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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 156 of 1230
They seem to all be linked to Indians! Existing fraudsters and new coming fraudsters!!!!
They seem to all be linked to Indians! Existing fraudsters and new coming fraudsters!!!!
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.1352073
Threat0.011379151
Severe Toxicity0.02425631
Moderate 0.54325575 Low Con 0.145 Identity Attack Insult Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Guys talking about Africans like it’s not white people that are destroying the world
Guys talking about Africans like it’s not white people that are destroying the world
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.36798462
Profanity0.22673377
Threat0.0824309
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.222 Identity Attack Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
ALL PUNJABI HAS TI BE DEPORTED..SHAME FOR OTHER INDIANS WHO WORK HARD AND PAY TAXES AND ABIDE THE RULES ….SHAME FUL PEOPLE..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54996765
Insult0.5678696
Profanity0.29456177
Threat0.33609006
Severe Toxicity0.35368225
Moderate 0.54325575 Moderate Con 0.331 Identity Attack Insult Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
please mr minister of canada,deport all of these nasty people
please mr minister of canada,deport all of these nasty people
Inside Canada's Indian Invasion... · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.17459276
Insult0.57566804
Profanity0.12374964
Threat0.12996206
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.202 Insult Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Just one quistion, How many native american killed by white people ?( ur fathers and grand fathers) JUST NATIVE AMERICANS NOT AFRICANS AND OTHERS.
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.3416952
Profanity0.12639372
Threat0.32350776
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.373 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.27914262
Insult0.5543018
Profanity0.078378424
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.15 Insult Humor_Satire
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
👏👏👏Well Done Pedo-‘fle’ Canada🇨🇦. You build a country, a nation, the blood, sweat, and tears…. Only to just hand it all off on a plate to (🇵🇰🇧🇩🇮🇳). Absolute Degeneracy, and an utter Disgrace. 🤮🤮🤮🤮👎👎👎👎
👏👏👏Well Done Pedo-‘fle’ Canada🇨🇦. You build a country, a nation, the blood, sweat, and tears…. Only to just hand it all off on a plate to (🇵🇰🇧🇩🇮🇳). Absolute Degeneracy, and an utter Disgrace. 🤮🤮🤮🤮👎👎👎👎
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.5130944
Profanity0.19770569
Threat0.061412923
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.266 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking …
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking people.
IRCC Names India in Study Permit Fraud | … · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.57554024
Insult0.5208188
Profanity0.22693542
Threat0.019055385
Severe Toxicity0.104393706
Moderate 0.54325575 Constructive 0.581 Identity Attack Insult
Nov 19, 2025 2 likes IRCC Names India in Study …
Canada safe country until you see your rival who killed your goat
Canada safe country until you see your rival who killed your goat
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.105256535
Insult0.46173862
Profanity0.2659008
Threat0.5195707
Severe Toxicity0.044870634
Moderate 0.54325575 Low Con 0.235 Threat
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.029144434
Insult0.6261769
Profanity0.2424468
Threat0.0091524795
Severe Toxicity0.017610285
Moderate 0.54325575 Moderate Con 0.323 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.40243408
Profanity0.64657205
Threat0.009722093
Severe Toxicity0.024960563
Moderate 0.54325575 Constructive 0.517 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
They have destroyed their country and migrating all over the world. Illegal stuffs and scammers. They’re like Muslims, they don’t integrate but rather always want to change the country where they go to.Although they’re some …
They have destroyed their country and migrating all over the world. Illegal stuffs and scammers. They’re like Muslims, they don’t integrate but rather always want to change the country where they go to.Although they’re some decent ones
Inside Canada's Indian Invasion... · 232: Cluster #231
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.47384647
Profanity0.22552395
Threat0.026652548
Severe Toxicity0.09912638
Moderate 0.54325575 Moderate Con 0.324 Identity Attack Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
This guy Tyler is so comfortable with the Africans hate. What you mean Africans have low IQ. Africans are in the top job offices lol, ironically says a lot about your IQ. It’s 2026,get informed …
This guy Tyler is so comfortable with the Africans hate. What you mean Africans have low IQ. Africans are in the top job offices lol, ironically says a lot about your IQ. It’s 2026,get informed dummy
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.22321637
Threat0.011482717
Severe Toxicity0.02449106
Moderate 0.54325575 Low Con 0.211 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Stop letting people in from Buttfuckistan who just want to import their incompatible culture and import people from nation’s with similar values instead. No Canadian would be having this anger if it was millions of …
Stop letting people in from Buttfuckistan who just want to import their incompatible culture and import people from nation’s with similar values instead. No Canadian would be having this anger if it was millions of Koreans or Italians… people who actually build nice things instead of slums.
