{"id":3469,"date":"2023-04-15T17:26:53","date_gmt":"2023-04-15T17:26:53","guid":{"rendered":"https:\/\/www.jamez.it\/blog\/?p=3469"},"modified":"2024-02-01T17:31:03","modified_gmt":"2024-02-01T17:31:03","slug":"uncovering-uncommon-words-city-quartz-mike-davis","status":"publish","type":"post","link":"https:\/\/jamez.it\/blog\/2023\/04\/15\/uncovering-uncommon-words-city-quartz-mike-davis\/","title":{"rendered":"Uncovering Uncommon Words in &#8220;City of Quartz&#8221; by Mike Davis"},"content":{"rendered":"<p>Recently, I finished reading &#8220;City of Quartz: Excavating the Future in Los Angeles&#8221; by Mike Davis. The book is an incredible journey through the history of Los Angeles, exploring its urban, social, and political landscapes. While diving into the story, I was struck by Davis&#8217; unique writing style and the sheer number of uncommon terms he uses throughout the book. This piqued my curiosity, and I decided to find out what some of the least common words in &#8220;City of Quartz&#8221; are.<\/p>\n<p><strong>Iterative Approach to Identifying Uncommon Words<\/strong><\/p>\n<p>We started by defining uncommon words based on the average word frequency within the text itself. However, this approach proved insufficient, as it still included words like &#8220;entrepreneurship,&#8221; which are not uncommon in day-to-day speech. To refine our analysis, we decided to use external word frequency datasets.<\/p>\n<p>Our first attempt was to use the Google Books Ngrams dataset, which provides word frequencies based on a large collection of books. We employed this dataset as an exclusion list to filter out more common words in everyday language. Despite the improvement, we still wanted a more sophisticated approach to identifying uncommon words.<\/p>\n<p>We finally settled on using a sorted list of English words by frequency called `<a href=\"https:\/\/github.com\/hackerb9\/gwordlist\" target=\"_blank\" rel=\"noopener\">gwordlist<\/a>`, based on Google&#8217;s Trillion Word Corpus. This dataset allowed us to create a frequency-based filtering system, ensuring that our list of uncommon words was more accurate and meaningful.<\/p>\n<p><strong>Preprocessing, Tokenization, and Word Frequency Calculation<\/strong><\/p>\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">import string\nfrom collections import Counter\nfrom nltk.corpus import stopwords\nimport re\n\n   \n# Read the gwordlist word frequency list\ngwordlist_file = \"\/path\/to\/frequency-alpha-alldicts.txt\"\nwith open(gwordlist_file, \"r\", encoding=\"utf-8\") as file:\n    gwordlist_lines = [line.strip() for line in file.readlines() if not line.startswith(\"#\")]\n\n# Create a dictionary to store the word and its frequency rank\ngwordlist_rank = {line.split()[1]: int(line.split()[0]) for line in gwordlist_lines}\n\n\n# Read the text from a text file\nfile_path = \"\/path\/to\/quartz.txt\"\nwith open(file_path, \"r\", encoding=\"utf-8\") as file:\n    text = file.read()\n\n# Preprocessing and tokenization\ntext_clean = re.sub(f\"[{string.punctuation}]\", \" \", text)\ntokens = text_clean.split()\n\n# Remove tokens containing non-alphabet characters\ntokens_alpha = [token for token in tokens if token.isalpha()]\n\n# Lowercase conversion and stopword removal\nstop_words = set(stopwords.words(\"english\"))\ntokens_lower = [token.lower() for token in tokens_alpha if token.lower() not in stop_words]\n\n# Calculate word frequencies\nword_frequencies = Counter(tokens_lower)<\/code><\/pre>\n\n\n\n<p>With the dataset in place, we began by preprocessing the text, removing unwanted characters and splitting it into individual words or tokens. We also removed tokens containing non-alphabet characters, such as numbers and punctuation marks.