Dalam klasifikasi, ukuran kebaikan suatu metode ditentukan oleh akurasi dan skor F1. Penelitian ini bertujuan untuk menentukan rata-rata akurasi dan skor F1 pada klasifikasi menggunakan metode KNN pada data Iris dengan bantuan program Python. Rata-rata akurasi maupun skor F1 ditentukan dengan membuat variasi parameter yang digunakan yaitu random state dari 1 sampai dengan 10000, k yang digunakan dalam metode KNN dari 1 sampai dengan 31 (tergantung prosentase data uji yang digunakan), q (definisi jarak yang digunakan yaitu jarak Manhattan, jarak Euclid, dan jarak Minkowski) serta persentase data uji yang digunakan. Dalam penelitian ini, digunakan persentase data uji 10%, 20 %, 30 %, dan 40 %. Jika digunakan k = 5 dalam metode KNN, variasi random state 1 sampai dengan 10000 dan digunakan data uji 20 % maka diperoleh akurasi rata-rata 96,6667 %. Demikian juga dapat diperoleh histogram dari akurasi tersebut. Histogram tersebut cenderung menceng ke kiri. Dalam penelitian ini, juga diperoleh hasil bahwa dengan melakukan variasi k dalam metode KNN juga dapat diperoleh akurasi maupun skor F1 yaitu bahwa makin besar data uji yang digunakan maka makin kecil nilai k untuk mencapai akurasi ataupun skor F1 maksimum. Lebih lanjut, dalam perubahan nilai p pada jarak Minkowski, apabila p membesar maka nilai maksimum rata-rata akurasi akan cenderung membesar namun nilai k cenderung mengecil.

Speech act is one of the analyzes of pragmatic studies that examines language and relates to aspects of its actual use. One type of speech act is illocutionary speech act. There are many kinds that can be studied using illocutionary speech acts, one of which is speech acts in films. The background of this research is because the film Mariposa by Alim Sudio found many sentences or utterances that refer to the type of illocutionary speech act. This study aims to analyze and describe the types and forms of illocutionary speech acts that exist in the speech of the characters in the Mariposa film. The research method in this study used a pragmatic and qualitative research form. Based on data analysis, it was found that in Alim Sudio's Mariposa film there are 50 illocutionary speech acts which include representative speech acts, directive speech acts, expressive or evaluative speech acts, commissive speech acts, and declaration speech acts. The representative speech acts in Alim Sudio's Mariposa film consist of fifteen utterances. There are sixteen directive speech acts in Alim Sudio's Mariposa film. There are eleven expressive or evaluative speech acts in the Mariposa film by Alim Sudio. There are four commissive speech acts in Alim Sudio's Mariposa film. There are four speech acts of declaration in Alim Sudio's Mariposa film. Then, the benefits of research on illocutionary speech acts in Alim Sudio's film Mariposa are to have a critical understanding, broaden horizons, increase knowledge and knowledge from analyzing illocutionary speech acts through films.

Narkotika terdiri dari obat-obatan, zat maupun bahan apabila dikonsumsi dan masuk kedalam tubuh dapat mempengaruhi kesehatan fungsi organ dalam manusia yaitu otak. Permasalahan tentang narkoba di Indonesia sangat menghawatirkan dimana pada tahun 2019 yaitu sebesar 2,4% adalah pengguna yang berarti bahwa dari 10.000 penduduk Indonesia ada 240 berusia 15-64  tahun  atau  berjumlah 4,5 juta jiwa. Adapun research problem yang pada penelitian yang dilakukan adalah bagaimana menentukan metode prediksi jumlah penanganan kasus narkotika terbaik sehingga dapat meminimalkan jumlah korban jiwa. Dalam penelitian yang dilakukan menggunakan metode komparasi algoritma prediksi yaitu Linear Regresion, Neural Network, Support Vector Machine (SVM) tentang pengguna narkotika sehingga dihasilkan prediksi yang mendekati nilai sesungguhnya dari kasus yang ada. Ouput yang dihasilkan didapatkan hasil bahwa performance prediksi dengan algoritma SVM pada penanganan kasus narkotika memiliki tingkat prediksi lebih baik disbanding dengan algoritma prediksi yang lain yaitu nilai RMSE 169.533 +/- 0.000. Untuk kegiatan penelitian yang akan datang dapat mengitegrasikan dengan algoritma klasifikasi untuk menentuka jenis narkotika yang paling banyak dipakai.
 Kata kunci: Narkotika. Rapid Miner, Support Vector Machine

