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Lusi Nur Astriansyah; Lyswidia Andriarsih

JURNAL ILMIAH PENDIDIKAN KEBUDAYAAN DAN AGAMA 2023 CV. ALIM'SPUBLISHING

students need higher nutrition, increased growth and physical development, affecting intake and nutritional needs. Can be overcome with drinks made from natural ingredients. To determine the fiber content, nutrition and acceptability of grass jelly drinks with the addition of beets and soursop. With the addition of natural grass jelly extract, namely beetroot, soursop, the nutritional value of the formulation was tested for fiber content and its proximate value. Chopped beet products produce a fiber content of 1.48% and this product can be said to be a source of fiber if consumed per 250 ml or around 3.7 g of fiber. This is in accordance with BPOM.

Rusmiati; Titin Eka Sugiatini

International Journal of Medicine and Health 2023 Lembaga Pengembangan Kinerja Dosen

Background : Constipation is a problem that is always disturbing in pregnant women, in general trimester pregnant women 3. Constipation is a difficult condition or unable to defecate, hard stool, a sense of defecation is not complete (there is a sense of wanting to defecate but unable to remove it) accompanied by complaints of the stomach feeling full and bloating. If this problem is left alone it will have an impact on the process of childbirth and childbirth. Objectives : The purpose of this study can be seen the effect of giving genjer extract as an alternative to prevent constipation during pregnancy at PMB Rusmiati Karang Tengah Tarumajaya Research Methods : This research design uses the quasi-experimental study method with pretest-posttest with control group design with a total of 32 respondents. The technique used in this study is a saturated sample. Results : The results of the study were found that after consuming the genjer extract of pregnant women who experience constipation into non-constipation it is shown in the occurrence of chapters for 2 weeks in pregnant women to normal. Conclusion : There is an effectiveness of the effect of providing genjer extract consumption as an alternative to prevent constipation during pregnancy.

Sitti Atimah; Resi Galaupa

International Journal of Medicine and Health 2023 Lembaga Pengembangan Kinerja Dosen

Background : The period of breastfeeding in children aged 0-6 months is one part of the first 1,000 days of life (golden period). Exclusive breastfeeding aims to guarantee the right to exclusive breastfeeding up to the age of 6 months by taking into account the growth and development of the baby. Some mothers find it difficult to express breast milk because more and more mothers are influenced by myths. When a mother is concerned about her baby's ability to breastfeed, the hormone oxytocin decreases, causing her to stop producing and eventually breastfeed soon after birth. One way to stimulate the mother's prolactin and oxytocin hormones after giving birth is breastfeeding massage. Writing purpose : To determine the effectiveness of the combination of consumption of smoothy spinach and oketani massage to increase the amount of milk production in postpartum mothers in the UPT area dcomparison of giving snakehead fish extract and smoothy spinach to increasing hemoglobin levels in pregnant women in the UPT Puskesmas Kalri Karawang area in 2023. Research methods : This type of research used is quantitative research. This research method is experimental with the type of Quasy Experimental (pseudo-experimental) with a post test only design approach.This research was conducted in the UPT Kalri Health Center, Karawarang December 2022 to January 2023. The population in this study were all postpartum mothers at the Mukoyurli Buol Hospital with a total of 63 people. Samples were taken using non-probability sampling method with purposive sampling technique. The number of samples in this study were 32 research samples. Research result : The results of the independent statistical test sample T test obtained a value of p = 0.000 (p <0.05), which means that the combination of smoothy spinach and massage oketani has a significant effect on milk production. Conclusion : There is a significant relationship between the combination of smoothy spinach and oketani massage on milk production.It is hoped that health workers (doctors, midwives, nurses) can assist postpartum mothers in communicating providing information and education about the benefits of a combination of smoothy spinach and oketani massage in helping patient families to provide oxytocin reflex massage to postpartum mothers.