<\/p>\n\n\n\n<p>Next, we converted all tokens to lowercase and removed common stopwords using the `nltk` library, ensuring a clean list of tokens for further analysis. We then calculated the occurrences of each unique word in the list using Python&#8217;s `Counter` class from the `collections` module.<\/p>\n\n\n\n<p><strong>Filtering Uncommon Words with the `gwordlist` Datas<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\"># Define a threshold for uncommon words based on gwordlist rank\nuncommon_rank_threshold = 10000  # You can adjust this value according to your needs\n\n# Filter uncommon words \nuncommon_words = [(word, freq, gwordlist_rank.get(word, uncommon_rank_threshold + 1))\n                  for word, freq in word_frequencies.items()\n                  if gwordlist_rank.get(word, uncommon_rank_threshold + 1) &gt; uncommon_rank_threshold]<\/code><\/pre>\n\n\n\n<p>To determine the rarity of words in &#8220;City of Quartz,&#8221; we compared the words in the book against the `gwordlist` dataset. We defined a threshold for uncommon words based on the rank of words in the `gwordlist` dataset. If a word&#8217;s rank was higher than the threshold, it was considered uncommon.<\/p>\n\n\n\n<p><strong>Sorting and Printing the List<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\"># Sort the list of uncommon words by their rarity (gwordlist rank)\nuncommon_words_sorted = sorted(uncommon_words, key=lambda x: -x[2])\n\n# Print the list of most uncommon words and their frequencies in the book\nfor word, freq, rank in uncommon_words_sorted:\n    print(f\"{word} (Frequency: {freq}) - Rank: {rank}\")<\/code><\/pre>\n\n\n\n<p>Finally, we sorted the list of uncommon words by their frequency in the book and printed the most frequent, most uncommon words. This gave us an insight into the unique vocabulary used by Mike Davis in &#8220;City of Quartz.&#8221;<\/p>\n\n\n\n<p><strong>Results<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted scrollable-table\">zaitech (Frequency: 2) - Rank: 161242\nbrogued (Frequency: 1) - Rank: 155591\nalchemize (Frequency: 1) - Rank: 147303\nreindict (Frequency: 1) - Rank: 145838\nphoniest (Frequency: 1) - Rank: 145076\nunheroically (Frequency: 1) - Rank: 140097\nmindbending (Frequency: 1) - Rank: 139654\ncooptative (Frequency: 1) - Rank: 132787\ncarpetbagging (Frequency: 1) - Rank: 130357\npolemicize (Frequency: 1) - Rank: 126281\nreassemblage (Frequency: 1) - Rank: 124533\nvapidly (Frequency: 1) - Rank: 124468\nemblematize (Frequency: 2) - Rank: 122755\nunbeholden (Frequency: 1) - Rank: 122208\nquintupling (Frequency: 1) - Rank: 120877\nmonsignors (Frequency: 1) - Rank: 120514\nendower (Frequency: 1) - Rank: 118853\nvillify (Frequency: 1) - Rank: 118793\nredbaiting (Frequency: 1) - Rank: 118515\nspreadeagle (Frequency: 1) - 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Rank: 36018\nsecede (Frequency: 2) - Rank: 35972\ntinplate (Frequency: 1) - Rank: 35956\nindissoluble (Frequency: 1) - Rank: 35937\nflashback (Frequency: 2) - Rank: 35926\ncynically (Frequency: 1) - Rank: 35908\nluckless (Frequency: 1) - Rank: 35903\nfuror (Frequency: 2) - Rank: 35891\narchitecturally (Frequency: 1) - Rank: 35889\nhiked (Frequency: 1) - Rank: 35876\nseedy (Frequency: 1) - Rank: 35843\nlatched (Frequency: 1) - Rank: 35842\ngeopolitics (Frequency: 2) - Rank: 35829\ndemagogue (Frequency: 1) - Rank: 35810\nelectioneering (Frequency: 1) - Rank: 35730\nindict (Frequency: 1) - Rank: 35715\ncalumnies (Frequency: 1) - Rank: 35711\nreputedly (Frequency: 3) - Rank: 35706\ntechnocratic (Frequency: 1) - Rank: 35682\ndisenchanted (Frequency: 1) - Rank: 35680\nredistributive (Frequency: 1) - Rank: 35597\npreponderant (Frequency: 