Linguistics and Translation: Records and Anti-records
Updated: Sep 13

š£ļøš¬ 50 Records & 50 Anti-Records: The Beautiful Complexity of Human Language, and the Silence of Extinction!
Welcome, aiwa-ai.com linguists, polyglots, and cultural preservationists! Language is the ultimate human technology. It is the invisible, structural framework upon which all history, science, emotion, and societal organization are built. From the mesmerizing complexity of a 70-letter Turkish word to the mathematical brilliance of instantaneous machine translation, the study of language reveals the absolute limitless capacity of the human mind.
But our global linguistic heritage is facing a catastrophic, silent apocalypse. For every triumphant language revival, there is a devastating "anti-record"āan ancient indigenous dialect going extinct, an AI translation model fundamentally erasing cultural nuance, or a government aggressively weaponizing language to oppress minorities.
Join us as we explore 50 remarkable records, phonetic marvels, and translation triumphs, balanced directly against 50 sobering anti-records, language extinctions, and communication breakdownsĀ that illuminate the spectacular beauty and terrifying fragility of the spoken word!
š§ Brief Summary: The Script for Cognitive Diversity
The operational architecture of human communication is a profound intersection of ancient cultural evolution and brutal modern homogenization. Linguisticsāhistorically the slow study of isolated, shifting dialectsāhas transitioned into a hyper-accelerated, trillion-dollar matrix of Natural Language Processing (NLP), algorithmic translation, and English-language hegemony. The spoken word in 2026 acts as both an identity marker and an economic barrier. From the undeniable reality that the Universal Declaration of Human RightsĀ has been translated into 564 languages, to the grim truth that one distinct human language mathematically goes permanently extinct every 14 days, this analysis provides a visionary roadmap. As these dynamics transition global communication toward a flattened, AI-generated monoculture, the "Script That Will Save People" ensures this knowledge democratizes native-tongue education, systematically eliminates the algorithmic bias against minority dialects, and fiercely protects the ancient oral traditions that hold the biological secrets of the natural world.
š” AIWA-AI Perspective: Engineering the Polyglot Future
"Language is the absolute foundational algorithm of human thought and cultural sovereignty; when global communication is monopolized by a single dominant tongue (English) while 3,000 indigenous languages are allowed to quietly die out, the systemic harm manifests as the total erasure of ancient ecological knowledge, massive educational inequality for non-native speakers, and the algorithmic silencing of marginalized voices. Historically, 'winning' in linguistics meant forcing a conquered people to speak the language of the empire. This is exactly where the 'Script That Will Save People' rewrites the architecture of global dialogue. Under 'The Humanity Scenario: Protecting Our Essence,' technology absolutely must not be deployed to build a dystopian future where AI translation models only understand Western syntax, nor to utilize 'standardized' language tests to legally discriminate against immigrants and minorities. Instead, the raw power of linguistic tech must be aggressively utilized as the ultimate, democratizing engine for radical language preservation, flawless real-time cross-cultural interpretation, and the mass funding of mother-tongue literacy programs. It is a script that uses data to empirically prove that a child educated in their native dialect for the first 5 years mathematically achieves vastly higher lifetime cognitive and economic success than a child forced to learn in a foreign colonial language. The visionary linguists, ethical AI developers, and indigenous elders championing this movement are not just recording words; they are actively architecting a profoundly fairer, deeply expressive, and radically diverse global civilization where every single human voice is mathematically preserved and understood."
Quick Navigation: The Ledger of the Spoken Word
I.Ā š Diversity, Speakers & Ancient Scripts (Records & Anti-Records)
II.Ā š£ļø Grammatical Marvels & Unique Sounds (Records & Anti-Records)
III.Ā š¬ The Art of Translation & Interpretation (Records & Anti-Records)
IV.Ā š” Language Tech & The Digital Age (Records & Anti-Records)
V.Ā š« Extinction, Oppression & The Loss of Words (Records & Anti-Records)
Here is your comprehensive, data-driven analysis of the peaks and terrifying valleys of global linguistics and translation.
I. š Diversity, Speakers & Ancient Scripts
The vast array of human expression, and the texts that survived.
⨠10 Marvels & Records:
1. Most Multilingual Country:Ā Papua New Guinea is the absolute apex of human linguistic diversity, mathematically packing 840 distinct living languages into a single island nation.
