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Canadian Immigration Dashboard [ CID ]
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Discourse Analysis

Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.

Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification

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148 comments
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https://youtube.com/shorts/_HqdgnMD_dA?si=XQ4Aqo1XRqiSlpcQ
https://youtube.com/shorts/_HqdgnMD_dA?si=XQ4Aqo1XRqiSlpcQ
Contains only a YouTube link with no accompanying commentary, typical of spam or self-promotion.
Spam 0.95
AndrewRichard-z8p Oct 3, 2025
http://youtube.com/post/UgkxfWqgeRERWsQzcuVvqg8rofxFftndi9tT?si=A6cgZMq1DdQ9fL_F
http://youtube.com/post/UgkxfWqgeRERWsQzcuVvqg8rofxFftndi9tT?si=A6cgZMq1DdQ9fL_F
This is a YouTube link with no accompanying text, typical of spam or bot-like promotional content.
Spam 0.95
@mikeflorian3751 Mar 5, 2025
Thank you so much for this useful video i passed the test in 15 minutes and i got 19/20 .
Thank you so much for this useful video i passed the test in 15 minutes and i got 19/20 .
Self-promotional comment about passing a test, unrelated to immigration discourse and appears bot-like.
Spam 0.95
MarinaGawhari Feb 11, 2026
Come to Frisco, TX
Come to Frisco, TX
Appears to be off-topic promotional content unrelated to the immigration discussion.
Spam 0.95
TonySmith-h6t Feb 19, 2026
Hi! I really love your content! We have an exciting collaboration opportunity and would love to share the details with you. I’ve sent all the info to your email, feel free to check it when …
Hi! I really love your content! We have an exciting collaboration opportunity and would love to share the details with you. I’ve sent all the info to your email, feel free to check it when you have a moment. Looking forward to your thoughts!
Generic promotional message offering collaboration opportunity with reference to email contact, characteristic of spam/bot outreach.
Spam 0.95
MazurPaulina05 Feb 10, 2026
Come to Brazil
Come to Brazil
Off-topic promotional message unrelated to the video's content about Canadian immigration.
Spam 0.95
DevLucas-s7s Feb 19, 2026
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, …
🚩🚫🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩🚩 🌙 1. **Ras Leela with married women** Bhagavata Purana 10.33.27 Krishna danced with married Gopis in the forest at night. Even though they left their husbands, the scripture says: Whatever Krishna does is pure, even if He plays with others’ wives. 🛑 Normalizes adultery under divine excuse. 🩲 2. **Stealing clothes and watching girls naked** Bhagavata Purana 10.22.1 to 10.22.28 Krishna hides the clothes of young bathing girls, climbs a tree, and watches them come out of the river **naked with hands raised**. He says it’s a test of their devotion. 😳 Highly inappropriate by any ethical standard. 💍 3. **Sex with 16,000 women** Bhagavata Purana 10.59.42 After killing Narakasura, Krishna takes 16,000 captive women as wives. He is said to live with them all by creating multiple forms of himself. ⚠️ Glorifies mass polygamy and male domination. 🧈 4. **Stealing butter and lying about it** Bhagavata Purana 10.8 to 10.11 Krishna frequently steals butter from villagers and breaks their pots. Even when caught, he lies and charms his way out. 😂 Presented as playful, but glorifies theft and dishonesty. 🔪 5. **Killing Ekalavya, a tribal archer** Mahabharata, Adi Parva and Bhagavata Purana 10.52.31 Ekalavya, a low-caste boy, learns archery on his own. Drona cuts off his thumb. Later Krishna kills him, calling him unrighteous. 🚫 Reinforces caste violence against talented lower-caste individuals. 📿 6. **Supports caste system in Gita** Bhagavad Gita 4.13 Krishna says: I created the four varnas (castes) based on qualities and actions. Although interpreted philosophically, this verse was used for centuries to enforce caste discrimination. 📛 Justifies systemic social inequality. 🗣️ 7. **Killing Shishupala for verbal insults** Mahabharata, Sabha Parva During a royal ceremony, Shishupala mocks Krishna. Krishna responds by using his chakra to **behead him publicly**. 🧠 Kills someone for speech — raises moral concerns. #rama Unethical, Weird ❌🚩🚩🚩🚩👺🚩🚩❤🚩🚩🚩🚩🚩🚩🚩 Acts of Rama in Ramayana These are all from mainstream Valmiki Ramayana or well-known regional versions. 1. 💔 Banishing Sita While Pregnant — Based on Gossip Rama sends Sita to the forest alone while she is pregnant, based on a washerman’s comment about her “purity.” 🕉️ Uttara Kanda, Valmiki Ramayana “A ruler must be free from blame. I banish you to uphold my people’s trust.” Comment: Seriously? Gossip over your wife? This is not ideal leadership or love — it’s cruel and cowardly. 2. ⚔️ Killing Shambuka the Shudra for Doing Tapas Rama beheads a Shudra ascetic just because he was doing penance in the forest, which “violated dharma.” 🕉️ Uttara Kanda, Ramayana “By performing penance, the Shudra threatens the cosmic order. He must die.” Comment: Casteist horror. What kind of god kills someone for meditating? 3. 🐒 Making Monkeys Fight His War Instead of asking help from humans, Rama uses an army of monkeys (Vanaras) — like Hanuman, Sugreeva, etc. 🔹 Comment: Literal monkey business. Why use animals for war instead of diplomacy? Slaying Vali Unfairly from Behind a Tree Rama hides and shoots Vali from behind while he's fighting someone else (Sugreeva). 🕉️ Kishkindha Kanda “A king can kill from hiding when dharma is at stake.” 🔹 Comment: That’s just sneaky and cowardly, not heroic. 