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Each of the 338 seats in the House of Commons has was filled by young women Wednesday as Daughters of the Vote took to Ottawa to learn about the challenges that a life in politics entails in a bid to get more women to run for office.

Many of them took the opportunity to make a statement about the current state of Canadian politics.

READ MORE: Wilson-Raybould defends secret recording that led to her ouster, says ‘something very dangerous’ loomed

Trudeau was the last of the leaders to speak, following Green Party Leader Elizabeth May, NDP Leader Jagmeet Singh and Conservative Leader Andrew Scheer. As he did, dozens of the delegates rose and turned their backs to him.

#DaughtersoftheVote2019 PM Trudeau addresses DOTV Assembly as several young women turn their backs to him. He speaks about the need to listen to each other to understand POV. Nothing black and white in situations like JWR pic.twitter.com/XCoiDPN3Bu — Lesia B (@lesiababiak) April 3, 2019

Estimates from reporters in the viewing galleries estimated between 25 and 40 of the delegates doing so.

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Roughly the same number were estimated as having walked out of the speech by Scheer just minutes prior to Trudeau’s address.

#DaughtersoftheVote2019. Astounding. Young women of DOTV walk out of Parliament as honourable Andrew Scheer addresses heir Assembly. Now streaming back in pic.twitter.com/EvS4Jyuqvl — Lesia B (@lesiababiak) April 3, 2019

Trudeau’s brief speech began by directly addressing the controversy and the criticisms facing him for his handling of the matter.

WATCH: Video shows attendees turning their back on Trudeau during Daughters of the Vote event

0:36 Video shows attendees turning their back on Trudeau during Daughters of the Vote event Video shows attendees turning their back on Trudeau during Daughters of the Vote event

“I know there’s a lot of issues on people’s minds,” he said before pointing to the media coverage of the controversy and suggesting he believed there had been significant work to try to address concerns expressed by Wilson-Raybould and Philpott. “This is part of what politics is about.”

Canada’s Prime Minister Justin Trudeau listens to a question during the Daughters of the Vote event in Ottawa on April 3, 2019. REUTERS/Chris Wattie

He continued, adding that “there is never going to be an absolute one side or another. There are always going to be multiple voices.”

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“I know nobody in here wants to have to pick who to believe between Jody Wilson-Raybould and Chrystia Freeland,” Trudeau said. “There are always going to be a range of perspectives that we need to listen to.”

He then repeated the justification offered during remarks on Tuesday night in which he announced and defended kicking Wilson-Raybould and Philpott out.

WATCH: Justin Trudeau: ‘Diversity only works if there is trust’

1:29 Justin Trudeau: ‘Diversity only works if there is trust’ Justin Trudeau: ‘Diversity only works if there is trust’

“Diversity only works if there is trust,” he said. “In a team, when trust is broken we have to find way to move forward.”

Wilson-Raybould has described herself as doing just that in previous statements.

In contrast, several of the delegates walked out of a speech by Conservative Leader Andrew Scheer.

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His speech came after NDP Leader Jagmeet Singh got a standing ovation from the delegates for his speech, in which he called on those in politics to feel empowered to “speak truth to power” in what appeared to be a reference to the SNC-Lavalin scandal.

Earlier, Trudeau faced questions over his decision to eject former attorney general Jody Wilson-Raybould and former Treasury Board president Jane Philpott from the Liberal caucus Tuesday after both criticized his handling of the allegations of political interference at the heart of the SNC-Lavalin scandal.

READ MORE: Jody Wilson-Raybould and Jane Philpott kicked out of Liberal Party caucus

“I think we continue to work extremely hard on issues that matter to all Canadians, including gender equality,” Trudeau told reporters when asked if he can still call himself a feminist after kicking out two women who raised alarm bells over alleged “inappropriate” political meddling in the firm’s criminal case.

“I look forward to not just speaking to those young women who are here for Daughters of the Vote but listening to them … I have no doubt there will be questions about the internal challenges of the Liberal Party.”

WATCH: Constituents react to Jane Philpott’s removal from Liberal caucus

2:04 Constituents react to Jane Philpott removal from Liberal caucus Constituents react to Jane Philpott removal from Liberal caucus

Both Wilson-Raybould and Philpott were in the gallery Wednesday overlooking the House of Commons as roughly a dozen of the young women rose to give speeches focusing on the need for electoral reform to bring a more diverse range of voices into the chamber and for more concrete Indigenous reconciliation measures.

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The shunning of Trudeau specifically came after several of the delegates took to social media on Tuesday night to condemn Trudeau for his decision to kick out Wilson-Raybould and Philpott from the Liberal caucus.

Dear @JustinTrudeau,

We are here in Ottawa as young women participating in a conference and we wholeheartedly condemn you ejecting Jody Wilson-Raybould & Jane Philpott from caucus. Respect the integrity of women & indigenous leaders in politics. Do better. #cdnpoli pic.twitter.com/ntKHtoMmHt — Deanna Allain (@deannaallain) April 2, 2019

Shoutout to @Puglaas @MPCelina @janephilpott, I see you in the gallery at Daughters of the Vote and appreciate your support, it’s mutual. Much love from the daughter from Haldimand-Norfolk ♥️ — Katie Montour (@katiemontour) April 3, 2019

Wilson-Raybould described a “consistent and sustained effort” by top political staffers as well as Trudeau to pressure her “inappropriately” into overruling the decision of the director of public prosecutions not to offer SNC-Lavalin a way to avoid criminal trial on corruption charges.

The Organization for Economic Co-operation has called the allegations “concerning” and indicated that it planned to monitor the investigations into the allegations closely.

However, Liberal members of the House of Commons justice committee shut down their limited probe of the allegations earlier this month.

That came after they refused to allow Wilson-Raybould the opportunity to appear a second time before the committee to address challenges made to her explosive four-hour testimony in late February.

In response, Wilson-Raybould submitted a package of material to the committee corroborating the details of her original testimony and also included a secretly recorded conversation with Clerk of the Privy Council Michael Wernick, who she accused of making “veiled threats” against her if she did not agree to cut a deal.

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WATCH: Andrew Scheer alludes to Jody-Wilson Raybould, Jane Philpott in Daughters of the Vote speech

0:54 Andrew Scheer alludes to Jody-Wilson Raybould, Jane Philpott in Daughters of the Vote speech Andrew Scheer alludes to Jody-Wilson Raybould, Jane Philpott in Daughters of the Vote speech

The revelation of that recording on Friday prompted a stunning reversal in the number of Liberal MPs willing to openly condemn Wilson-Raybould.

Just days later, Trudeau announced on Tuesday night that he had decided to kick her out of caucus, as well as Philpott, who had quit cabinet after saying she had “lost confidence” in his handling of the allegations.