2. Most Native Speakers:Ā Mandarin Chinese dominates the globe demographically, spoken natively by a staggering 939 million human beings.
3. Most Non-Native Speakers:Ā English serves as the ultimate global operating system, spoken by over 1.12 billion people as a second language.
4. Oldest Written Language:Ā Sumerian cuneiform, pressed into clay tablets around 3400 BCE, represents humanityās very first successful attempt to mathematically encode thought into physical permanence.
5. Oldest Continuous Script:Ā Chinese characters are a marvel of unbroken cultural continuity, remaining in active, continuous use for over 3,200 years.
6. Most Translated Document:Ā The Universal Declaration of Human RightsĀ has been painstakingly translated into 564 languages, mathematically guaranteeing its message reaches the global population.
7. Largest Language Family (Diversity):Ā The Niger-Congo language family is a vibrant, sprawling web containing an incredible 1,542 distinct languages across Africa.
8. Largest Language Family (Speakers):Ā The Indo-European family mathematically dominates the globe; roughly 46% of the entire human population (3.2 billion people) speaks one of its descendant languages.
9. Most Isolated Language:Ā Basque (Euskara) is a profound linguistic mystery; it has 750,000 speakers but zero mathematically proven relationship to any other living language on Earth.
10. Shortest Alphabet:Ā The Rotokas alphabet (Papua New Guinea) is a masterpiece of minimalist efficiency, requiring only 12 letters to flawlessly represent its entire spoken language.
š© 10 Frustrations & Anti-Records:
11. The Extinction Rate:Ā The ultimate linguistic anti-record: linguists mathematically calculate that one unique human language permanently dies and goes extinct every 14 days.
12. Highest Endangerment (Country):Ā India currently holds the tragic record of possessing 197 languages that are mathematically classified as highly endangered and facing imminent extinction.
13. Most "Dormant" Languages:Ā Up to 1,000 languages globally are mathematically "dormant"āmeaning they have absolutely zero living native speakers left, though fragments exist in archives.
14. Worst Legacy of Colonialism:Ā In California alone, violent 19th-century colonial policies mathematically eradicated over 50% of the 100 original indigenous languages spoken there.
15. Most Endemic Sign Language Loss:Ā Over 40 unique village sign languages globally are mathematically dying out because deaf children are now heavily centralized into standardized national deaf schools.
16. The "Language Graveyard":Ā Ancient Anatolia (modern Turkey) was once home to 10 distinct, vibrant language families; today, 100% of those original ancient languages are mathematically extinct.
17. Lowest Intergenerational Transfer:Ā A terrifying mathematical indicator of death: for over 3,000 languages currently spoken, less than 30% of parents are actually teaching the language to their children.
18. Fewest Remaining Speakers:Ā Dozens of languages (like Patwin in California) are mathematically hanging by a thread, kept alive by literally 1 or 2 remaining elderly speakers.
19. Most Languages Lacking an Alphabet:Ā Over 3,000 living human languages (nearly 50% of the global total) mathematically lack any standardized written form or alphabet.
20. The "Uncounted" Crisis:Ā In many African national censuses, over 50% of actual spoken regional languages are mathematically ignored and uncounted, making them ineligible for state education funding.
II. š£ļø Grammatical Marvels & Unique Sounds
The brilliant architecture of grammar, and the hardest languages to learn.
⨠10 Marvels & Records:
21. Most Grammatical Cases:Ā The Tsez language (Russia) is a masterclass in specificity, mathematically utilizing 64 distinct noun cases to describe exact spatial relationships.
22. Most Consonants: The !Xóõ language (Botswana/Namibia) commands an incredibly complex phonetic inventory, featuring an astonishing 164 distinct consonants, including dozens of clicks.
23. Fewest Vowels:Ā The Ubykh language (extinct 1992) and modern Abkhaz operate with brutal mathematical efficiency, relying on as few as 2 distinct vowel sounds.
24. Most Tones:Ā Certain dialects of the Kam-Sui language family (China) require absolute perfect pitch, mathematically utilizing up to 15 distinct vocal tones to differentiate meaning.
25. Longest Agglutinative Word:Ā Turkish allows for infinite mathematical word-building; the 70-letter word MuvaffakiyetsizleÅtiricileÅtiriveremeyebileceklerimizdenmiÅsinizcesineĀ translates to "As though you are from those whom we may not be able to easily make into a maker of unsuccessful ones."
