Reviewerly/exHarmony huggingface dataset:
Skolēnu pārspriedumu korpusa izveide

The popularity of teaching Latvian as a mother tongue has always been of great importance. Although various teaching materials have been developed over time, corpus-based learning materials are becoming more and more popular nowadays. Since December 2018, the Institute of Mathematics and Computer Science of the University of Latvia has carried out the Latvian State Research Programme “Latvian Language”, agreement No. VPP-IZM-2018/2-0002 (subproject “Acquisi-tion of Latvian Language”). During the project, “The Corpus of Students’ Essays” will be created. With the help of the Corpus, it will be possible to create new teaching materials and also carry out different Latvian grammar studies, etc. Based on the Corpus, it will also be possible to analyse different aspects of Latvian language acquisition of students from different Latvian schools, find out what is most difficult for students, and later work with various Latvian language acquisition issues. “Corpus of Student’s Essays” is a specialized language corpus that contains texts limited to one or more subject areas, domains, topics, etc. The corpus includes 468 essays from a class 12 Latvian language exam (approximately 185 000 running words). These are works by students of Latvian-language secondary schools, minority schools, and state gymnasiums from Kurzeme, Latgale, and Riga. “Corpus of Student’s Essays” contains uncorrected texts, retaining all typing, punctuation, etc. mistakes made by students. The corpus is automatically morphologically tagged. “Corpus of Student’s Essays”, like other language corpora, is developed in several stages. The beginning of the creation of any corpus is related to the definition of text selection criteria, then the selection of texts for the corpus, digitization, if necessary, editing, morphological annotation, creation and addition of a metadata set, etc. Since the corpus is not just texts, there is also an infrastructure for the collecting and processing of corpus data, as well as an interface for the use of the corpus. This article will deal with the structure and development stages of the “Corpus of Student’s Essays”, as well as the problems and solutions associated with it.
A Robust Method for Emotion Recognition from Face Datasets using Machine Learning

The fast advances in AI (ML) and data combination have made it conceivable to supply machines/PCs with the capacity of feeling getting, acknowledgment, and investigation. Feeling acknowledgment has pulled in progressively serious interest from specialists from assorted fields. Human feelings can be perceived from looks, discourse, conduct (motion/act), or physiological signs. Face identification has been around for a long time. Moving forward, human feeling shown by face and felt by the mind, caught in one or the other video, electric sign (EEG), or picture structure can be approximated. Human feeling identification is the need of great importance with the goal that cutting-edge counterfeit clever frameworks can copy and check responses from the face. This can be useful to settle on educated choices be it concerning distinguishing proof of expectation, advancement of offers, or security-related dangers. Perceiving feelings from pictures or video is an inconsequential errand for the natural eye, yet ends up being exceptionally trying for machines and requires many pictures preparing methods for highlight extraction. A few AI calculations are appropriate for this work. Any location or acknowledgment by AI requires preparing calculations and afterward testing them on a reasonable dataset. This paper a few AI calculations just as highlight extraction methods that would help us in the precise ID of the human feeling. In this paper, Machine learning, which is a subset of AI is drilled as a way to deal with outward appearance acknowledgment tasks. The research also includes work done on feature descriptors such as Histogram of Oriented Gradients.
Exploratory study of big data awareness: case of STML Students in UUM

In this research, researchers highlighted the level of awareness of Big Data amongst the STML undergraduate students, and factors that influence the Big Data implementation. Besides, the researcher also highlighted the level of effectiveness of Big Data towards academic performance. Overall of the research problem that had been investigated in this study are the benefits of big data and challenges on education amongst STML students in the UUM. In this research, the researcher employed quantitative research, which utilized the online questionnaire survey form to gather information from respondents. The statistical software, which is SPSS version 25 was used to analyze the data. Based on the result, it showed that the STML students have awareness and ready for big data implementation and technology. Finally, for future development, researchers should investigate the broader scope of Big Data application and implementation in education.
El aula invertida para mejorar el aprendizaje de la conquista de américa en estudios sociales