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.46614665
Insult0.5130944
Profanity0.4193644
Threat0.010421164
Severe Toxicity0.15179962
Moderate 0.54325575 Low Con 0.29 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Why are you talking to that traitor to Alberta. Ugh
Why are you talking to that traitor to Alberta. Ugh
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.06340405
Insult0.6109131
Profanity0.062454045
Threat0.008686432
Severe Toxicity0.013801457
Moderate 0.54325575 Low Con 0.271 Insult Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Indian immigrants > Muslim immigrants and black immigrants . They have the lowest crime rates and also the highest earning ethnicity yall can’t make this up they are literally making you hate the wrong people
Indian immigrants > Muslim immigrants and black immigrants . They have the lowest crime rates and also the highest earning ethnicity yall can’t make this up they are literally making you hate the wrong people
Inside Canada's Indian Invasion... · 146: Cluster #145
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37846634
Profanity0.19524631
Threat0.012906751
Severe Toxicity0.0912254
Moderate 0.54325575 Moderate Con 0.33 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all …
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all b""t and Mark carney not helping. Thats my opinion
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.114160895
Threat0.011793415
Severe Toxicity0.02402156
Moderate 0.54325575 Moderate Con 0.483 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Crying white europeans. Nothing new, time for you to go home to Europe - where you actually belong
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.42367843
Profanity0.19155724
Threat0.063999176
Severe Toxicity0.06101104
Moderate 0.54325575 Low Con 0.174 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Indian hindu in india want hindurashtra but thier child live in christian country they are hypocrite
Inside Canada's Indian Invasion... · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.5270482
Profanity0.29209393
Threat0.049774777
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.146 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
😢 damn I wish you interviewed me.
😢 damn I wish you interviewed me.
Inside Canada's Indian Invasion... · 220: Cluster #219
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.21836096
Profanity0.6242122
Threat0.013113883
Severe Toxicity0.02449106
Moderate 0.54325575 Moderate Con 0.488 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
15:38 Yeah.. but you endorse hooking up with goats and 13 year old children getting married to grown men. Beating and stoning women for not wearing something on their head or covering their faces. You …
15:38 Yeah.. but you endorse hooking up with goats and 13 year old children getting married to grown men. Beating and stoning women for not wearing something on their head or covering their faces. You endorse killing people because of their belief or religion.. You claim your religion and God is about peace and love... The God you worship is clearly not my God. Yeah... sit down.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.41052565
Insult0.4339631
Profanity0.35597226
Threat0.37858796
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.44
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in …
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in our Christian Country...the Federal Govt is openly betraying the People..PM Carny just stating Muslim Values are Canadian Values...NO THEY ARE NOT, we were built on the Europea Christian dysprosium get over it , you come here...when in Rome act like a Roman don't shit on our beaches, throw trash on the side of the road, and quit trying to scam every rule and regulation..and most of all keep telling Canadians to die and burn our Flag, the backlash is coming, you have been warned
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.4033339
Threat0.058503386
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.379 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
Ban Sikh and Hindu students from Punjab India they are the only ones defrauding Canada
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48228607
Profanity0.11354194
Threat0.061736204
Severe Toxicity0.13863131
Moderate 0.54325575 Low Con 0.284 Identity Attack Call_To_Action
Sep 27, 2025 IRCC Names India in Study …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You …
Who is this schmuck Tyler Oliveira, and why is he here in Canada. Almost 9m subs?! The very title, subject matter, interview questions and presentation are racist. Just read the comments, and … surprise! You get 24K people liking this comment: “Wanting your country not to turn into India is not racist.” Whoosh. 🙄
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.57566804
Profanity0.11230402
Threat0.008103873
Severe Toxicity0.023076924
Moderate 0.54325575 Moderate Con 0.322 Insult Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
Amazon has destroyed America by importing so many indians
Amazon has destroyed America by importing so many indians
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37052566
Profanity0.22552395
Threat0.1115629
Severe Toxicity0.067522444
Moderate 0.54325575 Low Con 0.156 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.