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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 170 of 189
They establish trafficking networks and money laundering networks like crazy. There is literally no benefit to having indians in your country.
They establish trafficking networks and money laundering networks like crazy. There is literally no benefit to having indians in your country.
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.4794537
Profanity0.2453505
Threat0.015774792
Severe Toxicity0.024819711
Moderate 0.51980776 Low Con 0.127 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section …
"Wanting your country to not turn into India is not racist" Look at some of the suburbs of Dallas where Telugu people live. Look at Oak Tree Rd Edison, NJ and the Little India section of Jersey City. Gross and disgusting. All the worst of Indian behaviors exhibited here. Why should I want this for my town or suburb in the US?
Inside Canada's Indian Invasion... · 237: Cluster #236
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4962726
Profanity0.16217725
Threat0.013702838
Severe Toxicity0.02458496
Moderate 0.51980776 Constructive 0.651 Identity Attack Fear_Threat
Jan 27, 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 …
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17847598
Insult0.5739874
Profanity0.038655918
Threat0.008893564
Severe Toxicity0.01483436
Moderate 0.51980776 Moderate Con 0.324 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Wake up everyone, time for us to leave canada, let them have this terrible country, then they won't have us working our asses off so the government can take care of them
Wake up everyone, time for us to leave canada, let them have this terrible country, then they won't have us working our asses off so the government can take care of them
Why Canadians Are Turning Against Immigrants. · 100: Cluster #99
Close reading → Video sentiment →
Identity Attack0.29188538
Insult0.4339631
Profanity0.42185885
Threat0.027515862
Severe Toxicity0.02411546
Moderate 0.51980776 Low Con 0.264
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that …
why put so much focus on a poor guy with obvious mental problems is not fair to the population living in that city. But ya, we can not disagree, East Indians are taking over that place, and many other places in Ontario. Not their fault I would say, but a really badly managed immigration fuck up thats not gonna end well I fear.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.4339631
Profanity0.5013569
Threat0.017156094
Severe Toxicity0.027833538
Moderate 0.51980776 Constructive 0.639 Policy_Critique
Feb 6, 2026 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...
This is bad for canada. Need to get rid off them. If they want to be indian life they must go back to India 😂
This is bad for canada. Need to get rid off them. If they want to be indian life they must go back to India 😂
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.36021477
Profanity0.15371579
Threat0.34804323
Severe Toxicity0.101760045
Moderate 0.51980776 Low Con 0.217 Identity Attack
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 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 …
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...
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...
U need to band indians, even the jobs they r taking over
U need to band indians, even the jobs they r taking over
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5913144
Insult0.36798462
Profanity0.22552395
Threat0.40858683
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.233 Identity Attack
Oct 2, 2025 IRCC Names India in Study …
11:00 why they had to bring in these ugly dolls to decorate the church 🤣🤣🤣
11:00 why they had to bring in these ugly dolls to decorate the church 🤣🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 156: Cluster #155
Close reading → Video sentiment →
Identity Attack0.22783615
Insult0.40189892
Profanity0.2661081
Threat0.015774792
Severe Toxicity0.02373986
Moderate 0.51980776 Low Con 0.295
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
These indian hindu ghtettos no go zone is a threat yo canada
These indian hindu ghtettos no go zone is a threat yo canada
Inside Canada's Indian Metropolis (Brampton) · 336: Cluster #335
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.48399165
Profanity0.20375896
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.163 Identity Attack Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
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...
Eating poo
Eating poo
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Video sentiment →
Identity Attack0.039714564
Insult0.34203702
Profanity0.4113413
Threat0.014393489
Severe Toxicity0.052940834
Moderate 0.51980776 Moderate Con 0.393
Mar 1, 2026 Inside Canada's Indian Invasion...
Importing rape gangs on the daily 😂😂😂 Not wanting them in your country is not racism.
Importing rape gangs on the daily 😂😂😂 Not wanting them in your country is not racism.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41052565
Insult0.3406697
Profanity0.29209393
Threat0.29834318
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.126 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
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 …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS . CANADA HAS BECOME A HAVE FOR CRIMINALS AS TRUMP POINTED OUT ' PROTECT OUR BORDERS AND KEEP THESE DRUG LORDS OUT . TRUMP WAS RIGHT ABOUT THE DRUGS PRODUCED IN CANADA WITH THE PRE CURSERS COMING FROM CHINA . BC IS HOME .
IRCC Names India in Study Permit Fraud | … · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5101222
Profanity0.20016506
Threat0.02855184
Severe Toxicity0.035007052
Moderate 0.51980776 Moderate Con 0.415 Identity Attack Insult Unverified_Claim
Oct 1, 2025 2 likes IRCC Names India in Study …
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
They're literally the lowest of the low. Even Indian people hate Indian people. They call them TPs - Typical Pakis
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.4339631
Profanity0.2761231
Threat0.014566151
Severe Toxicity0.051147457
Moderate 0.51980776 Low Con 0.255 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Let’s go scammers 😂 liberal scammers we see you 😂
Let’s go scammers 😂 liberal scammers we see you 😂
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.17459276
Insult0.5678696
Profanity0.22592722
Threat0.0115345
Severe Toxicity0.023076924
Moderate 0.51980776 Low Con 0.171 Insult Humor_Satire
Jan 19, 2026 Why Canada’s immigration system has …
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.