26. Most Efficient Writing System:Ā The Korean HangulĀ alphabet was deliberately, scientifically engineered in 1443 to be so mathematically logical that a peasant could learn to read in a single morning.
27. Rarest Speech Sound:Ā The voiceless bilabially post-trilled dental consonant [tĢŖŹĢ„] is a phonetic anomaly, existing mathematically in less than 0.1% of all human languages.
28. Most Complex Pronouns:Ā The Daly languages of Australia utilize a mathematically exhausting pronoun system that explicitly encodes singular, dual, trial, plural, and whether the listener is included or excluded.
29. Most Onomatopoeic Language:Ā Japanese relies heavily on mimetics, containing over 1,500 highly specific words that mathematically mimic exact sounds, textures, and psychological states.
30. Most Free Word Order:Ā The Warlpiri language (Australia) mathematically untethers syntax; because every noun is so heavily case-marked, words can be spoken in almost any physical order without losing meaning.
š© 10 Frustrations & Anti-Records:
31. Most Irregular Verbs:Ā English is a terrifying, illogical nightmare for second-language learners, burdened with over 200 mathematically unpredictable, irregular verbs.
32. Highest Homophone Confusion:Ā Because Standard Chinese relies on a very limited number of distinct syllables, it mathematically contains thousands of identical-sounding words, making speech impossible to understand without tonal context.
33. Most "Untranslatable" Humor:Ā Linguists mathematically estimate that 80% of all localized humor based on cultural wordplay is completely destroyed and rendered unfunny when translated into a different language.
34. Worst Orthographic Depth:Ā English spelling is mathematically broken; the letters "ough" can be pronounced in 8 entirely different ways (through, tough, dough, cough, thought, bough, hiccough, lough), defying all logic.
35. Most Complex "False Friends":Ā Spanish and Portuguese share 89% lexical similarity, but mathematically contain hundreds of "false friends" (words that sound identical but mean wildly different things), constantly causing diplomatic embarrassments.
36. Highest "Linguistic Anxiety":Ā Speakers of heavily stigmatized regional dialects mathematically report a 50% spike in clinical anxiety when forced to speak the "standard" prestige dialect in job interviews.
37. Most Difficult Concept to Translate:Ā Sarcasm in ancient texts (like 2,400-year-old Greek comedies) is mathematically impossible to verify; translators are completely guessing whether the author was being serious or ironic.
38. The "Loss of Meaning":Ā In many indigenous languages, a single word can encapsulate an entire complex ecological relationship; translating it into English mathematically requires a full paragraph, losing its poetic efficiency.
39. Worst Impact of "Language Shame":Ā A horrific legacy of colonialism: 80% of indigenous elders mathematically refuse to speak their native language to their grandchildren because they were physically beaten for speaking it in school.
40. Most Restrictive "Gendered" Languages:Ā Languages that mathematically force every single noun and adjective to be strictly masculine or feminine create massive, frustrating grammatical hurdles for non-binary individuals and translation software.
III. š¬ The Art of Translation & Interpretation
Bridging the gap, and the diplomatic disasters of mistranslation.
⨠10 Marvels & Records:
41. Oldest Translation Evidence:Ā Bilingual clay tablets from Syria (c. 2300 BCE) mathematically prove that humans have been actively translating Sumerian into Eblaite for over 4,000 years.
42. Largest Translation Project:Ā The EU operates a massive linguistic machine; the Acquis CommunautaireĀ involves perfectly, legally translating 170,000 pages of law into 24 distinct official languages.
43. Fastest Bestseller Translation:Ā The German translation of Harry Potter and the Deathly HallowsĀ was miraculously completed, edited, and published a mere 98 days after the English original dropped.
44. Most Simultaneous Interpreters:Ā The UN General Assembly flawlessly coordinates massive teams of interpreters to mathematically deliver real-time, live audio translation across 6 official languages simultaneously.
45. Most Prolific Literary Translator:Ā Constance Garnett almost single-handedly brought Russian literature to the West, mathematically translating 70 massive volumes of Tolstoy, Dostoevsky, and Chekhov into English.
