Bianca Censori is hiding by the seat of her pants … literally, because she used her shorts to cover up her face while walking into an appointment.

Kanye West‘s wife was spotted walking into a doctor’s office Thursday … wearing a strapless black top and just leggings, which did little to cover her impressive backside.

Apparently, she wore a pair of spandex shorts while driving to the place … but decided to strip them off to give herself a little anonymity — because nothing says “Don’t look” like a beautiful woman without pants on, right???

No Kanye to mind the vehicle while she was out, unfortunately … Censori was out on her own, taking care of business all by herself.

We haven’t seen Bianca out recently … but she wears these thong bodysuits anywhere — including about a month ago at the airport in Melbourne, Australia when she checked into her flight while her whole booty was hanging out.

She also wore a colorful pink and purple version of the ensemble while hanging out with her sister in their home country shortly before flying back to the States … can’t tell her nothin’ about her style!

Stefon Diggs waited until the bye week to celebrate his birthday, but it was well worth it — his lady, Cardi B, made it unforgettable by twerking and singing for his big bash!!

Cardi and mutual friends had a toast to the New England Patriots wide receiver’s 32nd trip around the sun on Thursday in Miami … days after his actual birthday (November 29th).

While Diggs was enjoying dinner and about to blow out the candles on his cake, Cardi began singing Stevie Wonder‘s “Happy Birthday” along with the friends in attendance.

FYI, the song she was dancing to was Metro Boomin‘s “Take Me Thru Dere” featuring a verse from Quavo — Cardi’s ex-husband’s former Migos groupmate and friend.

Also, worth noting — Cardi, who had a baby last month — looks amazing!! Lucky guy.

Tara Reid was slugging wine at the hotel bar where she claims she was drugged … and she looked pretty chummy with the man whom she pointed out in a police report.

TMZ obtained the surveillance video from the Chicago-area hotel where Tara claims someone slipped something in her drink that made her black out and wake up in a hospital bed … and all you see in the video is Tara guzzling wine at the bar and talking to folks.

At first, she’s sitting at the bar with a glass of wine, surrounded by four men. She’s wearing a coat and beanie, and her purse is on the bar. It looks like two different bartenders bring over a glass of wine, and she slugs them both. Tara had said she only had one drink.

Tara leaves the bar and appears to have a wine glass in hand. She appears to gesture to some folks that she’s leaving.

Later, she’s back at the bar without her coat, sitting in a different area. She’s still drinking from a wine glass and when she finishes, she puts it down and touches the arm of the man sitting next to her. The man is Sean P, the YouTuber she named in the police report.

Sean says Tara accused him of slipping a roofie into her drink, which he denies.

We broke the story … Tara was taken out of the hotel on a stretcher, loaded into an ambulance and driven to a hospital. She says she left her drink unattended at the bar and believes she was drugged.

Cops say there’s nothing in the video to back up Tara’s allegation that someone slipped a drug in her drink.

The surveillance footage from the hotel also shows new angles of Tara being taken into the ambulance by stretcher and driven away.

In 911 audio from the incident, Tara is heard slurring her words and sounds intoxicated.

Tara has told us she believes blood tests were done at the hospital, and was still waiting to get results.