In recent years IoT has developed very rapidly. IoT devices are used to monitor and control physical objects to transform the physical world into intelligent spaces with computing and communication capabilities. Compared to cloud computing, fog computing is used to support latency-sensitive applications at the edge of the network which allows client requests to be processed faster. This study aims to propose a monitoring framework for containerized black box microservices in a fog computing environment to evaluate CPU overhead, as well as to determine the operating status, service characteristics, and dependencies of each container.
This study proposes a monitoring framework to integrate computing resource usage and run-time information from service interactions using a black box approach that seeks to integrate service-level information and computing resource information into the same framework. The proposed framework is limited to observing information monitoring after the server receives a request. This study uses JMeter to simulate user actions, which send requests to the server, and this research assumes the user knows the IP address of the server. For container monitoring methods in fog computing, all are indirect monitoring methods.
The results of this study indicate that the proposed framework can provide operational data for visualization that can help system administrators evaluate the status of running containers using a black box approach. System administrators do not need to understand and modify target microservices to gather service characteristics from containerized microservices. Regarding future research, it is suggested to expand the exploration of modified system information, and that part of the container management tool code can be pre-tried so that the framework proposed in this study can provide real-time quantitative indexes for the load balancing algorithm to help optimize the load balancing algorithm.

Combining culture and technology is one solution to digitizing an area's local wisdom. Technology is expected to be an educational medium for the younger generation to know the history and meaning of a historical story. The island of Bali has a lot of the previous history, one of which is about the Puputan Klungkung war. Based on the results of questionnaires to 40 respondents by simple random sampling, 77.5% of respondents did not know the history of the Klungkung puputan and its meaning. To maintain the history of the puputan war, it is necessary to introduce the next generation but keep abreast of technological developments so that the research aims to design a media in the form of a mobile game. This mobile game media was chosen because of its popularity in Indonesian society, both among children to adults, thus creating interest in playing media games. The game design adapts to the scheme of the design pattern by using simple, cultured, and informative concepts. This development resulted in the design of the character of the king of Klungkung and the Dutch army and the layout design of the game Puputan Klungkung.

Telang flower kombucha is a probiotic that has the potential to be developed as a functional drink and even an active cosmetic ingredient in the form of hand soap as an effort to break the chain of transmission of COVID-19 and its mutations. The purpose of this activity is to provide additional insight to students, especially in the pharmaceutical study program at the Faculty of Health Pharmacy, Mathla'ul Anwar University, Banten, in utilizing the fermented kombucha solution of telang flower as an active ingredient in environmentally friendly hand soap cosmetics. The results of the activity showed that the service participants had increased knowledge or insight about the importance of using conventional biotechnology products as a new breakthrough in the pharmaceutical field. This can be seen from the increase in the pre-test and post-test which have been conveyed a lot during material exposure during pharmaceutical biotechnology lectures and during training. Participants who have attended training on making probiotic handwashing soap from fermented kombucha flower telang solution are more enthusiastic and understand the importance of the benefits of fermenting kombucha flower telang not only in the functional food sector but also in the potential for environmentally friendly cosmetics.

The purpose of this research is to develop and test the validity, practicality, and effectiveness of Smart Land media to enhance creative thinking skills in 3CM Learning for elementary school students.The method of this research is R&D using ADDIE model, in five steps: 1) analysis, 2) design, 3)development, 4)iImplementation, 5) evaluation. The validity of product test is observed from the expert’s assessement using the material and media expert validation sheet instruments. The effectiveness of the product is observed by the one group pre-test, post-test, and the result are processed using Paired-Samples T-Test assistance with SPSS 22.0 program. The result of this research suggests Smart Land media learning to enhance creative thinking skills in 3CM Learning for Elementary School students, which is evidently valid from materials and media aspect. Smart Land media is evidently practical from teacher and student evaluation, and also evidently effective based on result of pretest and posttest and Paired Samples T-test.

