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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
30,738 comments · Page 204 of 1230
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled …
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled by Indians, businesses controlled by Indians, housing run by Indians, garbage in the streets, poop on the beaches, Indian music (not music to my ears) blasting everywhere, especially in the parks, unclean public toilets, unclean motels etc etc.. YEP…just what a once beautiful country deserves!
Identity Attack0.5075293
Insult0.46327567
Profanity0.16682947
Threat0.013528148
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.362 Identity Attack Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Leaving their country to turn a western country into little India, bringing their dirty habits with them. Destroy their own country then destroy others.
Leaving their country to turn a western country into little India, bringing their dirty habits with them. Destroy their own country then destroy others.
Identity Attack0.49032792
Insult0.40243408
Profanity0.1631077
Threat0.34804323
Severe Toxicity0.02453801
Moderate 0.47886392 Low Con 0.156
Jan 27, 2026 Inside Canada's Indian Invasion...
That Polac was walking half naked I hope or in his Euro-speedo and yet he has an issue with people walking around naked in their own home hahaha. Dirty, those big house maybe be dirty …
That Polac was walking half naked I hope or in his Euro-speedo and yet he has an issue with people walking around naked in their own home hahaha. Dirty, those big house maybe be dirty inside but I don't see no garbage on their compounds ....what a jealous little eastern European.
Identity Attack0.44690517
Insult0.48484445
Profanity0.22693542
Threat0.011379151
Severe Toxicity0.023106033
Moderate 0.47886392 Low Con 0.287 Identity_Assertion
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel hindu people make it difficult to live
I feel hindu people make it difficult to live
Identity Attack0.5548181
Insult0.3388922
Profanity0.17752954
Threat0.0475118
Severe Toxicity0.05742428
Moderate 0.47886392 Moderate Con 0.439 Identity Attack Identity_Assertion
Dec 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
send them all back! worst culture I have ever encountered. now they are destroying our country. Canada is unrecognizable
send them all back! worst culture I have ever encountered. now they are destroying our country. Canada is unrecognizable
Identity Attack0.50515765
Insult0.40420914
Profanity0.072882555
Threat0.11769595
Severe Toxicity0.023199933
Moderate 0.47886392 Low Con 0.287 Identity Attack
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Because they let in too many Indians and Punjabis that show no effort at assimilation and are trying to turn Canada into India! We import our crime from India !
Identity Attack0.57957685
Insult0.37392882
Profanity0.07449899
Threat0.0130621
Severe Toxicity0.02402156
Moderate 0.47886392 Low Con 0.251 Identity Attack Identity_Assertion
Jun 17, 2025 How Canada broke its immigration …
I think it's safe to say that they're the most hated race in the world rn
I think it's safe to say that they're the most hated race in the world rn
Identity Attack0.5135796
Insult0.34135336
Profanity0.22713706
Threat0.02924249
Severe Toxicity0.059217658
Moderate 0.47886392 Low Con 0.254 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh the hell you can’t nope! So many devout Christians even those not active practicing will not let that happen.
Oh the hell you can’t nope! So many devout Christians even those not active practicing will not let that happen.
Identity Attack0.38699543
Insult0.3388922
Profanity0.47435758
Threat0.010395273
Severe Toxicity0.02383376
Moderate 0.47886392 Moderate Con 0.324
Aug 30, 2025 2 likes Why Canadians Are Turning Against …
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
@9:40 this ridiculous sponser gives Honey vibes. It begs the literal exact question that Markiplier asked about Honey years before the scandal was revealed.
Identity Attack0.00984143
Insult0.5332045
Profanity0.110447146
Threat0.007327127
Severe Toxicity0.010223389
Moderate 0.47886392 Moderate Con 0.307 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Oh, we are pissed at the government but we are also mad at the immigrants who don't bother to assimilate, integrate. Who come here bold enough to demand changes on OUR culture because THEY are …
Oh, we are pissed at the government but we are also mad at the immigrants who don't bother to assimilate, integrate. Who come here bold enough to demand changes on OUR culture because THEY are offended in OUR land! The immigrants who wish the end of Canada, who harass and intimidate targeted groups of Canadians on CANADIAN soil. Yes, we are mad at the immigrants too.
