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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 168 of 189
Firstly 😂 there’re no such thing as white European native Canadians 🤷‍♂️ yall are descendants of illegal aliens who’ve destroyed and killed the way of the native people’s.
Firstly 😂 there’re no such thing as white European native Canadians 🤷‍♂️ yall are descendants of illegal aliens who’ve destroyed and killed the way of the native people’s.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.42881694
Profanity0.10920923
Threat0.13815513
Severe Toxicity0.042180564
Moderate 0.51980776 Low Con 0.238 Identity Attack Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Who tf wants to go to canada in 2026. Its worse than india lol
Who tf wants to go to canada in 2026. Its worse than india lol
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.40783462
Threat0.011741633
Severe Toxicity0.05742428
Moderate 0.51980776 Low Con 0.16 Identity Attack Comparative_Framing
Jan 27, 2026 9 likes Inside Canada's Indian Invasion...
Go back to your country India
Go back to your country India
Inside Canada's Indian Invasion... · 62: Cluster #61
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.35677677
Profanity0.16078159
Threat0.039602257
Severe Toxicity0.12809667
Moderate 0.51980776 Low Con 0.231 Identity Attack Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run …
Im sick of these people coming into OUR country and straight up ignoring our laws!!!! They literally make the older kids like 6 years old watch and babysit the 2+ year old while they run the roads in the city by themselves all hours and when you see these people getting in their cars they DONT buckle their children in their seats. The immigrants who come here and disrespect everything need to go💯 i know some of them are actually coming here for help and a better life and they do try but the majority of these immigrants need to follow our laws or leave 💯
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.4810288
Profanity0.20483992
Threat0.0287245
Severe Toxicity0.16960317
Moderate 0.51980776 Constructive 0.537 Identity Attack
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
immigrants are so ungrateful ,
immigrants are so ungrateful ,
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5680164
Insult0.44126466
Profanity0.19155724
Threat0.010162249
Severe Toxicity0.02458496
Moderate 0.51980776 Low Con 0.279 Identity Attack Identity_Assertion
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.4534306
Profanity0.08452088
Threat0.020091362
Severe Toxicity0.023364257
Moderate 0.51980776 Low Con 0.223 Identity Attack Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are terriable drivers, one hit me last year and somehow had a lot of money to hire a lawyer to make 0% his fault.
Indians are terriable drivers, one hit me last year and somehow had a lot of money to hire a lawyer to make 0% his fault.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.44464502
Profanity0.24438259
Threat0.029069828
Severe Toxicity0.03590374
Moderate 0.51980776 Moderate Con 0.399 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Poop eating 😂😂
Poop eating 😂😂
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.034042787
Insult0.24928534
Profanity0.4193644
Threat0.026307223
Severe Toxicity0.13073033
Moderate 0.51980776 Low Con 0.295 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
3.9 k likes on a video with busted audio wtf youtube
3.9 k likes on a video with busted audio wtf youtube
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.04435511
Insult0.25998658
Profanity0.47435758
Threat0.04098356
Severe Toxicity0.15179962
Moderate 0.51980776 Low Con 0.238
Aug 26, 2025 Why Canadians Are Turning Against …
Chinadians are cooked. i would never live in chinada
Chinadians are cooked. i would never live in chinada
Inside Canada's Indian Invasion... · 91: Cluster #90
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.38406035
Profanity0.24147889
Threat0.05559385
Severe Toxicity0.13073033
Moderate 0.51980776 Low Con 0.241 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
gross india
gross india
Inside Canada's Indian Invasion... · 109: Cluster #108
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4555076
Profanity0.3051381
Threat0.026997874
Severe Toxicity0.16960317
Moderate 0.51980776 Moderate Con 0.371 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You found a very racist white on your video. Congratulations.
You found a very racist white on your video. Congratulations.
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.38852
Profanity0.16217725
Threat0.010964886
Severe Toxicity0.023645958
Moderate 0.51980776 Low Con 0.238 Identity Attack Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
😂😂😂😂😂manipulator, cheat, loophole, twisted tongue, liars. That’s the main ways of life. They do. Once they’re more they will start to discriminate and create status consciousness.
😂😂😂😂😂manipulator, cheat, loophole, twisted tongue, liars. That’s the main ways of life. They do. Once they’re more they will start to discriminate and create status consciousness.
Inside Canada's Indian Metropolis (Brampton) · 285: Cluster #284
Close reading → Discourse → Video sentiment →
Identity Attack0.019877186
Insult0.5678696
Profanity0.15812257
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.201 Insult Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Both Harper and Trudeau punk asses ruined this country. Trudeau's fears should've came true that day!!
Both Harper and Trudeau punk asses ruined this country. Trudeau's fears should've came true that day!!
