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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 171 of 1230
"Aiesha" is the islamic false prophets 6 year old child wife's name. This ladies father would have named her that idolizing muhommads child wife. This proves our immigration board is being ran by foreign terrorists …
"Aiesha" is the islamic false prophets 6 year old child wife's name. This ladies father would have named her that idolizing muhommads child wife. This proves our immigration board is being ran by foreign terrorists children. Who are aiesha zakars parents.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.48569724
Profanity0.16729468
Threat0.042662576
Severe Toxicity0.08859174
Moderate 0.51980776 Low Con 0.223 Identity Attack Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
monroe township is crazy with indians
monroe township is crazy with indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.44464502
Profanity0.2801717
Threat0.012906751
Severe Toxicity0.023974609
Moderate 0.51980776 Low Con 0.261 Identity Attack Identity_Assertion
Feb 8, 2026 Inside Canada's Indian Invasion...
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 …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 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...
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...
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...
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
can we get a fcking break from india? for at least 5 years? i feel the country would heal in that time
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.26957804
Profanity0.5722072
Threat0.04029291
Severe Toxicity0.08859174
Moderate 0.51980776 Moderate Con 0.322 Fear_Threat
Sep 30, 2025 IRCC Names India in Study …
Fugging dirty colonizers
Fugging dirty colonizers
Inside Canada's Indian Invasion... · 102: Cluster #101
Close reading → Discourse → Video sentiment →
Identity Attack0.38826546
Insult0.5145894
Profanity0.31402156
Threat0.015602129
Severe Toxicity0.03590374
Moderate 0.51980776 Low Con 0.237 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.29855028
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.07542343
Moderate 0.51980776 Moderate Con 0.422
Nov 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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)
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...
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
That is why Indians should be deported. They always say their country is the greatest, so sent them back to their great country.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.34203702
Profanity0.1765991
Threat0.114629425
Severe Toxicity0.13599765
Moderate 0.51980776 Low Con 0.175 Identity Attack Identity_Assertion
Sep 30, 2025 IRCC Names India in Study …
😂😂😂😂😂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)
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
I get just under $1,800. A month pension & these lowlife imigrants get that in a week, ALL COMMUNIST LIBERALS FAULT, KICK OUT LOWLIFE LIBERALS & MIGRANTS
Why Canadians Are Turning Against Immigrants. · 32: Cluster #31
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.46774593
Profanity0.12639372
Threat0.44185185
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.298 Identity Attack
Sep 9, 2025 Why Canadians Are Turning Against …
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...
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...
Have to start by kicking, politicians, gready corporate bums and all immigrants, out of Canada, learn Canadian English before you start spouting off, especially if you're an immigrant yourself
Have to start by kicking, politicians, gready corporate bums and all immigrants, out of Canada, learn Canadian English before you start spouting off, especially if you're an immigrant yourself
Why Canadians Are Turning Against Immigrants. · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.4534306
Profanity0.26586622
Threat0.52092457
Severe Toxicity0.16960317
Moderate 0.51980776 Low Con 0.182 Threat Call_To_Action
Sep 9, 2025 Why Canadians Are Turning Against …
every homeless person is white. nowhere to rent unless your indian. they are even racist against themselves.
every homeless person is white. nowhere to rent unless your indian. they are even racist against themselves.
Inside Canada's Indian Invasion... · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.37733194
Profanity0.16031636
Threat0.016638106
Severe Toxicity0.02406851
Moderate 0.51980776 Low Con 0.276 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Illegal immigration and greedy politicians have sucked the beautiful country and its multi cultural population. Canadian people are leaving the country or living in worries
Illegal immigration and greedy politicians have sucked the beautiful country and its multi cultural population. Canadian people are leaving the country or living in worries
Inside Canada's Indian Metropolis (Brampton) · 289: Cluster #288
Close reading → Video sentiment →
Identity Attack0.41975367
Insult0.489133
Profanity0.34391102
Threat0.010447056
Severe Toxicity0.024631912
Moderate 0.51980776 Moderate Con 0.479
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate them
I hate them
Inside Canada's Indian Invasion... · 369: Cluster #368
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.26957804
Profanity0.29209393
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.51980776 Moderate Con 0.4 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under …
Modi is a criminal like Bibi and Trump and should all be sitting in the same jail cell...the punjabi people are people of the highest quality and definitely deserve their own country and not under the boot of the racist Indian government
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.56997263
Profanity0.24910301
Threat0.13228847
Severe Toxicity0.10702737
Moderate 0.51869136 Moderate Con 0.347 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
The sad part is our politicians are weak and corrupt ! Liberals or Conservatives they are the same 💩 just a different pile !! Mass deposition and tough criminal justice system are the only solution …
The sad part is our politicians are weak and corrupt ! Liberals or Conservatives they are the same 💩 just a different pile !! Mass deposition and tough criminal justice system are the only solution to get our country back.
Why Canadians Are Turning Against Immigrants. · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.22889622
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.51869136 Low Con 0.269 Insult Policy_Critique
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
White should go back to Europe as well 🤡🤡🤡🤢
White should go back to Europe as well 🤡🤡🤡🤢
Inside Canada's Indian Invasion... · 321: Cluster #320
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.24910301
Threat0.07246469
Severe Toxicity0.16496792
Moderate 0.51869136 Low Con 0.119 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indian either spam garbage or scam money..🥹
Indian either spam garbage or scam money..🥹
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4794537
Profanity0.32658687
Threat0.045572113
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.181 Identity Attack 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.