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Continuous changing in house prices very rapid and observed in last years which depends on many factors like position, area, population in the city and another requirement for individual house price, there is a lot of articles studied and adopted traditional ways for machine learning in house price prediction accurately but few of them focused on individual performance for complicated models. To explore effected factors in prediction way in this paper we applied traditional machine learning theory to investigate many models due to many limited we take some of techniques like (random forest, Extreme Gradient Boosting and stacked generalization model) and applied on several models to obtain more accurate results for house price prediction. We take Baghdad as a sample for house price and impact factor on difference cities, services, population, area, building age and others we mentioned in our paper by taking and applying machine learning house price prediction. [ABSTRACT FROM AUTHOR]

The issue of changing the currency was addressed by the ancient jurists according to what the situation was like in their time. This change was simple and did not constitute a serious danger to the economy at that time, due to their reliance in the first place on gold and silver, which were often characterized by stability. Today, however, it has become an issue of change. There is no value Money poses a serious threat to the economy, because banknotes are not characterized by stability, but by change, and this is what makes the problem of changing the value of banknotes difficult. In my research, I talked about the definition of money, its importance, types and functions, and the change in the value of money and its impact on repaying debt in the light of Hanafi jurisprudence and Afghan civil law, using the deductive approach, by collecting the opinions of Hanafi jurists regarding issues of changing money. According to jurists, there are two types of money: natural money and legal money, and the forms of money change according to political and economic facts and events, including commodity money, paper money, and bank money. The importance of money is highlighted through the number of functions it performs to facilitate transactions between individuals, and perhaps one of its most important functions is that it is a measure A For value, this function requires money to have a degree of constancy and stability. Also, changing the currency and its invalidation by the state has effects on obligations and debts that require treatment, so this issue needs to be investigated. Through this research, I have come to the conclusion that if the loan is of real money, such as gold, silver, or commodities, then it must be returned in kind, no matter how the prices change. However, if the debt is of banknotes, then its value must be paid, even if the value of the currency inflates in the market. [ABSTRACT FROM AUTHOR]

There is no doubt that social history in general and the history of the oppressed social classes in particular are among the obscure corners in the history of the Islamic West during the Almoravid and Almohad eras, which are evident in the historians' works especially on the royal sultan's history. Its bitterness is even more evident when the dialectical relationship between Sufi men and the general public is meticulously investigated and thoroughly studied as it represents a number of issues that can unveil many other societal issues and problems during that era. In this context, this research paper aims at contributing constructively and soberly in shedding light on some forgotten aspects of the dialectic relationship between these two uncherished, ignored social groups, as a result of a set of societal factors in Morocco and Andalusia during the Almoravid and Almohad eras with more focus on the miserable living conditions of the common people due to the oppressing reign of the Almoravids. The ruling regime pushed the common people to embrace the Sufis in an attempt and hope to escape both the awful social situation and the tyrannical ruling regime. [ABSTRACT FROM AUTHOR]

This article deals with the topic of al-muqassah (offsetting) and its forms in Hanafi jurisprudence, in terms of its definition, classification, conditions, and applications. The researcher has defined offsetting linguistically and technically, then classified offsetting in Hanafi jurisprudence into two main categories: lawful offsetting and unlawful offsetting. The lawful offsetting is then subdivided into obligatory and optional. The researcher then mentions the conditions of obligatory offsetting in four conditions, which are: the existence of two reciprocal debts, identical description and genus between the debts, the debts being currently due, and equal strength and weakness between the debts. The researcher then proceeds to list fifteen application cases of offsetting in some contracts and transactions, including: sarf (currency exchange) contract, salam (deferred delivery) contract, borrowing contract, usurpation, guarantee, alimony, and others. In each case the ruling and its reason are explained from a jurisprudential perspective. Finally, the researcher summarizes the main points of agreement and disagreement between the offsetting cases in sarf and salam contracts, pointing out that the cases of obligatory offsetting are similar, while there are differences in some respects such as offsetting on the debt in both contracts and transforming the offsetting to the prior debt. Thus, the article has been able to present a detailed explanation of the subject of offsetting, in terms of concept, rulings and practical applications in Hanafi jurisprudence. The methodology used in the article is the descriptive methodology, also known as the literature review methodology, which is commonly used in writing Islamic academic papers. [ABSTRACT FROM AUTHOR]

The paper is contains on sum of the mean points related to the social effects of the war on the Libyan society, it takes logical steps to view this case. At the beginning concentrate on the concepts of war generally, then give some information about the war, its properties, programs, indications, which it gives to the families and children which suffering from the destroy of war, throw light on the difficulties of the social life which the members of the community face as a result of war, in this kind of societies with some examples to this problems. In addition, identify the concepts of the cultures war factors and its impact on the level of services which the social institutions give to this countries during the war, finally view the challenges which facing Libya to replace this consequences and begin give the people the development, knowledge, fun in this countries to change the position of retardation from war. [ABSTRACT FROM AUTHOR]

In the context of demonstrating the connection between the image and imagination and its cultural connotations, this research paper revolved around a complex research problem that hinged upon two hypotheses. The first investigated the role of imagination in providing knowledge while the second explored the possibility of yielding cultural knowledge to fictional experiments. In order to confirm the first one, we examined the concept of imagination through different cultural strands that ascertained the fact that it was more than mere shapes decorating a painting. It was rather another insight to unveil the invisible side of the world. We tried to affirm the second hypothesis through exploring the existing cultural tools in artworks. The research findings showed that when the artist abstained from the figurative image, he ventured an unfamiliar world to offer an artistic lesson. This later called for other knowledge areas to analyze, interpret and infer the conceptual connotations of artworks. [ABSTRACT FROM AUTHOR]