1) - Rank: 35574\nsmudge (Frequency: 1) - Rank: 35570\nimperium (Frequency: 1) - Rank: 35527\nsuperstar (Frequency: 1) - Rank: 35525\nsmearing (Frequency: 1) - Rank: 35504\nredolent (Frequency: 1) - Rank: 35493\nilliberal (Frequency: 1) - Rank: 35472\nuninvited (Frequency: 1) - Rank: 35464\nirreversibly (Frequency: 1) - Rank: 35444\ndisconsolate (Frequency: 1) - Rank: 35432\nshackled (Frequency: 1) - Rank: 35428\nunbreakable (Frequency: 1) - Rank: 35392\nurbane (Frequency: 1) - Rank: 35361\nepicenter (Frequency: 2) - Rank: 35348\nfurtively (Frequency: 1) - Rank: 35331\nabet (Frequency: 1) - Rank: 35308\nquicksand (Frequency: 1) - Rank: 35305\nfoothill (Frequency: 3) - Rank: 35294\nameliorated (Frequency: 1) - Rank: 35264\nindelibly (Frequency: 1) - Rank: 35236\ncrackdown (Frequency: 1) - Rank: 35225\nidyll (Frequency: 7) - Rank: 35217\nunspoiled (Frequency: 1) - Rank: 35211\nmoralizing (Frequency: 1) - Rank: 35196\nnightlife (Frequency: 1) - Rank: 35166\ninterfaith (Frequency: 1) - Rank: 35160\nitineraries (Frequency: 4) - Rank: 35152\npuritanical (Frequency: 1) - Rank: 35148\nmaligned (Frequency: 1) - Rank: 35136\nuncritically (Frequency: 1) - Rank: 35134\nflak (Frequency: 1) - Rank: 35113\nrevitalized (Frequency: 3) - Rank: 35084\ncronies (Frequency: 1) - Rank: 35061\nabating (Frequency: 1) - Rank: 35052\natrophied (Frequency: 1) - Rank: 35045\nbestseller (Frequency: 1) - Rank: 35025\nmesmerized (Frequency: 1) - Rank: 35012\nsleight (Frequency: 1) - Rank: 35004\nfuturistic (Frequency: 3) - Rank: 34987\nbivouac (Frequency: 1) - Rank: 34971\ntriage (Frequency: 2) - Rank: 34964\nhumbling (Frequency: 1) - Rank: 34940\nsubsidization (Frequency: 1) - Rank: 34931\nperestroika (Frequency: 1) - Rank: 34919\nrebuffed (Frequency: 1) - Rank: 34876\noutta (Frequency: 1) - Rank: 34846\nhoarded (Frequency: 1) - Rank: 34822<\/pre>\n\n\n\n<p>This experiment gives a glimpse on how computational methods can provide insights into the language and style of an author, enriching our understanding and appreciation of their work.<\/p>\n\n\n\n<p><em>Please note that the &#8220;we&#8221; in this article is me and a LLM who helped with the code generation and rewrote this post for clarity.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Recently, I finished reading &#8220;City of Quartz: Excavating the Future in Los Angeles&#8221; by Mike Davis. The book is an incredible journey through the history of Los Angeles, exploring its urban, social, and political landscapes. While diving into the story, I was struck by Davis&#8217; unique writing style and the sheer number of uncommon terms &#8230;<\/p>\n<p><a class=\"understrap-read-more-link button button-black\" href=\"https:\/\/jamez.it\/blog\/2023\/04\/15\/uncovering-uncommon-words-city-quartz-mike-davis\/\">Continue Reading &rarr;<\/a><\/p>\n","protected":false},"author":1,"featured_media":3489,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[78,91,10],"_links":{"self":[{"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/posts\/3469"}],"collection":[{"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/comments?post=3469"}],"version-history":[{"count":17,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/posts\/3469\/revisions"}],"predecessor-version":[{"id":3504,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/posts\/3469\/revisions\/3504"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/media\/3489"}],"wp:attachment":[{"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/media?parent=3469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/categories?post=3469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jamez.it\/blog\/wp-json\/wp\/v2\/tags?post=3469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}