Identity Attack0.4931391
Insult0.44802538
Profanity0.28938356
Threat0.028897164
Severe Toxicity0.023880709
Moderate 0.47886392 Constructive 0.557
Sep 16, 2025 2 likes Why Canadians Are Turning Against …
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
It is no longer a cry of racism. India and Indians are culprits. This is the tip of iceberg. I believe it is underestimation . Not 79,000. The question is how to remove them
Identity Attack0.5504064
Insult0.40243408
Profanity0.17055123
Threat0.34804323
Severe Toxicity0.10702737
Moderate 0.47886392 Moderate Con 0.431 Identity Attack Identity_Assertion
Sep 27, 2025 1 likes IRCC Names India in Study …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I …
I guess this can and should be considered as retribution for 300 years of British occupation and plundering and raping of the Indians in India. Isn't it hypocrite to just overlook this historical event?! I mean, how does Indian even speak English?!!! Lol
Identity Attack0.46050715
Insult0.41767508
Profanity0.2659008
Threat0.14327845
Severe Toxicity0.03680043
Moderate 0.47886392 Moderate Con 0.316 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
Identity Attack0.44690517
Insult0.34548226
Profanity0.19893537
Threat0.34827536
Severe Toxicity0.02430326
Moderate 0.47886392 Moderate Con 0.393 Fear_Threat
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
0:40 "oh but its the white Christians that are the problem" we love immigrants but lately its no one that want to even try to fit in
0:40 "oh but its the white Christians that are the problem" we love immigrants but lately its no one that want to even try to fit in
Identity Attack0.55044734
Insult0.27558193
Profanity0.19770569
Threat0.016638106
Severe Toxicity0.02402156
Moderate 0.47886392 Moderate Con 0.346 Identity Attack
Aug 29, 2025 Why Canadians Are Turning Against …
Filthy musky
Filthy musky
Identity Attack0.13163337
Insult0.47384647
Profanity0.37854016
Threat0.011741633
Severe Toxicity0.038593806
Moderate 0.47886392 Moderate Con 0.352 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
YOUR LIFE STYLE IS MORE EXPENSIVE!!!!!!!!!!!!! YOU MUST PARTY, YOU MUST TRAVEL, YOU MUST GO ON VACATION, YOU MUST HAVE HUNDRED OF TATOOS THAT COST SO MUCH!!!! YOU MUST ALWAYS BUY NEW CLOTHES, NEW MODELS, …
YOUR LIFE STYLE IS MORE EXPENSIVE!!!!!!!!!!!!! YOU MUST PARTY, YOU MUST TRAVEL, YOU MUST GO ON VACATION, YOU MUST HAVE HUNDRED OF TATOOS THAT COST SO MUCH!!!! YOU MUST ALWAYS BUY NEW CLOTHES, NEW MODELS, NEW MANICURE PEDICURE, NEW HAIR CUTS, NEW CELL PHONE EVERY SEASON, NEW CAR, NEW THIS NEW THAT!!!!!!!!!!!!!! YOU LIFE STYLE IS HOLDING YOU BACK, NOT THE IMMIGRANTS, THE IMMIGRANTS SPENT LESS AND HIDE THEIR MONEY!!!!!!!!MOST OF THE IMMIGRANT UNDERSTAND AND KNOW HOW TO CALCULATE THEIR MONTHLLYY MONEY!!!!!!!!! WHILE SOME CANADIANS WHO GREW UP AS A MIDDEL CLASS, ALL WHAT THEY KNOW IS SPENDING!!! AND ESPECIALLY WHEN SOME ONE LOVE PARTYING ALCOHOLE SMOKING AND THE LEGALIZED WEED, KEEPS YOUR MIND IN A TOO RELAXING MOTION NO MOTION YOU ARE MUTE FOR MONTHS TILL YOU LOSE YOU JOB!!!!THAN YOU GO CRY TO MOMY AND DADY!!!!!!!!! MOST OF IMMIGRANT COME FROM POOR COUNTRIES AND HARD LIFE THOUGH THEM THE VALUE OF THE PENNY!!!!!!!! I WAS MARRIED TO A CANADIAN HUSBAND, NO MATTER HOW MUCH HE MAKE MONTHLY, SINCE HE WAS WORKING IN SALES, HE WILL ALWAYS ALWAYS FIND A SPENDING AVENUE!! WE WERE SUPPOSED TO PUT MONEY ASSIDE FOR THE FUTURE OF OUR CHILDREN!!! HE WILL ALWYAS ALWAYS ALWAYS FIND A WAITING DEEP HOLE TO PLACE THEM IN!!!!!!!! HI LIFE WAS VERY VERY