scholarly journals Uncovering Active Communities from Directed Graphs on Distributed Spark Frameworks, Case Study: Twitter Data

2021 ◽  
Vol 5 (4) ◽  
pp. 46
Author(s):  
Veronica Moertini ◽  
Mariskha Adithia
Keyword(s):  
Big Data ◽  
Directed Graphs ◽  
Algorithm Design ◽  
Threshold Value ◽  
Twitter Data ◽  
The People ◽  
Big Graphs ◽  
Active Communities ◽  
Processing Framework

Directed graphs can be prepared from big data containing peoples’ interaction information. In these graphs the vertices represent people, while the directed edges denote the interactions among them. The number of interactions at certain intervals can be included as the edges’ attribute. Thus, the larger the count, the more frequent the people (vertices) interact with each other. Subgraphs which have a count larger than a threshold value can be created from these graphs, and temporal active communities can then be mined from each of these subgraphs. Apache Spark has been recognized as a data processing framework that is fast and scalable for processing big data. It provides DataFrames, GraphFrames, and GraphX APIs which can be employed for analyzing big graphs. We propose three kinds of active communities, namely, Similar interest communities (SIC), Strong-interacting communities (SC), and Strong-interacting communities with their “inner circle” neighbors (SCIC), along with algorithms needed to uncover them. The algorithm design and implementation are based on these APIs. We conducted experiments on a Spark cluster using ten machines. The results show that our proposed algorithms are able to uncover active communities from public big graphs as well from Twitter data collected using Spark structured streaming. In some cases, the execution time of the algorithms that are based on GraphFrames’ motif findings is faster.

The Local Government of Kulon Progo Regency Innovation in Subduing Capitalism through Community Empowerment

2020 ◽  
Vol 4 (2) ◽  
pp. 229
Author(s):  
Muhammad Eko Atmojo ◽  
Helen Dian Fridayani
Keyword(s):  
Qualitative Method ◽  
Positive Impact ◽  
Community Empowerment ◽  
Case Study Approach ◽  
Study Approach ◽  
The Past ◽  
The People ◽  
District Government ◽  
The Government

Kulon Progo Regency is one of the districts that has many innovations, one of which is community empowerment in collaboration with a modern shop abbreviated as the shop name owned by the people (tomira). This research was motivated by the achievements of the Kulon Progo district government in carrying out development and innovation in the development of the Kulon Progo region by fully involving the Kulon Progo district community through community empowerment. This initiative was taken by the government of Kulon Progo Regency to improve community empowerment and protect the people of Kulon Progo Regency from various economic threats. Considering that in the past few years many modern shops have mushroomed in each district/city, so this is what makes Kulon Progo Regency move quickly to empower the community by collaborating between MSMEs or cooperative with modern shops. This study uses a qualitative method which case study approach. With the empowerment that has been done, the original products of Kulon Progo Regency or local products can be traded in modern stores so that local products in Kulon Progo Regency can compete with national products in these modern stores. The existence of such cooperation will indirectly improve the image of Kulon Progo Regency and lift the original products of Kulon Progo Regency. The lifting of the original products of Kulon Progo Regency will have a positive impact on the community, where indirectly the economy of the community will increase so that there will be prosperity for the community. Kabupaten Kulon Progo adalah salah satu kabupaten yang memiliki banyak inovasi, salah satunya adalah pemberdayaan masyarakat bekerja sama dengan toko modern disingkat nama toko yang dimiliki oleh masyarakat (tomira). Penelitian ini dilatarbelakangi oleh pencapaian pemerintah kabupaten Kulon Progo dalam melakukan pengembangan dan inovasi dalam pengembangan wilayah Kulon Progo dengan melibatkan sepenuhnya masyarakat kabupaten Kulon Progo melalui pemberdayaan masyarakat. Inisiatif ini diambil oleh pemerintah Kabupaten Kulon Progo untuk meningkatkan pemberdayaan masyarakat dan melindungi masyarakat Kabupaten Kulon Progo dari berbagai ancaman ekonomi. Menimbang bahwa dalam beberapa tahun terakhir banyak toko-toko modern telah menjamur di setiap kabupaten/kota, jadi inilah yang membuat Kabupaten Kulon Progo bergerak cepat untuk memberdayakan masyarakat dengan berkolaborasi antara UMKM atau bekerjasama dengan toko-toko modern. Penelitian ini menggunakan metode penelitian kualitatif dengan pendekatan studi kasus, dengan metode yang digunakan adalah dokumentasi. Dengan pemberdayaan yang telah dilakukan, produk asli Kabupaten Kulon Progo atau produk lokal dapat diperdagangkan di toko modern sehingga produk lokal di Kabupaten Kulon Progo dapat bersaing dengan produk nasional di toko modern ini. Adanya kerjasama tersebut secara tidak langsung akan meningkatkan citra Kabupaten Kulon Progo dan mengangkat produk asli Kabupaten Kulon Progo. Pencabutan produk asli Kabupaten Kulon Progo akan berdampak positif bagi masyarakat, di mana secara tidak langsung perekonomian masyarakat akan meningkat sehingga akan ada kesejahteraan bagi masyarakat.

