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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
Active: Tox: 0.5 – 1 4,704 comments · Page 51 of 189
The bike guy doesnt give a fuck about his digital footprint
The bike guy doesnt give a fuck about his digital footprint
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.036620867
Insult0.36798462
Profanity0.7785769
Threat0.009359611
Severe Toxicity0.16960317
Toxic 0.76523775 Low Con 0.171 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me …
OMG,like today, i was in the park, and this old white man told me my music is too loud .He was like really,really old.He was like between 35 and 40. He was like telling me my music is too loud.So i tell him to go "FUCK HIM HIMSELF." It's so rude to tell someone to turn their music down.OMG ,like raaalley!!!!
Why Canadians Are Turning Against Immigrants. · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.39677486
Insult0.47630358
Profanity0.70864636
Threat0.09929679
Severe Toxicity0.35368225
Toxic 0.76197964 Constructive 0.509 Humor_Satire
Aug 26, 2025 Why Canadians Are Turning Against …
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Hes right tho indians are dirty corrupt scammers but still better than muslims and africans
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.6675394
Profanity0.39409557
Threat0.03856628
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.197 Identity Attack Insult Identity_Assertion
Feb 18, 2026 2 likes Inside Canada's Indian Invasion...
Canada is full of wetards ,that is why they are getting invaded by stinky Indians
Canada is full of wetards ,that is why they are getting invaded by stinky Indians
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.7207808
Insult0.67254376
Profanity0.39409557
Threat0.023544617
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.139 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only …
@pwila bot ahh beatch Lol yea 🖕🏻☪️🇮🇳 beatch did this pjeet thought that iam a Pakistani abdul 😂😂🤮🤮 yea Never beatch only brutalFuck And Grape yuh all jokers pos pjeets ever. And yall can only ever fuckand grape and do whatever with yho raindy beatch modrs ever cvckold pos can never even touch anyone irl. So sybau and go eat Puop somewhere pos pjeeet grepist grepland inbred restard.
Inside Canada's Indian Invasion... · 396: Cluster #395
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.68668073
Profanity0.73341435
Threat0.44942492
Severe Toxicity0.71338886
Toxic 0.76197964 Low Con 0.258 Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.25309357
Insult0.7827088
Profanity0.2980872
Threat0.00967031
Severe Toxicity0.02420936
Toxic 0.76197964 Low Con 0.22 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.7298119
Profanity0.33141375
Threat0.011638066
Severe Toxicity0.20984669
Toxic 0.76197964 Moderate Con 0.385 Insult Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The ✡imported vermin to wipe out the white race scumbags
The ✡imported vermin to wipe out the white race scumbags
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.6675394
Profanity0.47435758
Threat0.2836219
Severe Toxicity0.45401973
Toxic 0.76197964 Low Con 0.112 Identity Attack Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Reflective vest guy is fucking based
Reflective vest guy is fucking based
Inside Canada's Indian Invasion... · 183: Cluster #182
Close reading → Discourse → Video sentiment →
Identity Attack0.030691283
Insult0.34782293
Profanity0.84506536
Threat0.00899713
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.277 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
So half the country benefits, and the benefit from the cut is laughable. Stop voting for this stupidity
So half the country benefits, and the benefit from the cut is laughable. Stop voting for this stupidity
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.7497506
Profanity0.29209393
Threat0.00899713
Severe Toxicity0.021935565
Toxic 0.76197964 Low Con 0.17 Insult Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
I'd rather have Indians in the United States than the damn Islam's..
I'd rather have Indians in the United States than the damn Islam's..
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.54471385
Profanity0.64657205
Threat0.036839653
Severe Toxicity0.29050803
Toxic 0.76197964 Moderate Con 0.369 Identity Attack Insult Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
lmao no Canada is not. if you idiots down east were tired of it, you wouldnt have voted in liberals again for the 15th year in a row...you bastards down east wrecked this beautiful country. …
lmao no Canada is not. if you idiots down east were tired of it, you wouldnt have voted in liberals again for the 15th year in a row...you bastards down east wrecked this beautiful country. I am an immigrant in 1991 at 6 months old, citizen since 1991. I care more about keeping Canadian culture then you pussy libs ever will. thanks for nothing. vote correctly next time....WESTERN CANADA INDEPENENCE WE DONT NEED YOU ONTARIO If anyone of you ever left this nation and travelled to somewhere that wasn't the west, you will understand the importance of keeping this nation how it was.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.41975367
Insult0.7298119
Profanity0.48510036
Threat0.023544617
Severe Toxicity0.3536391
Toxic 0.76197964 Moderate Con 0.479 Insult
Sep 17, 2025 Why Canadians Are Turning Against …
Disgusting hindu's ruined this country.