EROGANT!!!!!!!!!BUYING NEW CLOTHING TODAY, YOU WILL FIND THEM TRAINNING ON THE GROUND!!!EVEN MY SON WAS 7 YEARS OLD AT THE TIME, HE TOLD ME MOM THE TIE YOU BOUGHT MY DAD RECENTLY IS ON THE GROUND!!!!!!THAT SPEAK FOR ALL HIS CLOTHING!!!! HIS MOM WAS THE MAN OF THE HOUSE HE USED SAY WHEN HE WAKES UP IN THE MORNING WHEN HE WAS YOUNGER, HE WILL FIND HIS MOM PICKED UP HIS DIRTY CLOTHES AND PLACE THE FRESHLY WASHED CLOTHING BESIDE HIS BED!!!! SOME PARENT DID TOO MUCH FOR THEIR CHILDREN,, AND THESE KIDS GROW UP TO BE LESS MOTIVATED, FOR WHAT THEY GOT EVERYTHING WHEN THEY GREW UP,!!!! AND THE POOR DIDN'T HAVE THAT SO THEY WORK HARD TO HAVE THAT WHAT WAS MISSING IN HIS CHILDHOOD AND YOUTH!!!!!!!!
Identity Attack0.3817989
Insult0.40243408
Profanity0.079025
Threat0.01508414
Severe Toxicity0.055630904
Moderate 0.47886392 Constructive 0.506 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
LOOK like a Witches Meeting.....GOVERMENTS are just big SECTS of Weirdos...
LOOK like a Witches Meeting.....GOVERMENTS are just big SECTS of Weirdos...
Identity Attack0.15517195
Insult0.5130944
Profanity0.2258264
Threat0.007883795
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.107 Insult Humor_Satire
Sep 28, 2025 1 likes IRCC Names India in Study …
Im not racist aslong as the dark skins stay on their side of the world
Im not racist aslong as the dark skins stay on their side of the world
Identity Attack0.55044734
Insult0.27969417
Profanity0.22105443
Threat0.053007595
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.313 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Dirty smelling, i don't want an associate 😮
Dirty smelling, i don't want an associate 😮
Identity Attack0.052490227
Insult0.46327567
Profanity0.22889622
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.363 Identity_Assertion
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
It is true. When you walk into a store. They dont treat you like US Canadians do. Some of them do. But shit will change very soon if the Canadian government dont do something
Identity Attack0.2781757
Insult0.3388922
Profanity0.5249258
Threat0.009281937
Severe Toxicity0.023076924
Moderate 0.47886392 Moderate Con 0.463 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Most places in Canada are not dominated by Indians. You just not picked a place and called it an invasion. Its evil and racist
Most places in Canada are not dominated by Indians. You just not picked a place and called it an invasion. Its evil and racist
Identity Attack0.48915586
Insult0.46173862
Profanity0.09324962
Threat0.009747985
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.253 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Identity Attack0.3817989
Insult0.5015486
Profanity0.05243378
Threat0.0074565844
Severe Toxicity0.017610285
Moderate 0.47886392 Low Con 0.201 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dont like this, too much race ragebait and low iq people …
Dont like this, too much race ragebait and low iq people …
Identity Attack0.41222036
Insult0.5072643
Profanity0.1352073
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.201 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
If you dont like indians in canada, then go back to your country.
If you dont like indians in canada, then go back to your country.
Identity Attack0.55044734
Insult0.26957804
Profanity0.07967158
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.47886392 Low Con 0.13 Identity Attack Call_To_Action
Jan 29, 2026 3 likes 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.