Predicting sense of community and participation by applying machine learning to open government data

Community capacity is used to monitor socio-economic development. It is composed of a number of dimensions, which can be measured to understand the possible issues in the implementation of a policy or the outcome of a project targeting a community. Measuring community capacity dimensions is usually expensive and time consuming, requiring locally organised surveys. Therefore, we investigate a technique to estimate them by applying the Random Forests algorithm on secondary open government data. Our research focuses on the prediction of measures for two dimensions: sense of community and participation. The most important variables for this prediction were determined. The variables included in the datasets used to train the predictive models complied with two criteria: nationwide availability; sufficiently fine-grained geographic breakdown, i.e. neighbourhood level. The models explained 77% of the sense of community measures and 63% of participation. Due to the low geographic detail of the outcome measures available, further research is required to apply the predictive models to a neighbourhood level. The variables that were found to be more determinant for prediction were only partially in agreement with the factors that, according to the social science literature consulted, are the most influential for sense of community and participation. This finding should be further investigated from a social science perspective, in order to be understood in depth

Perancangan Corporate Identity dan Media Promosi PT. Reksa Abadi Bersama sebagai Upaya Meningkatkan Brand Awareness

PT. Reksa Abadi Bersama or known as RAB group, is a company that serve in supply material especially for limestone, they hold distribution among Indonesia. The problem is RAB group needs identity design concept that for the identity of the company known by customers, especially hearts sale to all customer. RAB Group is a newborn company and needs identity system design and media to the promotion. That design objectives for the review to know how to design identity media and sale as an attempt to improve customers at brand awareness. Designing using qualitative methods, observation, depth interview, and to review existing studies found the formulation of concept designing. From the data found the findings excellence analisisa products to the audience will be communicated to all customers. Make promotion and design activities corporate identity don't known reason why the RAB Group excellence unknown. The taxable income processing data analysis found keyword design concept "Dynamic", which means someone has spirit, energetic, motivated, and easy to customize the self. Which "Dynamic" explained that expected and takes customers dynamic and modern, all-effective life & style, the process is efficient, and reliable. Audiences are given fantastic visual display, imaginative thinking, and something incredible communication using enabled and aggressive. So the results can be expected to improve brand awareness RAB Group

Perancangan Komunikasi Visual Museum Negeri Mpu Tantular melalui Buku Fotografi sebagai Upaya Menginformasikan Koleksi Unggulan Museum

Museum is one of essential parts regarding tourism industrial especially for historical and cultural tourism. One of the museum that existed in East Java is MuseumNegeri Mpu Tantular that legitimately established at July 25th 1937. This museum owns numerous historical collection. Beside the existed collections, it has special considered collection coming from various zone. However, the collections\u27 great quantity frequently makes the visitor don\u27t pay much attention to the special considered collections. According to the aforementioned statement, visual communication through photography book which explains the distinctive collections is clearly needed. This kind of book is expected to clearly and completely inform to the visitor not only about the origin but also the background history from each distinctive collection which is owned by Museum Negeri Mpu Tantular. The method used by utilizing a qualitative research method that starts from collecting data through interviews, observation, documentation, study litelatur, study competitors, until the conclusion. Resulting design photography book with key massage "masterpiece" that has superior meanings or different from the others. Photography books that have been designed to have a visual element that is able to inform the State Museum Negeri Mpu Tantular

Quantum tunneling dynamics of an interacting Bose-Einstein condensate through a Gaussian barrier

The transmission of an interacting Bose-Einstein condensate incident on a repulsive Gaussian barrier is investigated through numerical simulation. The dynamics associated with interatomic interactions are studied across a broad parameter range not previously explored. Effective 1D Gross-Pitaevskii equation (GPE) simulations are compared to classical Boltzmann-Vlasov equation (BVE) simulations in order to isolate purely coherent matterwave effects. Quantum tunneling is then defined as the portion of the GPE transmission not described by the classical BVE. An exponential dependence of transmission on barrier height is observed in the purely classical simulation, suggesting that observing such exponential dependence is not a sufficient condition for quantum tunneling. Furthermore, the transmission is found to be predominately described by classical effects, although interatomic interactions are shown to modify the magnitude of the quantum tunneling. Interactions are also seen to affect the amount of classical transmission, producing transmission in regions where the non-interacting equivalent has none. This theoretical investigation clarifies the contribution quantum tunneling makes to overall transmission in many-particle interacting systems, potentially informing future tunneling experiments with ultracold atoms.Comment: Close to the published versio