The objective of this research plan is to improve the learning of the Conquest of America in Social Studies of the students of the ninth year of Basic Education of the Educational Unit General Medardo Alfaro located in the province of Santo Domingo de los Tsachilas. Study has a great importance in the learning of the Conquest of America for the formation of the student, since it acquires effective knowledge in relation to history. In addition, the reverse classroom is an active methodology that favors the learning of the Conquest of Americain the students. This research has a quantitative approach, with a quasi-experimental design and descriptive type. The sample to consider is 36 students of the ninth year of Basic Education of parallel “F”, which was chosen intentionally and not probabilistically; regarding the data collection techniques and instruments, the following will be used: the survey with a structured questionnaire to determine the level of knowledge about the Conquest of America of the students of the 9th parallel year F and to evaluate the results of the application of the didactic activities. After obtaining the data, they will be processed using the SPSS statistical software. The results showed that students have a medium level of knowledge about the Conquest of America, therefore, it is required to apply didactic activities through the flipped classroom since it was observed that students reach a high level in learning the subject of Studies Social aforementioned.
Introduction to Python 3

I welcome you all to the exciting journey of data visualization with Matplotlib and related libraries such as NumPy, Pandas, and Seaborn.
To Be Digital or Not To Be

Decentralized Digital Identities (DDIs) are poised to replace current national credentials. Based on blockchain technology, these new frameworks intend to take on a wide range of functions, among others: remote identification on the internet, self-control over personal data and marketing, standardization of travel passports, electronic voting, certification of school graduation, address for digital currencies and other activities and legal documents linked to our common social lives. DDIs are a revolution that has many advantages. By simplifying and securely keeping identity records around the world, they reduce the risk of losing proof of citizenship, increase the economic potential of many services and jobs, and can greatly simplify access to social life. However, DDIs are likely to escape the control of national democracies. They can also make individuals more vulnerable to powerful foreign states and private groups as these may require them to disclose a lot of personal information in order to access services or territories. Moreover, because they merge physical and digital existences, digital identities also multiply the means of controlling and tracing people, equating them with objects and products, which also raises ethical questions.
Can Blockchain and Cryptocurrencies truly be integrated with Banking

This paper explores the novel technologies of Blockchain and Cryptocurrencies and their potential usage in the banking industry. First, I talk about what these technologies are and how they work. Next, we take a brief look at their history before moving on to talk about their applications in banking. Then, I highlight a few shortcomings of the current banking system and how Blockchain and Crypto could potentially help address them. Next, we look at a few challenges that this technology faces in being used for financial purposes. Towards the end, we look at how there could be a common future for Blockchain and Cryptocurrencies in banking.
Lifelong Learning: Challenges and Principles

Aim/Purpose: The concept of lifelong learning has attracted a lot of interest for several years. One reason is the rapid development of digital technology. The purpose of this paper is to create knowledge supporting the development of education for lifelong learning. Background: On meeting the growing demand for lifelong learning, universities face several challenges. One challenge is that the curriculum seldom is designed for lifelong learning. At the same time, several universities want to be attractive education partners for adult students with work experiences. There is a lack of normative and prescriptive support that can guide the development of education concerning lifelong learning. Methodology: Design science research, interviews, grounded theory and root-cause analysis. Contribution:&nbsp;&nbsp;&nbsp; Contribution to practice: A master program in Information Systems that supports lifelong learning. Contribution to theory: Advancements on design knowledge that can guide the development of education programs concerning rapid advancements in digital technology. Findings: Five design principles: consider rapid development of digital technology, balance time-consuming bureaucratic procedures with companies’ demands for speedy access to new modern courses, simplify procedures for students applying with work experience qualifications, implement plans for competence development of teachers, and base courses on rigour and relevance. The main conclusion is that the rapid technological development causes universities to face a strategic imperative to broaden access to lifelong learning. We can also conclude that close academic-practitioner collaboration will support the design of lifelong learning. Impact on Society: Lifelong learning improves social inclusion, active citizenship, personal development, competitiveness, and employability. Future Research: Further validation of the design principles in order to create knowledge that can support the development of education for lifelong learning.
Concept and Policy of Educational Modernization

The article is aimed at substantiating and concretizing the theoretical and methodological aspects of modern educational policy development. The work is a comprehensive study of the evolution of educational culture in the context of shifting its value orientations as well as political and legal regulations. The paper studies the dialectical relationship of educational values and political and legal attitudes in the system of the education management general theory analyses and objectivizes the principles for ensuring the education system modernization.The article positions the values of educational culture as the determining nucleus of the educational policy development. The authors overcome the underestimation of methodological problems in education sciences, and, on this basis, conduct an axiological analysis of the modern education system, the laws of its construction and development. The article reveals the dialectic relationship of educational policy and the evolution of social values, which shapes a new approach to the study of educational problems, the modernization ideology of education.The study touches upon the current contradictions between the need for the harmonious development of public education, the ways of its formation and the degree to which this need is met by political decisions. It also contributes to understanding what methods can help build up a political and legal education system, that justifies the needs and requirements of a modern person and society as a whole.
The Definition of Digital Criminalistics as the Origin of a Misleading Direction in Science. Part 1