Why Canadians Are Turning Against Immigrants. · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.041261412
Insult0.5130944
Profanity0.39026237
Threat0.024753258
Severe Toxicity0.023974609
Moderate 0.51980776 Low Con 0.281 Insult
Sep 15, 2025 Why Canadians Are Turning Against …
Absolutely disgusting! The liberals have no idea where they are?? What type of government is this ???
Absolutely disgusting! The liberals have no idea where they are?? What type of government is this ???
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.19100772
Insult0.54525656
Profanity0.09486605
Threat0.008362788
Severe Toxicity0.01644827
Moderate 0.51980776 Low Con 0.221 Insult
Sep 29, 2025 1 likes IRCC Names India in Study …
It shows you how demented and sick are country is just give everybody everything except for the Canadian s
It shows you how demented and sick are country is just give everybody everything except for the Canadian s
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.5130944
Profanity0.09260304
Threat0.008129764
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.212 Identity Attack Insult Fear_Threat
Feb 24, 2026 1 likes 'We do know that there's …
All the White Canadians blaming Indians for immigrating while their own Government is the one who put them in this mess. Not a single Indian would be in Canada if it wasn't for your own …
All the White Canadians blaming Indians for immigrating while their own Government is the one who put them in this mess. Not a single Indian would be in Canada if it wasn't for your own Government allowing them in. You don't want Indians, go change your freaking Government instead of recording videos of immigrants living in an immigrant enclave like every other immigrant community does. At the end of the day, you get the Government you deserve.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5502601
Insult0.4794537
Profanity0.39207047
Threat0.018364733
Severe Toxicity0.06488878
Moderate 0.51980776 Moderate Con 0.347 Identity Attack
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I remember when im in the mall when a group of this people throw their thrash in the floor, thats inside the mall. One of them even spit on the floor. Again, inside the freakng …
I remember when im in the mall when a group of this people throw their thrash in the floor, thats inside the mall. One of them even spit on the floor. Again, inside the freakng mall
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.04203484
Insult0.4125297
Profanity0.5381406
Threat0.010938995
Severe Toxicity0.02420936
Moderate 0.51980776 Moderate Con 0.428
Jan 27, 2026 Inside Canada's Indian Invasion...
The liberal terror show has got to go. They are absolutely terrorists. Our government is run by a bunch of quacks... If you are a come as a refugee, you get $83000 net, take home. …
The liberal terror show has got to go. They are absolutely terrorists. Our government is run by a bunch of quacks... If you are a come as a refugee, you get $83000 net, take home. How many people in one family can milk that? Did you know if you're a working person? You would have to gross Almost $160,000 per year. In order to net 83000 Which is what they get to come here. It's an absolute disgrace, absolute insanity and a disgrace to every hard-working Canadian.!.😢😮
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37953663
Insult0.54471385
Profanity0.10023434
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.42 Insult Unverified_Claim
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
COWARDS FROM OTHER COUNTRIES
COWARDS FROM OTHER COUNTRIES
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.34974504
Insult0.5177041
Profanity0.26621178
Threat0.010239923
Severe Toxicity0.023927659
Moderate 0.51980776 Low Con 0.178 Insult
Sep 8, 2025 Why Canadians Are Turning Against …
Lie-Beryls.... everything they touch turns to skit.
Lie-Beryls.... everything they touch turns to skit.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019676208
Insult0.46173862
Profanity0.4989438
Threat0.009566744
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.158 Humor_Satire
Feb 20, 2026 LILLEY UNLEASHED: The fall of …
Deport all Indians that came after 2010
Deport all Indians that came after 2010
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.26395
Profanity0.18171974
Threat0.28890648
Severe Toxicity0.13863131
Moderate 0.51980776 Low Con 0.198 Identity Attack Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
LOL A WHITE MAN WHOSE ANCESTORS STOLE LAND FROM NATIVE AMERICANS
LOL A WHITE MAN WHOSE ANCESTORS STOLE LAND FROM NATIVE AMERICANS
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.37960073
Profanity0.1631077
Threat0.024062606
Severe Toxicity0.040387187
Moderate 0.51980776 Low Con 0.174 Identity Attack Humor_Satire
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
How come they can put up their hideous idols but Christian’s are put down for their beliefs .!!!!!!Unbelievable hideous idol . Father God will break that thing to pieces !!
How come they can put up their hideous idols but Christian’s are put down for their beliefs .!!!!!!Unbelievable hideous idol . Father God will break that thing to pieces !!
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.489133
Profanity0.15459715
Threat0.13582869
Severe Toxicity0.02378681
Moderate 0.51980776 Low Con 0.254 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
Indian immigrants are easy scapegoats for incompetence of Canadian government.
Indian immigrants are easy scapegoats for incompetence of Canadian government.
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.48627716
Profanity0.10425757
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.146 Identity Attack
Oct 29, 2025 IRCC Names India in Study …
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.