Evaluation of Socio-Economic Conditions of Coldwater Fish Farmers: A Case Study of Sikkim

2020 ◽  
pp. 62-71
Keyword(s):  
Income Inequality ◽  
Economic Status ◽  
Good Condition ◽  
Total Sample ◽  
Living Conditions ◽  
Economic Conditions ◽  
Gini Coefficients ◽  
Socio Economic Status ◽  
The People

ABSTRACT The study analyses the socio-economic status, degree of income inequality and perceived socio-economic conditions of the fish farmers of the four districts of Sikkim. A total sample size of 200 fish farmers was selected from the four districts depending upon the presence of the number of farmers in each district. Purposive random sampling method was used and the results were analysed from descriptive statistics such as frequency count and percentages. The degree of income inequality was analysed through Gini coefficients. The factors that determined the perceived socio-economic living conditions were analysed with a logistic regression model. The socio-economic status of the people was found to be in good condition and there were not many variations among the fish farmers of different districts. Most of the respondents had pucca houses with the combination of firewood and LPG as a source of cooking fuel and also had access to basic amenities like electricity, drinking water and sanitation facilities in the households. The study also found that income inequality was not so severe amongst the fish farmers of the three districts except for the East district which had the strongest income inequality. The per capita income, housing condition and ratio of above primary education to total members had a significant impact on the perceived living conditions of the fish farmers. Keywords

KELOMPOK MUSIK REJUNG PESIRAH: STRATEGI ADAPTASI PADA MASYARAKAT PALEMBANG

2019 ◽  
Vol 2 (2) ◽  
pp. 27-37
Author(s):  
Dwi Putri Agustini
Keyword(s):  
Cultural Anthropology ◽  
Case Study Research ◽  
Traditional Music ◽  
Adaptation Strategy ◽  
The People ◽  
Musical Arrangements ◽  
The Face ◽  
Cultural Modification ◽  
Traditional Arts

The present phenomenon has clearly brought a change and the influence of the development of traditional music in Palembang society, if this is not carefully addressed, it will experience a shift, alienation and even lose its supporters. The rejung pesirah music group is one of the music groups that still maintains traditional arts in the people of Palembang. This study examines how the adaptation strategy of the rejung pesirah music group in dealing with changes and developments in Palembang society. For this reason, the approach used is cultural anthropology with qualitative case study research methods in Palembang. Data collection is done through observation, interviews and document studies that use triangulation techniques as the validation of the data, while for data analysis through content analysis and interactive models. The results showed that the adaptation strategy undertaken by the rejung pesirah music group was an act and creative ability and had a positive mindset, understanding in responding to changes and needs as an impulse to develop in the face of environmental change and development through learning processes and cultural modification, which resulted a creativity that is the creation of songs, musical arrangements, and musical instruments in the rejung pesirah music group.

scholarly journals Deep Sentiment Analysis: A Case Study on Stemmed Turkish Twitter Data

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Harisu Abdullahi Shehu ◽  
Md. Haidar Sharif ◽  
Md. Haris Uddin Sharif ◽  
Ripon Datta ◽  
Sezai Tokat ◽  
...  
Keyword(s):  
Sentiment Analysis ◽  
Twitter Data

scholarly journals Fair weather forecasting? The shortcomings of big data for sustainable development, a case study from Hubballi‐Dharwad , India

2021 ◽  
Author(s):  
Andrew Sudmant ◽  
Vincent Viguié ◽  
Quentin Lepetit ◽  
Lucy Oates ◽  
Abhijit Datey ◽  
...  
Keyword(s):  
Sustainable Development ◽  
Big Data ◽  
Weather Forecasting ◽  
Fair Weather
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