Purpose. To compare and analyze the trend of appearance of the pseudo-term “digital criminology” in the science of criminology and prove that this is incorrect. Methodology: induction, deduction, synthesis, analysis, formal legal method, comparative legal method, logical method. Conclusions. The evolution of methods of committing crimes and instruments of crime does not always require the evolution of the science of criminology and the emergence of its varieties. You just have to assess the prospects of extrapolative ways and methods of proving the circumstances of the crimes in the era of digitalization of social relations, in terms of the provisions of modern criminal law and only criminal-legal research unit. The definition of “digital criminalistics”, which has recently appeared in science, actually misleads the scientific community with its novelty and originality, since such criminalistics in nature does not exist a priori. It is necessary to speak only about forensic or expert research of carriers of digital (electronic or computer) information. In criminalistics, it is logical to develop a new direction-the forensic study of electronic media of digital information and the use of computer expertise in establishing all the circumstances of the crime committed. And this is just a new section of forensic technology, studying a new subject of research for this naki. Here, the traditional forensic methodology should be applied, which will be aimed “atlinking” the electronic carrier of digital information and the digital information itself to a specific crime and to a specific person. Scientific and practical significance. The research is aimed at orienting forensic theory and practice towards the study of specific objects and contributes to the fact that all these studies are further applicable to the practice of crime investigation, and not only for theoretical purposes.
A new pattern of the tectonic units in Africa continent in terms of lithosphere

Based on the comprehensive study of geology and geophysics in African continent, three types of lithosphere (craton-type, orogenic-type and rift-type) can be identified. Considering lithosphere discontinuities as the boundary, two first-order tectonic units (mainly cratonic-type in the West and rift-type in the East) are proposed. Different types of lithosphere can be divided into secondary-order and third-order structural units, and the blocks within lithosphere can be further divided into fourth-order structural units. The geological history, the formation process and significance of different types of lithosphere in African continent are briefly discussed.
The weirdest volcano

Clues to some of Earth's deepest secrets may be hiding in the lava of Tanzania's Ol Doinyo Lengai. Robin George Andrews investigates
Acoustical Society of America and the International Year of Sound

In this presentation, I will discuss how the Acoustical Society of America (ASA) celebrated the International Year of Sound. To stimulate the understanding and awareness of the important role that sound plays in all aspects of society, ASA produced short acoustics-themed videos, offered virtual acoustics demonstrations, presented online speakers, arranged a special issue of Acoustics Today, hosted a Twitter chat for the Journal of the Acoustical Society of America (JASA) and more. ASA education and outreach efforts will continue to improve and motivate the public to explore sound.
Effects of Pharmaceutical Salesperson's Perception on Core Capabilities - Focusing on the Company Culture and Reputation of Pharmaceutical Companies -

Due to rapid environmental-change pharmaceutical industry, sales strategy for sales survival of pharmaceutical company is necessary. In accordance with the rapid development of medicine and advancement of efforts to secure the market, competition among pharmaceutical companies make an effort to achieve their goals. However, due to various negative influence of inside and outside, this field is getting a difficult occupation. Even when securing and training new employees with quite a bit of expense and time, the rate of surviving employees over 1 year is decreasing. For this, the researcher suggested major research result through actual investigation by utilizing survey technique, and a plan to enhance pharmaceutical company salespersons' core competence and raise sales achievement. As the research result, company culture strongly influences salespersons' sales ability. We defined the formation of organizational culture, which influences communication culture where smooth communication is made in the company, also, definite and exact evaluation in promoting work, and trust formation between upper and lower organization, is important, which should be reflected in the company field.
PERCEIVED LEGISLATION AND E-COMMERCE ADOPTION:EVIDENCE FROM SOUTHWEST NIGERIA