Playing by white rules of racial equality:student athlete experiences of racism in British university sport

Inequalities related to racial identity are consistently reported across social institutions, not least education, and sport. These inequalities consistently challenge ‘post-race’ narratives that rationalise racism down to individual prejudices and poor decision-making. This paper presents part of the findings from a wider a twelve-month research project commissioned by British University and Colleges Sport (BUCS) to explore race equality. This wider research privileged the voices of non-White students and staff in an exploration of race and equality in British UK university sport. ‘Non-white’ was chosen as a race identifier to focus on Whiteness, the normalised, raceless power that reproduces itself both knowingly and unknowingly, to ensure racial ‘others’ remain subordinate. This paper presents the findings of the student voices. In this study a research team of academic and student researchers explored the experiences of 38 students across five universities. Generating case studies from each university, the data was analysed from an Intersectional and Critical Race Theory perspective. Two core themes relating to negotiating Whiteness were developed from the data analysis which reflected experiences of university sport as predominantly White spaces; ‘Play by the Rules’ and ‘Keep You Guessing’. Racial abuse was subtle, camouflaged in comments and actions that happened momentarily and hence were implausible to capture and evidence. For incidents to be addressed, evidence had to meet a ‘beyond doubt’ standard. Students were required to consciously negotiate racial bias and abuse to ensure they did not provide a justification for abuse. Navigating racialisation and stereotypes, plus White denial, was additional emotional labour for students. This mechanism of silencing the victim served to normalise racism for both the abused and perpetrator. The conclusion explores potential ways of disrupting these mechanisms of Whiteness in placing students’ welfare at the heart of university sport

Suppression of Implanted MDA-MB 231 Human Breast Cancer Growth in Nude Mice by Dietary Walnut

Walnuts contain components that may slow cancer growth including omega 3 fatty acids, phytosterols, polyphenols, carotenoids, and melatonin. A pilot study was performed to determine whether consumption of walnuts could affect growth of MDA-MB 231 human breast cancers implanted into nude mice. Tumor cells were injected into nude mice that were consuming an AIN-76A diet slightly modified to contain 10% corn oil. After the tumors reached 3 to 5 mm diameter, the diet of one group of mice was changed to include ground walnuts, equivalent to 56 g (2 oz) per day in humans. The tumor growth rate from Day 10, when tumor sizes began to diverge, until the end of the study of the group that consumed walnuts (2.9 ± 1.1 mm3/day; mean ± standard error of the mean) was significantly less (P \u3e 0.05, t-test of the growth rates) than that of the group that did not consume walnuts (14.6 ± 1.3 mm 3 /day). The eicosapentaenoic and docosahexaenoic acid fractions of the livers of the group that consumed walnuts were significantly higher than that of the group that did not consume walnuts. Tumor cell proliferation was decreased, but apoptosis was not altered due to walnut consumption. Further work is merited to investigate applications to cancer in humans

Eclogites and basement terrane tectonics in the northern arm of the Grenville orogen, NW Scotland

The presence of eclogites within continental crust is a key indicator of collisional orogenesis. Eclogites within the Eastern Glenelg basement inlier of the Northern Highland Terrane (NHT) have been re-dated in order to provide more accurate constraints on the timing of collision within the northern arm of the Grenville Orogen. The eclog-ites yield dates of ca.1200 Ma which are interpreted to record the onset of continent-continent interaction, and the NHT as a whole is thought to represent the lower plate in successive 1200-1000 Ma collision events. The Eastern Glenelg basement inlier is viewed as a fragment of the leading edge of the NHT continental basement that was partially subducted along a suture and then exhumed back up the subduction channel. Differences in ages of igneous protoliths and intrusive histories, and metamorphic events (this paper) between the NHT basement and the Laurentian foreland, suggests that they were separate crustal blocks until after ca. 1600 Ma. We therefore suggest that: (1) the NHT represents a fragment of Archean-Paleoproterozoic crust that was reworked within the ca. 1.7-1.6 Ga Labradorian-Gothian belt, although whether it was derived from Laurentia or Baltica is uncertain, and (2) amalgamation of the NHT with the Laurentian foreland did not occur until the terminal stages of the Grenville collision at ca. 1000 Ma