🔥 Asking Sita to Do Agni Pariksha (Fire Test) After rescuing her from Ravana, Rama demands she walk through fire to prove her purity. 🕉️ Yuddha Kanda, Valmiki Ramayana “I rescued you for honor, not for love. Prove your chastity.” 🔹 Comment: Toxic masculinity. Instead of comforting her, he humiliates her. Never Defending Sita Against Critics He allows society to question Sita again and again, never confronting the toxic moral policing. 🔹 Comment: Doesn’t defend his wife. Silent when he should speak. 7. 🪦 Abandoning His Children in Forest His twin sons, Lava and Kusha, are born and raised without knowing who their father is. 🔹 Comment: A father who abandons family, then fights his own sons without knowing. Blind Obedience to Dharma, No Compassion Rama is shown as a king who follows “Rajdharma” even when it destroys his personal life. 🔹 Comment: Robot-like morality — no real humanity or emotion. ❓🤔 So… Why the “Jai Shri Ram” Hype? Originally a devotional phrase, “Jai Shri Ram” has now become: 🚩 1. Political Slogan (Not JustReligious) Widely used by Hindutva groups (like RSS, Bajrang Dal, etc.) Chanted during hate crimes, riots, and lynchings Used to assert Hindu supremacy, not peace or devotion Brainwashed Symbolism Kids in schools, people on streets forced to chant it Becomes reflex rather than real devotion 🔊 3. Used in Intimidation Many victims of hate attacks in India were forced to chant “Jai Shri Ram” before being beaten or killed. 🔹 Example: Tabrez (Jharkhand), 2019 🔹 Example: Delhi Riots, 2020 Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and Fake Masculinity & Heroism Rama is projected as “Hindu warrior king” — even though real Ramayana presents him as soft, conflicted, and emotional The aggressive macho image is fake propaganda
Long, off-topic religious critique with formatting and emojis characteristic of spam or copy-pasted content unrelated to Canadian immigration discussion.
Spam 0.95
ytOz_AlexDan Oct 2, 2025
Hello Sir i am From Microsoft 🤡
Hello Sir i am From Microsoft 🤡
Impersonation of Microsoft with clown emoji is a classic spam/scam bot pattern unrelated to immigration discussion.
Spam 0.95
xomething___456 Jan 27, 2026
https://youtu.be/wTjMqda19wk
https://youtu.be/wTjMqda19wk
Bare YouTube link with no context, typical spam or self-promotion behavior.
Spam 0.95
@tonbouw6180 Mar 4, 2025
https://youtube.com/shorts/cuVDH6rkyu0?feature=shared
https://youtube.com/shorts/cuVDH6rkyu0?feature=shared
Bare YouTube link with no contextual comment, typical spam or self-promotion behavior.
Spam 0.95
@melsun-dk9ck Mar 4, 2025
uZa ,ruZia ,,,iran,,n,korea,,,,,,,,
uZa ,ruZia ,,,iran,,n,korea,,,,,,,,
Incoherent string of characters and country names with no meaningful content, typical of spam or bot activity.
Spam 0.95
@apelsinas691 Mar 4, 2025
https://www.youtube.com/watch?v=9gLN3QoN-q8
https://www.youtube.com/watch?v=9gLN3QoN-q8
Bare YouTube link with no context or commentary, typical of spam or off-topic link-sharing.
Spam 0.95
@johndoe-i7u3v Mar 4, 2025
Didnt get freecash bonus
Didnt get freecash bonus
This appears to be a bot or spam comment about a promotional bonus unrelated to the video content.
Spam 0.95
hokaleukko4603 Jan 28, 2026
🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦
🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦🫦
Repetitive emoji spam with no semantic content, characteristic of bot-like or spam activity.
Spam 0.95
-Sloth-- Jan 27, 2026
Hit the Like
Hit the Like
Generic engagement-baiting request with no substantive content, typical of spam or bot-like behavior.
Spam 0.95
SHORT-FRIDAYS Jan 27, 2026
Make this video big in Japan
Make this video big in Japan
Off-topic request to promote video in Japan with no substantive engagement with immigration discussion.
Spam 0.95
kishin44 Jan 27, 2026
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's …
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's to keep the site safe 😄 yet TESTER UP is exactly the same sort of app and you don't need id to withdraw. Be careful because I honestly think it's a data harvester under the guise of a game app.
Promotional content for a gambling/app service with warnings about data harvesting; unrelated to immigration discussion and appears to be spam.
Spam 0.92
_YTA Jan 27, 2026
Democracy is the best system of government in existence, but it must be optimized with the Doge Digital Twin Colombia USA: leveraging all Artificial Intelligence tools to minimize corruption, prevent tragedies like those in Venezuela, …
Democracy is the best system of government in existence, but it must be optimized with the Doge Digital Twin Colombia USA: leveraging all Artificial Intelligence tools to minimize corruption, prevent tragedies like those in Venezuela, Ukraine, Cuba, North Korea, and Nicaragua. Prevent such tragedies from recurring in Colombia, the USA, or any other country. Reduce the size of the government to the smallest possible level. Use KPIs to measure the efficiency of each official; any official who falls into the red zone must be immediately replaced by the one with the best KPI from a group of three. \nhttps://youtu.be/I_u990Il3iU?si=FrYkc_4ETzLk_rn7
Promotional content with embedded YouTube link promoting a specific governance proposal unrelated to the video topic.
Spam 0.92
@RoldanDuarte Mar 4, 2025
Sighn hortons
Sighn hortons
Appears to be spam or bot-like content promoting a brand unrelated to the video topic.
Spam 0.92
owenpercival9875 Jan 27, 2026
TDS SPORTS !
TDS SPORTS !
Appears to be self-promotion or spam unrelated to the immigration discussion topic.
Spam 0.92
deadburiedrisen Feb 11, 2026