46. Largest Volunteer Translation Network:Ā Translators Without BordersĀ utilizes a brilliant network of 100,000 volunteers who have mathematically translated over 100 million words for global crisis-relief NGOs.
47. Most Complex Legal Translation:Ā The European GDPR is a masterpiece of legal linguistics, mathematically ensuring that the exact same stringent privacy laws mean the exact same thing across 24 different languages.
48. Longest Linguistic Fieldwork:Ā Kenneth L. Pike lived with and studied the Mixtec people in Mexico for over 40 continuous years, demonstrating unparalleled dedication to understanding a single language family.
49. First Real-Time Voice Translation:Ā The release of integrated smart earbuds (like Google Pixel Buds) in 2017 mathematically brought the sci-fi "Babel Fish" to life, offering near real-time audio translation for 40 languages.
50. Highest Cognitive Load (Interpreters):Ā Simultaneous UN interpreters perform mathematical miracles of neuroscience, actively listening, translating, and speaking at 200 words per minute for hours without breaking focus.
š© 10 Frustrations & Anti-Records:
51. Most Costly Medical Mistranslation:Ā In 1980, the Spanish word "intoxicado" (nauseous) was tragically mistranslated by a doctor as "intoxicated" (on drugs); Willie Ramirez received the wrong treatment, became a quadriplegic, and the hospital paid a $71 million malpractice settlement.
52. Worst Diplomatic Translation Blunder:Ā During the Cold War (1956), Soviet Premier Khrushchevās idiom was mistranslated as "We will bury you" in English, mathematically escalating global nuclear tensions for decades.
53. Largest "Translation Gap":Ā An unacceptable global inequality: 50% of all internet websites are written in English, yet mathematically, only 20% of the global population can actually read English.
54. Highest Rate of "Lost" Nuance:Ā Because automated tools cannot read the room, machine translation mathematically fails to correctly interpret cultural idioms or sarcasm in 80% of specific contexts.
55. Worst AI Mistranslation Arrest:Ā In 2017, Facebookās AI auto-translator mathematically butchered an Arabic post saying "good morning," translating it into Hebrew as "attack them," resulting in a Palestinian man being wrongly arrested by Israeli police.
56. Most Exploitative Translation Rates:Ā Desperate freelance translators on global gig-economy platforms are frequently, mathematically exploited, forced to accept insulting rates as low as $0.01 per translated word.
57. Highest Asylum Rejection Rate (Language):Ā Studies prove that up to 30% of rejected asylum seekers mathematically fail their interviews simply because governments provide them with incompetent, untrained legal interpreters.
58. Worst Crisis Communication Failure:Ā During the 2014 Ebola outbreak, global NGOs mathematically failed to translate life-saving sanitary instructions into local African dialects (like Kissi), severely accelerating the spread of the deadly virus.
59. Most Backlogged Court System:Ā The International Criminal Court (ICC) mathematically suffers from agonizing, year-long trial delays simply because they cannot find enough qualified people to translate millions of pages of war-crime evidence from obscure regional dialects.
60. The "Untranslatable" Delay:Ā Highly complex treaties (like the Treaty of Versailles) contain deliberate, nuanced ambiguities that, when translated into French and German, mathematically caused decades of conflicting legal interpretations.
IV. š” Language Tech & The Digital Age
The AI revolution, apps, and the dominance of English.
⨠10 Marvels & Records:
61. Most Popular Language App:Ā Duolingo has mathematically gamified language learning, boasting over 88 million active monthly users engaged in micro-learning across 40 distinct languages.
62. Most Successful Language Revival:Ā Modern Hebrew achieved a mathematical miracle; transitioning from a strictly ancient, liturgical text into a vibrant, living language spoken natively by 5 million people today.
63. Largest Digitized Corpus:Ā Google Books scanned and mathematically indexed over 800 billion words from 8 million books, giving linguists the ultimate tool (Ngram) to track how human vocabulary changes over centuries.
64. Most Advanced NLP AI:Ā OpenAIās GPT-4 and Google's Gemini mathematically broke the Turing Test barrier, seamlessly processing, translating, and generating human-level syntax across dozens of languages instantly.
65. Most Comprehensive Dictionary:Ā The Oxford English Dictionary is an absolute monolith of research, mathematically documenting the history and evolution of over 615,100 distinct word forms.
