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This study proposes a novel method utilising a speech-word pair bipartite network to examine the correlation structure between members of parliament (MPs) in the context of the UK- China relationship.

We construct MP-word pair bipartite networks based on the co-occurrence relationship between MPs and words in their speech content. These networks are then mapped into monopartite MPs correlation networks. Additionally, the study calculates correlation network indicators and identifies MP communities and factions to determine the characteristics of MPs and their interrelation in the UK-China relationship. This includes insights into the distribution of key MPs, their correlation structure and the evolution and development trends of MP factions.

Analysis of the parliamentary speeches on China-related affairs in the British Parliament from 2011 to 2020 reveals that the distribution and interrelationship of MPs engaged in UK-China affairs are centralised and discrete, with a few core MPs playing an integral role in the UK-China relationship. Among them, MPs such as Lord Ahmad of Wimbledon, David Cameron, Lord Hunt of Chesterton and Lord Howell of Guildford formed factions with significant differences; however, the continuity of their evolution exhibits unstableness. The core MP factions, such as those led by Lord Ahmad of Wimbledon and David Cameron, have achieved a level of maturity and exert significant influence.

The research has several limitations that warrant acknowledgement. First, we mapped the MP-word pair bipartite network into the MP correlation network for analysis without directly analysing the structure of MPs based on the bipartite network. In future studies, we aim to explore various types of analysis based on the proposed bipartite networks to provide more comprehensive and accurate references for studying UK-China relations. In addition, we seek to incorporate semantic-level analyses, such as sentiment analysis of MPs, into the MP-word -pair bipartite networks for in-depth analysis. Second, the interpretations of MP structures in the UK-China relationship in this study are limited. Consequently, expertise in UK-China relations should be incorporated to enhance the study and provide more practical recommendations.

Firstly, the findings can contribute to an objective understanding of the characteristics and connotations of UK-China relations, thereby informing adjustments of focus accordingly. The identification of the main factions in the UK-China relationship emphasises the imperative for governments to pay greater attention to these MPs’ speeches and social relationships. Secondly, examining the evolution and development of MP factions aids in identifying a country’s diplomatic focus during different periods. This can assist governments in responding promptly to relevant issues and contribute to the formulation of effective foreign policies.

First, this study expands the research methodology of parliamentary debates analysis in previous studies. To the best of our knowledge, we are the first to study the UK-China relationship through the MP-word-pair bipartite network. This outcome inspires future researchers to apply various knowledge networks in the LIS field to elucidate deeper characteristics and connotations of UK-China relations. Second, this study provides a novel perspective for UK-China relationship analysis, which deepens the research object from keywords to MPs. This finding may offer important implications for researchers to further study the role of MPs in the UK-China relationship.

This study proposes a novel scheme for analysing the correlation structure between MPs based on bipartite networks. This approach offers insights into the development and evolving dynamics of MPs.

This study aims to explore the latent potential of alternative-responsible tourism and ecotourism leadership in sustainable tourism and the sustenance of rural communities in Musina Municipality in Limpopo Province, South Africa. It also sought to compare this potential with other African pastoral areas and to integrate it with various rural sites elsewhere abroad.

Narrative literature, document reviews, interviews and focus group discussions were used to garner relevant data and were analyzed through cross-tabulation analysis and manually. On this account, probable climate change-bound environmental consequences, rural, tourism, farming and ecological administration issues came to the forefront.

The examination correlates the potential position of proper ecotourism exercises and responsible tourism as an agreeable path to promote sustainability in rural localities. Subsequently, upon apparent countryside products, ecotourism and farming exercises glimpsed in the study area, environmental degradation poses a conceivable hazard to natural resource governance. Hereafter, it aggravates the possibilities for climate change effects and poor subsistence.

The rich biodiversity in the study area provides platforms for sustainable rural tourism enterprises and addresses any pertinent concerns. Thus, the study has manifested a demand for a creative tourism approach and innovations against environmental change outcomes and to capacitate Musina Municipality residents and probably others elsewhere on the continent to engage in ethical tourism initiatives and sustainable livelihoods.

This paper provides a discussion of evidence supporting strategic, targeted recruitment for increasing minority representation in police agencies in the context of negative reputations for inclusion.

Database searching along with backward and forward citation chaining identified 145 articles for review. After extracting the recruitment strategies mentioned that had empirical support for effectiveness, a framework was developed for categorizing those strategies.

Police agencies use some evidence-based practices (e.g. community engagement) but could do more to enhance diversity. Strategy applicability in the context of limited organizational diversity or a less positive reputation as an inclusive employer is discussed.

This review provides a clear set of recommended best practices for agencies to use in evaluating and enhancing their efforts at targeted recruiting.

Reviews of recruiting practices in policing have not provided a deep consideration of the evidence base for practice effectiveness nor considered practices that have support in non-policing contexts. Our review addresses the concerns of agencies that must address a less positive image regarding diversity and inclusion.