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#LIBS

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Posts tagged #LIBS

So cool to watch my retirement funds lower, gas is now $.60 more a gallon (west coast), and prices at the store? I ain't seen #affordability.

#MAGATs, is America Great Again?

Own this. You put him in power. When you going to remove him from power? Oh right. NEVER. Why? To own the #Libs. Freaks.

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#Politics #politicalviews #liberal #liberalism #progressive #LGBTQIA #WomensDay #WomensRights #HumanRights #FuckTrump #NeverMAGA #Libs #Leftist

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And now for the #Libs to make their harvest attempt. I just got emailed at work. Well done #Angus, but no thanks. #Farrrer deserves better than these rusty gates. Get behind @michellemilthorpe.bsky.social and give the whole electorate a voice I say. #auspol

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Ford is an asshole. He's putting even more stress on our children. Like things aren't bad enough for them already. Please Ontario. Next vote we need this asshole gone. He ruining Ontario. He's harming Ontarians. It's gonna take generations to fix all he's broken. And he's not done yet. #onpoli #libs

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Abstract:  Laser-induced breakdown spectroscopy (LIBS) offers a promising alternative due to its minimal sample preparation, real-time analysis capabilities, and versatility in analyzing a broad range of materials. However, the challenge lies in determining its ability to effectively distinguish high-iron ore content from mineralogically similar ores with lower iron content. This study focuses on differentiating iron ore from a variety of ores with lower iron content, including calcite, biotite, dolomite, chalcopyrite, rutile, chromite, olivine, limonite, and astrophyllite, using LIBS. By comparing the obtained spectra and applying receiver operating characteristic (ROC) curve analysis, the study assesses the specificity of the technique. The results demonstrate a high specificity (>70%) in distinguishing iron ore from biotite, dolomite, chalcopyrite, rutile, olivine, and astrophyllite, revealing the potential of LIBS for effectively identifying iron ore from some ore types. However, when comparing iron ore to other ore types, such as limonite, chromite, and calcite, the results are not statistically significant. This means that the spectral or compositional similarities between these ores may limit the method's capacity to give clear separation in certain situations. To further validate the results, two common classification models, principal component analysis followed by linear discriminant analysis (PCA + LDA) and k-nearest neighbors (KNN) were applied to the spectral data. The comparison results demonstrate the resilience of LIBS classification and the impact of mineral matrix influences on diagnostic performance.

Abstract: Laser-induced breakdown spectroscopy (LIBS) offers a promising alternative due to its minimal sample preparation, real-time analysis capabilities, and versatility in analyzing a broad range of materials. However, the challenge lies in determining its ability to effectively distinguish high-iron ore content from mineralogically similar ores with lower iron content. This study focuses on differentiating iron ore from a variety of ores with lower iron content, including calcite, biotite, dolomite, chalcopyrite, rutile, chromite, olivine, limonite, and astrophyllite, using LIBS. By comparing the obtained spectra and applying receiver operating characteristic (ROC) curve analysis, the study assesses the specificity of the technique. The results demonstrate a high specificity (>70%) in distinguishing iron ore from biotite, dolomite, chalcopyrite, rutile, olivine, and astrophyllite, revealing the potential of LIBS for effectively identifying iron ore from some ore types. However, when comparing iron ore to other ore types, such as limonite, chromite, and calcite, the results are not statistically significant. This means that the spectral or compositional similarities between these ores may limit the method's capacity to give clear separation in certain situations. To further validate the results, two common classification models, principal component analysis followed by linear discriminant analysis (PCA + LDA) and k-nearest neighbors (KNN) were applied to the spectral data. The comparison results demonstrate the resilience of LIBS classification and the impact of mineral matrix influences on diagnostic performance.

New from Applied Spectroscopy!
Analysis of Specificity and Limitations Applying the Receiver Operating Characteristic Curve and Laser-Induced Breakdown Spectroscopy for Differentiating Iron Ore
Read more: https://doi.org/10.1177/00037028251396585
#SAS #Spectroscopy #LIBS #iron #ore #classification

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like the UK, where #reform has replaced the #tories as the core opposition in polls, the #Libs in Oz are now there primarily to provide preferences to #OneNation

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#Trump is literally a #socialjustice #warrior #iran. Literally. Irony of ironies. Nice job cultists. Owned by the #libs again.

