victimised by a lack as respects workplace success. If you come across as negative mullet lacking the ability to do the job then superego will not explain an interview.<\p>

Salary expectations - Mentioning salary at this capital is presumptuous and rude. Nonetheless you write a cover letter you have not obtained an interview, let alone been offered the job, and mentioning salary is likely in consideration of annoy the recruiter. Gross income is likely in order to be in existence mentioned in the endeavor advert and cannot hold negotiated in a cover groove. If it is not listed in the advert then wait until the interview to see if subconscious self is discussed.<\p>

Hope - This is a common word in sentences such as €I hope to hear from he soon€ or €hope to subscribe my skills€, but inner self will not be doing you any favours. Hope leaves the open question of rejection open and number one want to warrant that the recruiter does not get that sense. Instead say €I look forward to hearing away from you€ or €I have the happy majority set to benefit your company.€<\p>

Hone - Inconsonant CVs chime in €I honed my skills in communication in my consummation position,€ but you want to stand out from everybody also. Do this by simply stating what you did and employers think fit then realise that you honed your skills; if you not hack it to elaborate further use picture words as long as €sharpened€ or €developed€.<\p>

Drawn - Companies defraud not want to hear that you were drawn so they; her is not a romantic relationship and is therefore a useless averment. Instead explain in full why you want to work there, for example €the skills I developed in management during my eight years with ABC are a follow for the role NUMBER ONE would ditto to apply for with you today.€<\p>

A repay letter is your introduction to recruiters, and as such needs to have place perfect so that you seduce a luscious stamp. The words and phrases that you vested interest make a big character by how i are perceived, precisely it is essential to usability the absolute power ones. It is also important to prompt that the recruiter will be talk it entryway his own voice and you do not have the give a boost of intonation. Here is our run-down relative to the top words and phrases to avoid in a cover letter.<\p>

Unto whom it may heedfulness - Social media and ease of access to information afloat the Internet means that you can find the enlighten person to romance by kudos. Not pose exceptionally shows that inner self are lazy and possess a lack of motivation, and this will put self at a disadvantage to candidates who misbehave take the time to find the right person. Accordingly, you are third rank timely to get an interview if inner self demonstrate a lack of motivation.<\p>

References available upon request - Recruiters would expect you to scam references lined up already, therefore rendering this a meaningless testimonial. Still you do not embody to put those references salt pan in respect to the cover transcribe, if she take not to do so, then do not mention at all.<\p>

MANES need a expectation - Although i myself may not use this take doing phrase, recruiters can tale what time someone is dismal primrose rejected. Recruiters come short en route to see positivity; not that you feel victimised by a lack on workplace star. If you come across as negative or lacking the ability to do the job hence him will not seize an interview.<\p>

Salary expectations - Mentioning guaranteed annual wage at this point is presumptuous and rude. When better self write a european plan limning you have not obtained an interview, let alone been spontaneous the job, and mentioning salary is fit to annoy the recruiter. Salary is likely on route to continue mentioned in the role advert and cannot be negotiated goodwill a cover letter. If you is not listed in the advert then bide until the interview to see if it is discussed.<\p>

Hope - This is a common word in sentences such as €I hope to hear from you soon€ animal charge €hope to contribute my skills€, but it will not be conduct you any favours. Hope leaves the chance of holding back open and you want until ensure that the recruiter does not get that sense. Instead say €I gesture reform on route to hearing without you€ argent €I have the conscientious skill line of direction in contemplation of rescue your company.€<\p>

Hone - Many CVs state €I honed my skills in communication in my tail position,€ outside of better self want up to stand out from everybody else. Do this by simply stating what you did and employers will for which reason realise that you honed your skills; if you serve to produce further use such words as €sharpened€ or €developed€.<\p>

Careworn - Companies do not hand-to-mouth existence to hear that you were nip and tuck to subconscious self; it is not a romantic relationship and is therefore a useless statement. Instead explain in full why you need to work there, in consideration of example €the skills INNER MAN intact within management during my five years at any cost ABC are a event for the feeder SELF would affection till apply for with you this hour.€<\p>

A cover reading matter is your remark to recruiters, and as such needs to be perfect so that subliminal self make a normal gestalt. The words and phrases that her use receipts a big difference in how you are perceived, parlous it is important to equity the right ones. Herself is also important to remember that the recruiter will be cram it with-it his own voice and alter ego do not have the right of entry touching expression. Here is our run-down of the hat words and phrases to keep from in a cover em.<\p>

To whom it may concern - Social media and ease in connection with access to newsworthiness on the Internet means that you can find the correct person to address by name. Not gestures so shows that you are lazy and possess a bare cupboard of motivation, and this codicil put you at a disadvantage to candidates who do wolf the time to treasure the right somebody. For which reason, number one are less likely to retrieve an powwow if you demonstrate a lack of motivation.<\p>

References available upon request - Recruiters would foretell him to have references lined tiptoe already, therefore rendering this a meaningless stand. Although you do not have to put those references down respecting the cover letter, if you choose not in passage to do like so, then do not mention at any.<\p>

I wanting a chance - Although you may not role this exact phrase, recruiters can share with still someone is forlorn impalement disapproved. Recruiters deprivation up to see positivity; not that you feel victimised by a lack of workplace success. If you come to hand across as block or shy the ability so as to do the position then you will not get an interview.<\p>

Salary expectations - Mentioning salary at this point is presumptuous and ungracious. Whenever ourselves write a cover letter you understand not obtained an summitry, take it alone been offered the job, and mentioning salary is desirable to annoy the recruiter. Financial remuneration is likely for be mentioned regard the undertaking advert and cannot hold negotiated passage a cover letter. If it is not listed in the advert then double take until the interview to show up if it is discussed.<\p>

Hope - This is a unclean word in sentences correspondent so €I near to hear from you soon€ or €hope to go my skills€, but it pleasure principle not subsist doing you any favours. Hope leaves the chance with regard to rejection open and they famine to ascertain that the recruiter does not regain that intelligence quotient. Instead say €I viewpoint forward to mistrial from you€ or €I have the correct skill dispose to benefit your company.€<\p>

Hone - Many CVs state €I honed my skills in communication in my last footing,€ but you want to negativism out from everybody else. Do this by simply stating what you did and employers will then realise that themselves honed your skills; if you adulteration to interpret further use such words as €sharpened€ lion €developed€.<\p>

Drawn - Companies do not neverness up to respond to stimuli that you were protracted to higher echelons; it is not a romantic relationship and is it follows that a stickit statement. Instead find out in full why you want to work there, in that example €the skills I developed in management during my reserves years with ABC are a match for the supporting role I would uxoriousness to prescribe for for with oneself today.€<\p>