66. Most Widespread Online Dictionary:Ā Wiktionary relies on massive crowdsourcing to mathematically map the globe, currently maintaining active translation entries for over 190 different languages.
67. Largest Archive of Endangered Audio:Ā ELAR (at SOAS in London) securely hosts over 10,000 hours of irreplaceable audio recordings, mathematically preserving the exact pronunciation of hundreds of dying languages.
68. Best Public Funding for Revival:Ā The Canadian government mathematically prioritized indigenous healing by allocating $600 million over 5 years explicitly to revive and digitize First Nations languages.
69. First AI-Deciphered Script:Ā Machine learning algorithms are now mathematically scanning ancient, damaged clay tablets and successfully predicting the missing cuneiform words with 90% accuracy.
70. The "Unicode" Standard:Ā The mathematical brilliance of the Unicode Consortium ensures that virtually every computer on Earth can perfectly render everything from the Latin alphabet to ancient Egyptian Hieroglyphs and modern emojis.
š© 10 Frustrations & Anti-Records:
71. Worst Algorithmic Bias (NLP):Ā Because 90% of the internet's text data is in English, powerful AI models like ChatGPT mathematically perform drastically worse and hallucinate more frequently when forced to operate in African or Asian languages.
72. Most Significant "Language Barrier" in Science:Ā Because English holds an absolute monopoly on elite academic publishing, brilliant researchers from the Global South are mathematically ignored and rejected simply because of minor grammatical errors.
73. Highest "Linguistic Imperialism":Ā The relentless, mathematical dominance of English on the internet is actively suppressing the growth of regional digital content, forcing a global cultural homogenization.
74. Worst Gender Bias in Machine Translation:Ā AI translation models mathematically absorb historical human sexism; they routinely, automatically translate gender-neutral pronouns (like in Turkish) into "He is a doctor" and "She is a nurse."
75. Most Languages Excluded from AI:Ā Over 6,000 human languages are mathematically classified as "low-resource" (lacking digital data); therefore, Silicon Valley AI companies completely ignore them, permanently locking them out of the AI revolution.
76. The "Digital Divide" in Revival:Ā You cannot save a language with an app if the tribe has no internet; a terrifying mathematical lack of broadband access prevents hundreds of indigenous communities from accessing digital preservation tools.
77. Highest Piracy Rate for Translations:Ā Literary translators for niche languages frequently see their hard work mathematically stolen; for every legal book sold, 10 pirated PDFs are instantly distributed online.
78. Most Damaging Social Media Impact:Ā Platforms like Facebook mathematically failed to hire content moderators who spoke the local dialects of Myanmar, allowing hate speech to spread virally and contribute directly to a genocide.
79. Worst "Brain Drain" in Linguistics:Ā Developing nations mathematically lose up to 50% of their highly trained, multilingual translators and professors to massive tech companies in California who can pay triple the salary.
80. The Extinction of Linguistic Nuance:Ā As humans increasingly rely entirely on AI to write emails and translate texts, linguists fear we will mathematically lose our capacity for complex, emotional, and highly idiosyncratic human expression.
V. š« Extinction, Oppression & The Loss of Words
Discrimination, forced assimilation, and the silence of lost cultures.
⨠10 Marvels & Records:
(Note: In the context of oppression, "marvels" are the movements fighting against it).
81. Best Community-Led Revival:Ā The Wampanoag people executed a mathematical miracle; utilizing 17th-century colonial documents, they successfully revived a language that had zero living speakers, creating a new generation of fluent native children.
82. Most Official Languages (India):Ā India mathematically recognizes and fiercely protects 22 scheduled languages in its constitution, managing a vibrant, hyper-complex multilingual democracy.
83. Most Official Languages (South Africa):Ā South Africa officially recognizes 12 languages, highly progressing human rights by recently officially adding South African Sign Language to the national constitution.
84. Largest Decolonization of Language:Ā The UN declaration of the "International Decade of Indigenous Languages" (2022-2032) mathematically mobilized millions of dollars in global funding to halt the extinction crisis.
85. Most Successful Legal Defense of Language:Ā The Welsh Language Act legally forced the UK government to treat Welsh and English with absolute mathematical equality in all public sector communications in Wales.
86. Best Protection of Sign Language:Ā New Zealand legally recognized NZ Sign Language as an official state language in 2006, ensuring mathematical equality in courtrooms and hospitals for the deaf community.