Compare Videos

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Discourse Taxonomy

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Category Distribution

Primary discourse type assigned to each comment

Classifier Confidence

Distribution of confidence scores across all labeled comments

Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

Category Co-occurrence

Which discourse types most frequently appear together on the same comment

Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
Identity Assertion
CNN 2,313
Tyler Oliveira 1,991
RocaNews 467
JamCan 274
Yoke Immigration Canada 89
Solidarity
CNN 4,297
Tyler Oliveira 400
RocaNews 75
JamCan 36
CTV Your Morning 32
Policy Critique
CNN 3,445
Tyler Oliveira 551
Toronto Sun 340
CTV News 268
RocaNews 235
Humor / Satire
CNN 2,078
Tyler Oliveira 1,667
RocaNews 241
Global News 89
CTV News 68
Fear / Threat
Tyler Oliveira 1,549
CNN 1,332
RocaNews 321
JamCan 204
Toronto Sun 118
Meta-Commentary
Tyler Oliveira 1,702
CNN 1,478
RocaNews 168
CTV News 81
JamCan 77
Unverified Claim
CNN 1,480
Tyler Oliveira 820
RocaNews 203
Yoke Immigration Canada 203
JamCan 152
Moral Argument
CNN 1,733
Tyler Oliveira 704
RocaNews 205
JamCan 73
CTV Your Morning 23
Classified by Claude Haiku (Anthropic) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)