Business organizations are now moving from the traditional and limiting way oftransacting to the modernized and unlimited way of exchanging goods and servicewithout much physical contact between both parties which is the underlying principlebehind e-commerce. However, one of the major and prolonged concern that restricts itsadoption by customers and organizations is perceived legislation which regulatesactivities on the internet. The study explored the resultant effect of perceived legislationon e-commerce adoption by customers in South West Nigeria. The study adoptedmixed methods using structured questionnaire and in-depth interview. Six hundredand sixty-six (666) copies of questionnaire were administered on the customers of fourtop e-commerce organization in Southwest Nigeria. Six-hundred and twenty-one(621) were retrieved while six-hundred and ten (610) were used for analysis.Quantitative data analysis was carried out through descriptive statistics,Confirmatory Factor Analysis (CFA) and Structural Equation Modelling (SEM)using (STATA 12) and the hypothesis was tested with the use of regression analysis.The findings revealed that the implementation of proper legal and regulatory issues asregards internet will have great effects on the adoption of e-commerce in SouthwestNigeria. Based on the findings, the study recommends that government should takethe role of leadership by giving priority to consumer protection, enacting andimplementing regulatory guidelines for e-commerce transactions that will keep cybercrimein check.
Subjective Answer Evaluator

Abstract: The automatic assessment of subjective replies necessitates the use of Natural Language Processing and automated assessment. Ontology, semantic similarity matching, and statistical approaches are among the strategies employed. But most of the methods are based on an unsupervised approach. The proposed system uses an unsupervised method and is divided into two modules. The first one is extracting the essential data through text summarization and the second is applying various Natural Language models to the text retrieved from the above step and giving marks to them. Keywords: Automatic Evaluation, NLP, Text Summarization, Similarity Measure, Marks Scoring
THE DIFFICULTIES IN TEACHING VOCABULARY FACED BY THE ENGLISH TEACHER AT SMP NEGERI 1 LUWUK

This research aims to find the difficulties faced by the English teacher in teaching vocabulary at SMP Negeri 1 Luwuk. The type of this research was descriptive qualitative. This research used an instrument to obtain data. The subjects of this study were the teachers at SMP Negeri 1 Luwuk.The data was collected through voice recording and then describe the data to find out the difficulties faced by the English teacher. Based on the results of the interview, the research draws the conclusion that the difficulties in teaching vocabulary came from students and the lack of available school facilities. Do not rule out the possibility of the teacher being a problem for themselves. The lack of response from the school about the development of facilities and student interest in teaching English was not only a problem for the teachers but also a challenge so that efforts to improve teaching techniques and methods become one of the solution and alternative that can be continued especially in teaching vocabulary so that the learning process can runs smoothly.
Web Content Classification Techniques Based on Fuzzy Ontology

Web content classification utilizes for converting the organization document into predefined classes with the help of machine learning algorithms. This is mostly applied in the industries which utilize the unstructured text format information largely. Web content classification is often used to filter email, classify Web content and manage Web browser results. The word collections represent the documents in the traditional Web content classification. The terms are obtained from their finer context which presents in a document or sentence. Detailed semantic classification of the Web content is discussed here. This study examines past and past achievements in the semantic Web content classification. This approach is based on SVM, a fuzzy ontology. In addition, this study shows the advantages of semantic Web content classification algorithms compared to tradition.
경계 허물기에 의한 ‘노이즈’의 변신 - 영화 의 사운드디자인 분석을 중심으로

It is noteworthy that the boundaries of music, dialogue, and sound, which are the three major elements of sound, are becoming blurred, and that the boundaries are becoming blurred in recent movie soundtracks. Advances in electronic technology have made recording possible and also allowing sound to be captured. As a result, noise became recognizable. Since then, the soundtrack of modern movies, which tried to reject and remove noise, has evolved in the direction of actively using noise. The use of noise as a new material for music opened up a world of more flexible and rich film sound. This paper examines the aspect of breaking down the sound boundary, focusing on the use of noise in the movie . In particular, the analysis will be focused on the 'narrative use' of noise in the film. As a background study, I will outline the private overview of noise music and noise sound of the futurists leading to Luigi Russolo, John Cage, and Pierre Schaeffer, and the meaning of noise treated from an aesthetic point of view. In addition, in order to demonstrate the aesthetic aspect of noise applied in the sound of modern movies, the sound of the movie is specifically analyzed and the relationship with the image is considered. Through the above discussion, this paper tries to newly illuminate the aesthetic meaning of 'noise' as a sound object in the field of movie sound.
An Introduction to Blockchain

A blockchain is a sharable and immutable ledger that makes transactions and computations between systems easier and more secure and tracks assets across the business world.
The Consensus Algorithms for Blockchains Project

This project is a basic blockchain written in Python. It is a set of blocks that are linked together in such a way that the information they store is impossible to modify (and more and more difficult as more blocks are joined to the blockchain).