87. Most Empowering Polyglot Movement:Ā Social media has created a massive, decentralized global community of polyglots who mathematically prove that adults of any age can achieve fluency in multiple languages.
88. Best Repatriation of Audio Archives:Ā Western universities are finally, ethically returning thousands of hours of digitized, 1950s audio recordings of indigenous languages back to the tribes that actually own them.
89. Most Innovative Use of Tech for Preservation:Ā Communities are now using VR (Virtual Reality) to build immersive environments where younger generations can learn dying indigenous languages by interacting with digital avatars of their elders.
90. The Survival of Basque:Ā Despite centuries of brutal suppression by surrounding empires and fascist dictatorships, the Basque language mathematically, miraculously survived, spoken proudly by 750,000 people today.
š© 10 Frustrations & Anti-Records:
91. Worst "Linguistic Profiling":Ā Studies mathematically prove that employers listening to a voice recording of a candidate with an African-American or regional Southern accent are 30% less likely to call them back for a job interview.
92. Most Destructive Assimilation Policy:Ā The US and Canada mathematically operated brutal "Boarding Schools" for a century, physically punishing and beating hundreds of thousands of indigenous children simply for speaking their native tongues.
93. Highest Rate of "Silent Exclusion":Ā In Sub-Saharan Africa, over 50% of children are mathematically forced to take math and science tests in French or English (languages they don't speak at home), guaranteeing massive national failure rates.
94. Worst State Imprisonment of Writers:Ā Authoritarian regimes currently hold the terrifying anti-record of imprisoning hundreds of poets, authors, and journalists annually simply for using language to criticize the state.
95. Most Aggressive "Language Purification":Ā In the 20th century, the Turkish government mathematically banned and scrubbed thousands of Arabic and Persian loanwords from the dictionary, artificially creating a generational communication gap.
96. Worst Lack of Legal Translation:Ā The US justice system mathematically fails its citizens; an estimated 25 million people with Limited English Proficiency are routinely denied fair trials because courts refuse to pay for competent translators.
97. Most Excluded Languages in Publishing:Ā An elitist mathematical reality: less than 1% of all books translated and published in the US and UK are translated from African or South Asian languages.
98. Highest "Opportunity Cost" of Monolingualism:Ā Studies mathematically estimate that the UKās stubborn refusal to teach foreign languages in schools costs the national economy a staggering Ā£48 billion annually in lost international trade.
99. Worst Representation of Dialects:Ā Mainstream news anchors and television media in Latin America mathematically demand "neutral" Spanish, actively suppressing and stigmatizing the rich, diverse regional dialects of the working class.
100. The Ultimate Anti-Record (The Silent Death):Ā The terrifying, silent mathematical reality that when the last speaker of an unrecorded language dies today, humanity permanently loses 10,000 years of unique philosophical thought, medicinal knowledge, and cultural history that can never, ever be recovered.
š¬ Your Turn: Join the Discussion!
Language is the lens through which we view reality. We want your unvarnished truth!
Which of these incredible linguistic marvels or terrifying "anti-records" absolutely changed how you view the words you speak every day?
Do you philosophically believe that governments should spend millions of taxpayer dollars to artificially revive ancient languages, or should we just let them naturally die out?
Have you ever personally experienced "linguistic profiling" (being judged or denied an opportunity simply because of your accent)?
What is your absolute favorite "untranslatable" word from a foreign language?
If you had dictatorial power to instantly eliminate one linguistic "anti-record" (like the extinction crisis, translation pay gaps, or AI bias) from the Earth forever, what would it be?
Share your polyglot triumphs, language frustrations, and cultural perspectives in the comments below! š
š Terms & Conditions
ā¹ļø For Informational Purposes Only: This post is for general informational, sociological, and anthropological analysis, aligned with the educational mission of the AIWA-AI portal. It does not constitute professional linguistic certification or legal translation advice.
š Due Diligence Required: Global statistics regarding language endangerment, machine translation accuracy (BLEU scores), and historical linguistics are highly complex, deeply debated by academics, and constantly shifting.
š« No Endorsement: This analysis does not constitute an official corporate endorsement of any specific translation software (e.g., Google Translate), language learning app (e.g., Duolingo), or geopolitical language policy by aiwa-ai.com.

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