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It doesn't make sense that #progressives want the #government to work for everybody but the #right only want the government to work for them. Then they call themselves "christians". It's amazing the depths they'll go to just to "own the libs".

#maga #christians #libs

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Jennifer Welch's Responds to Blue MAGA's Attack on Hasan Piker
Jennifer Welch's Responds to Blue MAGA's Attack on Hasan Piker YouTube video by iamblakeley

youtu.be/8EPrHGA8hyk?...
#libs #hasan #newsom #bluemaga #leftist #voteblue

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It’s probably worth identifying which group constitutes the Opposition after the government has been elected. The #Libs shouldn’t be considered as opposition material unless they are the next best option / which apparently they’re not. #auspol

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Progressive Left vs. Blue MAGA Libs
Progressive Left vs. Blue MAGA Libs YouTube video by iamblakeley

youtu.be/dyJH-7eRaqw?...
#newsome #bluevotes #bluenomatterwho #bluemaga #libs #liberal

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Radical immigration policy banning countries being considered by Liberals Angus Taylor says he will unite the Liberal Party, but a deeper rift is forming between those who want to overhaul the party's direction and those who believe doing so would mean political death.

#LIbs had Dutton as leader. A hard right man. they lost & he lost his seat. Now they come up with this BS. Chasing No Notion won't win them any elections. #auspol
www.abc.net.au/news/2026-02...

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Yes exactly! A breathless excited coverage of the most dreary, boring event. The #abcnews biases towards the #libs were showing embarrasingly. I had to turn off before I vomited.

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Vote Gavin Newsom if you want Tucker-Fuentes Administration in 2032
Vote Gavin Newsom if you want Tucker-Fuentes Administration in 2032 YouTube video by The Bitchuation Room (with Francesca Fiorentini)

This! All of this! To all #dems and #libs out there thinking Gavin Newscum 2028 is great idea 🙄
youtube.com/shorts/urkRF...

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This should be fun.... the #Libs aren't being serious, right? #AngusTaylor #Auspol

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What the #Libs fail to realise that if something is shit, changing the wrapper won't change that. #auspol

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Segments: Uncommon Sense: Rachel Withers on Isaac Herzog's AU visit, The Coalition in crisis and One Nation's Latest Polls — Triple R 102.7FM, Melbourne Independent Radio Rachel Withers and guest host Nick Feik discuss the week in politics. Withers is an independent journalist and political commentator. She has written for publications including Crikey, Meanjin and Th...

3RRR's #UncommonSense 10Feb Superb @nickfeik.bsky.social & @rachelwithers.bsky.social convo re Israeli President Isaac Herzog's visit, the Coalition reunification, and One Nation's latest polls. #auspol #HerzogVisit #SydneyProtest #Libs #Nats #OneNation
www.rrr.org.au/on-demand/se...

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#Libs hoping the old saying is true:

Where there's a #spill there's a way.

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Really hoping Angus Taylor challenges & wins. It will be the end of the #LIBS. The demographic he is trying to appeal to is dying out. Old white men don't get to tell their families how to vote anymore & they are rapidly dropping off the perch. #LNP has no policies. That's the problem. #auspol

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a man says is that the best you got in yellow letters Alt: a man says “is that the best you got?” in yellow letters

Supporting #AndyBarr after his most recent #senate ad for #Congress shows lack of character & how low you’ve sunk. He hurts ALL of #KY. He will hurl meaningless insults to suck up to #Trump. “Owning the #libs” is not #political strategy unless you’re desperate & losing polls. We’re not scared

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Abstract:  Bamboo craftsmanship is highly valued for its aesthetics and cultural significance. The classification of bamboo craftsmanship plays a key role in preserving its heritage and ensuring its quality. However, the surface characteristics of bamboo exhibit substantial variation due to environmental factors. This study proposes a novel method using laser-induced breakdown spectroscopy (LIBS) combined with spectral data fusion to enhance the identification accuracy of bamboo age ranges. By fusing spectra from different bamboo parts, a broader range of elemental compositions can be captured while minimizing the influence of regional variations. A total of 50 bamboo craftsmanship samples of five different age ranges were prepared, and their internal and external surface LIBS spectra were collected for data analysis. Experimental results demonstrate that the peak selection–linear discriminant analysis model presents the highest classification accuracy of 99.0% before spectral data fusion. After fusion, the accuracy can be further improved to 99.9%. Additionally, a comparison of various data fusion methods reveals that the Concat method, which increases the dimensionality of the feature space and provides richer data representation, exhibits the best compatibility with LIBS spectral characteristics and classification models. In conclusion, the combination of LIBS and data fusion methods proves to be an effective approach for accurately identifying bamboo age ranges.

