Assessing Social Interest in Burnout Using Google Trends Data

Fourier transform infrared spectroscopy (FTIR) with Attenuated Total Reflection (ATR) combined with functional data analysis (FDA) was applied to differentiate aged wine spirits according to the ageing technology (traditional using 250 L wooden barrels versus alternative using micro-oxygenation and wood staves applied in 1000 L stainless steel tanks), the wood species used (chestnut and oak), and the ageing time (6, 12, and 18 months). For this purpose, several features of the wine spirits were examined: chromatic characteristics resulting from the CIELab method, total phenolic index, concentrations of furfural, ellagic acid, vanillin, and coniferaldehyde, and total content of low molecular weight phenolic compounds determined by HPLC. FDA applied to spectral data highlighted the differentiation between all groups of samples, confirming the differentiation observed with the analytical parameters measured. All samples in the test set were differentiated and correctly assigned to the aged wine spirits by FDA. The FTIR-ATR spectroscopy combined with FDA is a powerful methodology to discriminate wine spirits resulting from different ageing technologies.

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“…Thus, to assure the indentification of the functional effects α g (t), the sum to zero constraint is introduced [41,44]:…”

Section: Functional Depthsmentioning

confidence: 99%

Application of Functional Data Analysis and FTIR-ATR Spectroscopy to Discriminate Wine Spirits Ageing Technologies

et al. 2020

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“…Doing so could also mitigate issues involving high dimensional data, also known as the "curse of dimensionality" [56], which could disintegrate the reliability of the model. This phenomenon occurs during the addition of multi-features into one model, resulting in unreliable results.…”

Section: Issue Of Collinearity and High Dimensionality In Analysis Involving Racial Determinantsmentioning

confidence: 99%

COVID-19's impact on visitation behavior to US national parks from communities of color - Evidence from mobile phone data

Alba¹,

Pan²,

Yin³

et al. 2021

Preprint

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The widespread COVID-19 pandemic changed the fundamentals of people's way of life. With the necessity of social distancing and lock downs across the United States, evidence shows more people engage in outdoor activities. With the utilization of location-based service data, we seek to explore how visitation patterns to national parks have changed from distinct communities of color amidst the COVID- 19 pandemic. Our results show that visitation rates to national parks located closer than 353km have increased amidst the pandemic, but the converse was demonstrated amongst parks located further than 353km. More importantly, COVID-19 has adversely impacted visitation figures amongst non-white and Native American communities, with visitation volumes worsening if these communities are situated further from national parks. Our results show disproportionate representations amongst national park visitors from these communities of color. African American communities display a particularly concerning trend whereby their visitation to national parks is significantly lower amongst communities closer to national parks.

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“…Ia juga dipercayai mampu memberi input indikator sosial masyarakat yang boleh dipercayai kepada pihak berkepentingan (Bella et al, 2018). Sejarah carian di Internet yang disimpan dalam bentuk data Google Trends merupakan satu bentuk data raya yang mendedahkan maklumat tentang keperluan dan kehendak masyarakat, minat serta masalah yang mereka hadapi (Aguilera et al, 2021). Justeru, tujuan utama kajian ini adalah untuk mengenal pasti trend kesedaran masyarakat Malaysia berkaitan Rukun Negara dalam tempoh 5 tahun (2016-2020) yang diukur berdasarkan data raya carian maklumat di aplikasi Google Trends.…”

Section: Pengenalanunclassified

Kesedaran Rakyat Malaysia Mengenai Rukun Negara Hanya Bermusim?: Kajian Infodemiologi Berasaskan Google Trends

Ishak

Sarkowi

2021

MJSSH

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Rukun Negara yang diisytiharkan pada tahun 1970 merupakan asas pembentukan negara bangsa Malaysia. Sepanjang setengah abad ini, pelbagai inisiatif telah dilaksanakan bagi memastikan masyarakat memahami, menghayati dan mengamalkan Rukun Negara. Selari dengan perkembangan dunia digital pada hari ini, kajian ini bertujuan untuk mengenal pasti kesedaran rakyat Malaysia berkaitan Rukun Negara dalam tempoh 5 tahun (2016-2020) yang diukur berdasarkan trend carian maklumat di aplikasi Google. Kajian ini juga bertujuan untuk mengenal pasti topik-topik berkaitan Rukun Negara yang menjadi fokus carian maklumat di Malaysia. Data kajian ini diperolehi daripada Google Trends, iaitu satu aplikasi yang menyediakan data raya tentang carian maklumat di Google. Graf trend kajian dan Jumlah Carian Relatif (JCR) dalam tempoh kajian dianalisis dengan menggunakan SPSS 22.0 secara deskriptif dan inferensi ANOVA dua-hala. Dapatan menunjukkan terdapat trend peningkatan carian maklumat Rukun Negara dalam tempoh kajian. Carian ini adalah berlaku sepanjang tahun namun meningkat ketara sepanjang tempoh bulan kemerdekaan dan senario yang berlaku dalam tahun-tahun tertentu. Carian tertinggi adalah pada bulan November 2020 yang selari dengan pemakluman Pelan Tindakan Perpaduan Negara 2021-2025 di media massa dan pelaksanaan sesi maklum balas rakyat.. Kajian ini juga mengenal pasti topik yang menunjukkan keprihatinan masyarakat terhadap Rukun Negara, yang berkaitan dengan kesan, matlamat, kepentingan dan kaedah penghayatan. Dapatan kajian ini diharap mampu memberi input kepada pihak berkepentingan untuk merangka pelbagai inisiatif bagi menyuburkan perpaduan di Malaysia.

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Assessing Social Interest in Burnout Using Google Trends Data

Cited by 17 publications

References 26 publications

Application of Functional Data Analysis and FTIR-ATR Spectroscopy to Discriminate Wine Spirits Ageing Technologies

Application of Functional Data Analysis and FTIR-ATR Spectroscopy to Discriminate Wine Spirits Ageing Technologies

COVID-19's impact on visitation behavior to US national parks from communities of color - Evidence from mobile phone data

Kesedaran Rakyat Malaysia Mengenai Rukun Negara Hanya Bermusim?: Kajian Infodemiologi Berasaskan Google Trends

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