Penelitian ini bertujuan untuk mengetahui pengembangan desa wisata yang memiliki potensi budaya dikemas dalam acara festival Rakanan di Dusun Giyanti, Kabupaten Wonosobo. Penelitian ini menggunakan metode deskriptif kualitatif. Teknik pengumpulan data dengan wawancara mendalam, observasi dan studi literatur. Pengembangan desa wisata berbasis festival budaya dapat dilakukan melalui penerapan 4 aspek yaitu atraksi, aktivitas, pembelian dan partisipasi. sebagai acuan dalam kebijakan pengembangan, yaitu pengembangan dalam hal atraksi, fasilitas, aksesibilitas dan kegiatan. Langkah strategis berikutnya dalam proses pengembangan desa wisata berbasis festival budaya adalah meningkatkan pemetaan potensi budaya regional, meningkatkan kapasitas masyarakat yang sadar budaya, mengelola dana desa melalui BumDes dan penataan desa dengan lingkungan budaya.

Pada proses tomografi diperlukan sinogram sebagai data pembentuknya. Sinogram dalam hal ini akan memberikan informasi intensitas radiasi pada setiap sudut proyeksi radiasi untuk masing-masing sensor. Hasil dari serapan radiasi yang diterima oleh setiap sudut proyeksi akan dibentuk dengan sinogram dan akan mengasilkan citra gambar untuk hasil akhirnya. Pada penelitian ini diajukan gagasan pembentukan sinogram menggunakan sensor tunggal. Sensor yang digunakan pada penelitian ini hanya mampu menerima paparan sumber radiasi pada satu arah. Pada penelitian ini akan dikembangkan metode pemecahan sensor menggunakan kurva distribusi normal. Hal ini bertujuan supaya sensor dapat menerima radiasi dari berbagai arah sehingga intensitas radiasi pada setiap sudut proyeksi radiasi akan diproyeksikan ke dalam sinogram. Algortima yang digunakan adalah membagi sensor menjadi 8 bagian titik serap radiasi. Pembagian sensor ini mengacu pada kurva distribusi normal, sehingga didapatkan 8 selang nilai sensor yaitu -0,05, -0,1, -0,15, -,2, 0 , 0,2, 0,15, 0,1, dan 0,05 terhadap nilai rata-ratanya. Ujicoba dilakukan dengan melakukan penyinaran awal pada sudut 0o sampai sudut 360o dengan kenaikan sudut sebesar 5o. Langkah berikutnya dilakukan  penyinaran selama 60 detik. Data yang diambil adalah nilai yang diterima sensor pada saat detik ke 60. Hasil pengukuran semua sudut selanjutnya digunakan dalam pembentukan sinogram. Keberhasilan pembentukan sinogram dalam ujicoba ini menjadi langkah awal pembentukan tomografi yang lebih efisien pada tahap selanjutnya.

Electrical equipment plays an important role in everyday life, from households, schools, hotels, offices, to industrial environments. Because it really helps humans in making work easier. The need for automated tools to facilitate human activities, makes the need for smart chips or microcontrollers increasing. A new breakthrough in the world of microcontrollers with the application of Arduino.Especially at SMPN 10 Salatiga, there are fish ponds and garden lights, which you forget to feed or not, while the officers forget to turn off the lights, causing the fish to die and the lights stay on even though it is noon. This study tries to implement Fish Feed Control and  automatic garden lights on and off using Arduino and scheduling, this is so that the fish stay healthy   and the garden lights can turn on or off according to the schedule desired by management. The author designed a garden lamp and automatic fish feed based on a case study at the school. The tool is designed with three sources of tool control. The first manual is pressing the fish feed manual button, the light switch and the reset button. Both semi-automatic, as a fish feeder, light ON/OFF and reset remote control with the Android application. The third auto is scheduled feeds and lights. This tool is designed to manage fish feed and garden area lighting. This tool is practical to use, inexpensive, useful, flexible and easy to build. The classification of this tool is sufficient for the needs of the school garden. Among the advantages of this tool is that it can be controlled remotely effectively 25 m without a hitch using the android application. The author hopes, this tool provides benefits and solves problems in schools.