Disgusting hindu's ruined this country.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.6675394
Profanity0.39498812
Threat0.13815513
Severe Toxicity0.35515398
Toxic 0.76197964 Low Con 0.232 Identity Attack Insult Identity_Assertion
Aug 31, 2025 Why Canadians Are Turning Against …
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś …
People like them who are idiots committing frauds make all other Indians look bad! (The ones who are born and raised in Canada and the ones who actually come to Canada to work their aşś off to make ends meet) It’s a real piss off! The ones who help them commit fraud are a disgrace to ALL INDIANS! I’m glad this is coming to light
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.7762574
Profanity0.41081807
Threat0.01698343
Severe Toxicity0.18538254
Toxic 0.76197964 Constructive 0.508 Insult Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the …
Yes ofc Canada like other countries are being used by indian people. And a hell of a lot of them come here to take advantage of Canadian rites!. WTF y u leaving india in the 1st place? There in lies the answer. You people that use/abuse/neglect/ mistreat/ Canadian hospitality are trash, worthless lying scum sucking pukes! Regardless of what Canadian governments say, we will just fine w/o taking criminals,scumbags, worthless pieces of shit. Growing a more populous environment is useless. We don't need more people, we need the people here and now to just do there share in making YOUR country respected. If you cant oblige to that simple respect, GTFO.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.71120167
Profanity0.57236236
Threat0.04132889
Severe Toxicity0.44787344
Toxic 0.76197964 Moderate Con 0.354 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Idiot king Justin Trudeau allowed those over flowing immigrants to vote him in the future… tricky.
Idiot king Justin Trudeau allowed those over flowing immigrants to vote him in the future… tricky.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.7775208
Profanity0.33376193
Threat0.009281937
Severe Toxicity0.04397394
Toxic 0.76197964 Low Con 0.175 Insult Unverified_Claim
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
Come to Canada and then vanish, awesome job Literals! Also great job on mass immigration of Muslims taking everything we worked for. Nice to see this shit government giving 3rd world countries everything for FREE, …
Come to Canada and then vanish, awesome job Literals! Also great job on mass immigration of Muslims taking everything we worked for. Nice to see this shit government giving 3rd world countries everything for FREE, then treating us REAL Canadians like 3rd world garbage, awesome!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.65625757
Insult0.6500014
Profanity0.5711371
Threat0.13751452
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.229 Identity Attack Insult
Oct 1, 2025 IRCC Names India in Study …
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & …
Business owners need to FKN STOP SELLING THEIR BUSINESSES TO THESE PIECES OF 💩…. THEY NO NOTHING ABOUT CUSTOMER SERVICE & are RUDE AS HELL 🤯🤬‼️ YES I AM A CANADIAN BORN & RAISED & I AM OUTRAGED ‼️‼️‼️‼️‼️
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23998553
Insult0.6370372
Profanity0.541926
Threat0.048481647
Severe Toxicity0.35368225
Toxic 0.76197964 Moderate Con 0.419 Insult
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Indian immigrants deserve to be pissed on !
Indian immigrants deserve to be pissed on !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.5678696
Profanity0.4819111
Threat0.3993542
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.205 Identity Attack Insult Fear_Threat
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country …
LYLER IS RACIST, NEO NAZI HATER YOUTUBER who goes to incite violence between communities.Who goes to different cities and change the success of immigrants into invasion. If you are serious, go and free your country and people from zionist and its lobbyists groups. the prove is that you did not push back the ignorant racist, low iq homeless man who said fake and lie stereotypes about Indians and Africans. He is the one want who eats poop, low iq and violent homeless. Brown and black are the future
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.67254376
Profanity0.39409557
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.294 Identity Attack Insult Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
PLZ READ. LOOK INTO THE CRIME THAT THEY BROUGHT IN. LITERALLY 1800s MAFIA SHIT.
PLZ READ. LOOK INTO THE CRIME THAT THEY BROUGHT IN. LITERALLY 1800s MAFIA SHIT.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.073429056
Insult0.48228607
Profanity0.7246992
Threat0.012440704
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.139 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use …
This was never a white country. It was brown natives first. Then the jews came and raped and murdered them and brought different cultures here to fight each other so they can keep control. Use your brains dumbass goy.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.66500133
Profanity0.55356324
Threat0.34876925
Severe Toxicity0.35368225
Toxic 0.76197964 Low Con 0.175 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
First-generation immigrant and been here for 32yrs. Loved Canada but now wait to get the hell out of here. Law and tax only apply to the middle and upper middle class. I refuse to pay …
First-generation immigrant and been here for 32yrs. Loved Canada but now wait to get the hell out of here. Law and tax only apply to the middle and upper middle class. I refuse to pay anymore tax to support these garbage😢. F-ck Liberal and their voters.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.67254376
Profanity0.6242122
Threat0.039947584
Severe Toxicity0.2322566
Toxic 0.76197964 Moderate Con 0.445 Insult
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
That dude with the bike and reflector jacket is just the most stupid person crawling around in Canada 🚮 he's is is below room temp
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.13805299
Insult0.7827088
Profanity0.29209393
Threat0.010110466
Severe Toxicity0.023927659
Toxic 0.76197964 Low Con 0.226 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.5698139
Insult0.6798578
Profanity0.39409557
Threat0.013321015
Severe Toxicity0.09649272
Toxic 0.76197964 Low Con 0.276 Identity Attack Insult Fear_Threat
Feb 11, 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.