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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 52 of 1230
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Yo! They are a disgrace to our society! Even in the UK! They’re worse in Canada bc we tolerate their shiit! Time to stop that!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.34649673
Insult0.65129566
Profanity0.62717754
Threat0.020091362
Severe Toxicity0.2281948
Toxic 0.76197964 Moderate Con 0.378 Insult Identity_Assertion
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
Whistle! Now everyone return to your respective shit hole country. Times up.
Whistle! Now everyone return to your respective shit hole country. Times up.
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6261769
Profanity0.67055607
Threat0.020264024
Severe Toxicity0.23226003
Toxic 0.76197964 Low Con 0.167 Identity Attack Insult Fear_Threat
Jan 27, 2026 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...
Vassy you are one ignorant and rude women. Quit cutting her off.
Vassy you are one ignorant and rude women. Quit cutting her off.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.2463217
Insult0.7804726
Profanity0.25367188
Threat0.06432246
Severe Toxicity0.052940834
Toxic 0.76197964 Low Con 0.214 Insult Meta_Commentary
Feb 25, 2026 'We do know that there's …
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.6675394
Profanity0.62717754
Threat0.0824309
Severe Toxicity0.34977677
Toxic 0.76197964 Low Con 0.166 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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 …
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...
0:19 how dumb is this guy or is so blinded by hate that common sense left his statement
0:19 how dumb is this guy or is so blinded by hate that common sense left his statement
Inside Canada's Indian Invasion... · 121: Cluster #120
Close reading → Discourse → Video sentiment →
Identity Attack0.094936445
Insult0.6798578
Profanity0.39409557
Threat0.018364733
Severe Toxicity0.13073033
Toxic 0.76197964 Low Con 0.23 Insult Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
Tyler noooooooo. 7:03 you were being one of those dickheads just standing in the middle of the parking lot blocking traffic to do an interview. You fit right in in Brampton with the lack of …
Tyler noooooooo. 7:03 you were being one of those dickheads just standing in the middle of the parking lot blocking traffic to do an interview. You fit right in in Brampton with the lack of civic sense LMFAO
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14875233
Insult0.6261769
Profanity0.542788
Threat0.024062606
Severe Toxicity0.349583
Toxic 0.76197964 Moderate Con 0.309 Insult Humor_Satire
Jan 27, 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 …
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...
Matter of time before someone exposes his racist ass for who he really is.
Matter of time before someone exposes his racist ass for who he really is.
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.6120431
Profanity0.6321197
Threat0.0347677
Severe Toxicity0.16960317
Toxic 0.76197964 Low Con 0.157 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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 …
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
My advice isn't as a professional but it's common sense don't go to the States now not while the orange clown is in power
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00043318034
Insult0.729187
Profanity0.0009640704
Threat0.00014509214
Severe Toxicity0.0000103186985
Toxic 0.7587124 Insult
Dec 12, 2025 1 likes
Oh no black people are terrible people 😮 he has a point
Oh no black people are terrible people 😮 he has a point
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.7895903
Insult0.5393265
Profanity0.33141375
Threat0.018537397
Severe Toxicity0.34966052
Toxic 0.7570315 Low Con 0.272 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Did Florida Mall get him the f*** out of here dude now take the Punjab Express rate f****** back where you came from b****
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.2816105
Insult0.6149945
Profanity0.70864636
Threat0.047835086
Severe Toxicity0.44969136
Toxic 0.7570315 Low Con 0.25 Insult Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
2:08 "the country they lived in is a shithole" now this is becuase of us we should never let our own country down so much that others call it shithole
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31015682
Insult0.5130944
Profanity0.6643082
Threat0.011767523
Severe Toxicity0.23225488
Toxic 0.7570315 Moderate Con 0.4 Insult Moral_Argument
Oct 14, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
Canada is fucking joke. End Immigration for the next 10 years and make Canada great again
IRCC Names India in Study Permit Fraud | … · 110: Cluster #109
Close reading → Video sentiment →
Identity Attack0.47178617
Insult0.48569724
Profanity0.70864636
Threat0.026307223
Severe Toxicity0.24482845
Toxic 0.7570315 Low Con 0.181
Oct 1, 2025 IRCC Names India in Study …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does he not know that people can be Indian and Muslim as well?
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.6308392
Profanity0.59166485
Threat0.05688698
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.393 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
Not all immigrants are the same. Canada just made the mistake of importing the worst kind the most, the damned Indians.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.6500014
Profanity0.5711371
Threat0.018710058
Severe Toxicity0.2733782
Toxic 0.7570315 Low Con 0.19 Identity Attack Insult Fear_Threat
Feb 22, 2026 2 likes LILLEY UNLEASHED: The fall of …
I seen a few Indians in Hyde Park London, having a poop 💩, these people are filthy.
I seen a few Indians in Hyde Park London, having a poop 💩, these people are filthy.
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.6798578
Profanity0.5188411
Threat0.023544617
Severe Toxicity0.34966052
Toxic 0.7570315 Moderate Con 0.353 Identity Attack Insult Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
dude on the bike is a dumbass if he actually believes that 80iq african statement
dude on the bike is a dumbass if he actually believes that 80iq african statement
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6798578
Profanity0.5865656
Threat0.027343199
Severe Toxicity0.29621798
Toxic 0.7570315 Low Con 0.143 Insult Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Yes! The kaffir culture is beyond fucked up…
Yes! The kaffir culture is beyond fucked up…
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5239335
Profanity0.7246992
Threat0.01254427
Severe Toxicity0.23226003
Toxic 0.7570315 Low Con 0.24 Identity Attack Insult Identity_Assertion
Jan 27, 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.