Abstract: Bamboo craftsmanship is highly valued for its aesthetics and cultural significance. The classification of bamboo craftsmanship plays a key role in preserving its heritage and ensuring its quality. However, the surface characteristics of bamboo exhibit substantial variation due to environmental factors. This study proposes a novel method using laser-induced breakdown spectroscopy (LIBS) combined with spectral data fusion to enhance the identification accuracy of bamboo age ranges. By fusing spectra from different bamboo parts, a broader range of elemental compositions can be captured while minimizing the influence of regional variations. A total of 50 bamboo craftsmanship samples of five different age ranges were prepared, and their internal and external surface LIBS spectra were collected for data analysis. Experimental results demonstrate that the peak selection–linear discriminant analysis model presents the highest classification accuracy of 99.0% before spectral data fusion. After fusion, the accuracy can be further improved to 99.9%. Additionally, a comparison of various data fusion methods reveals that the Concat method, which increases the dimensionality of the feature space and provides richer data representation, exhibits the best compatibility with LIBS spectral characteristics and classification models. In conclusion, the combination of LIBS and data fusion methods proves to be an effective approach for accurately identifying bamboo age ranges.

New from Applied Spectroscopy!
High-Accuracy Age-Range Prediction of Bamboo Using Deep Fusion of Laser-Induced Breakdown Spectroscopy Spectral Data
Read more: https://doi.org/10.1177/00037028261417366
#SAS #Spectroscopy #LIBS #spectral #data #fusion

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#CNN’s Top Data Guy Gives #MAGA Hating #Libs Huge Reality Check 😆

townhall.com/tipsheet/dmi... #democratsinpanicmode #TDS #TrumpDerangementSyndrome #liberaltears #liberalmeltdown #DemocratsHateAmerica #DemocratsAreDestroyingAmerica #democratsarecommunists

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THE DARK money of the Election | The West Report
THE DARK money of the Election | The West Report YouTube video by The West Report

@bsky.app ooooh - youtu.be/U9GCe2PVN_8?...

Wow! sharp rise in donations, from who? Other receipts? ? undisclosed sources? cannot be traced?
#auspol #laborparty #libs #nats #cfmeu #glencore #darkmoney
Yes, #ban political donations!

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‘She’s dead … they’re amateurs’: The plot to roll Sussan Ley The Liberal Party is expected to vote on its leadership on Tuesday, with Ley having been undermined by the ‘ego and hubris of two conservative men who can’t work out who wants to be the leader’.

"For many Liberal women, the symbolism was unavoidable: two senior men meeting with a handful of other men moving against a female leader before the funeral of a female colleague who had stood by her."

#Libs
#misogynist
#auspol

www.thesaturdaypaper.com.au/share/22493/...

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AB Resistance (@abresistance) This, this is why Albertans are recalling! They are warning Albertans their rights are being high jacked by the UCP WAKE UP! Sign recalls if you can, sign the public education petition and coal petiti...

This Is what the ##UCP have done! Not the #Feds #Libs
#abpoli #ableg #cdnpoli

substack.com/@abresistanc...

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Left Wing ‘#Resist#Libs From #Hollywood Line Up Behind #EricSwalwell’s Bid for Governor in #California ...Of course #Cali #Democrats stand with a compromised #Chinese #CCP asset with flatulence issues! 😆

www.thegatewaypundit.com/2026/01/left... #democratsarecommunists #democratsruinedcalifornia

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#socialanxiety #democrats #dems #libs #makingfriends

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I heard a rumour that Susssan Lei has given herself 5 shadow ministries (in secret) - just incase.

#auspol #scomo #Libs

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