Nur Yusaerah; Syahidah Rahmah; Mujibur Rahman

Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam 2022 Pusat riset dan Inovasi Nasional

Along with the growing public awareness of personal and environmental health, lipa sabbe products with natural colors are increasingly popular. Natural dyes are advantageous because they do not need to be imported, are safe for human health during the manufacturing process, do not pollute the environment, and are safe. Although synthetic dyes are easier to use, they are harmful to health, produce hazardous waste, pollute the environment, and are made from imported materials. This study aims to determine the types of plants that can be used as natural dyes for lipa sabbe. Qualitative methods with literature studies sourced from journals, books, or other related scientific articles are used in this research. The results showed that natural dyes in lipa sabbe became one of the Science Learning Resources with natural dyes including extracts from cocoa shell waste, coconut fiber waste, oil palm shell waste, rambutan peel waste, mangosteen peel waste, guava leaf waste, mango leaf waste and avocado leaf waste is plantation waste that can be used as a natural lipa sabbe dye. The pigments in this material produce yellow, reddish brown, gray, and black colors.   Keywords: , ,.

Dewi Rosmalia; Minarni Minarni

International Journal of Medicine and Health 2022 Lembaga Pengembangan Kinerja Dosen

Streptococcus mutans naturally occurs in the human oral cavity, is a microorganism that plays an important role in the initiation of dental caries. One of the efforts to prevent dental caries is the use of natural ingredients that contain antibacterial substances that can interfere with the growth or kill bacteria. Nutmeg is a natural ingredient that has antibacterial properties. Bioactive compounds in nutmeg seeds have antibacterial properties. This research aimed to determine the formulation and concentration of nutmeg seed extract which has antibacterial activity against Streptococcus mutans. The type of research used is a laboratory experiment with a post test only group design. The treatment group used purified extract of nutmeg seeds with concentrations of 25%, 20%, 15%, 10%, 7.5%, 5.0%, 2.5%, 1.25%, the positive control group used mouthwash I, T and L. The test was carried out three repetitions at each concentration, then the inhibition zone was measured using the well diffusion method. Antibacterial activity testing was carried out using the well method, the data were analyzed using the Shapiro-Wilk test, the Levene test, the one way annova test and the PST hock test. Obtained the average inhibition of nutmeg seeds against Streptococcus mutans at a concentration of 25% (18.33 mm). 20% concentration (17.16 mm), 15% concentration (16.16 mm), 10% concentration (14.66 mm), 7.5% concentration (13.33 mm), 5% concentration (6.66 mm ), the concentration of 2.5% (2.6 mm) and the smallest concentration of 1.25% had no inhibition (0 mm), while in the control group I (4 mm), T (3 mm) and L (2 mm). The higher the concentration of purified extract of nutmeg seeds, the higher the antibacterial activity against Streptococcus mutans. further research on the concentration of nutmeg seed extract preparations was carried out in vivo tests on experimental animals in order to obtain purified extract preparations of nutmeg seeds that are safe and can be an alternative choice in maintaining oral health.

Nur Aini Bunyani; Maya F. Roman; Charizal M.A. Manu

Jurnal Riset Rumpun Matematika dan Ilmu Pengetahuan Alam 2022 Pusat riset dan Inovasi Nasional

This research was carried out at the Laboratory of the Mathematics and Natural Sciences Faculty of the 1945 NTT Teachers' Association University from July to September 2022. With the aim of 1) to determine the effect of papaya leaf extract (Carica papaya) on the death of house flies (Musca domestica). 2) to determine the effectiveness of papaya leaf extract (Carica papaya) against the death of house flies (Musca domestica). The design used in this research was an experimental method for each papaya leaf extract concentration of 1%, 2% and 3% carried out 3 times. . The aim of the experiment was to provide accurate data on the death of house flies (Musca domestica) where the death of house flies that occurred in the study was due to the administration of papaya leaf extract. The results of the research showed that papaya leaf extract could kill house flies. This proves that papaya leaf extract is effective against the death of house flies. The appropriate concentration of papaya leaf extract for the death of houseflies from the tests that have been carried out is at a concentration of 1%, the lowest range and the highest range is 3%.

Sukma Sahreni; Kasih Purwati; Dicky Pratama

Jurnal Riset Rumpun Ilmu Kedokteran 2022 Pusat riset dan Inovasi Nasional

Background: Diabetes mellitus (DM) is a degenerative disease caused by damage to the pancreas in production or insulin cannot work effectively. Purslane Leaf Extract (Portulaca Oleracea) can help lower blood sugar levels. The purpose of this study was to analyze the effect of purslane leaf extract (Portulaca Oleracea) on blood sugar levels in alloxan-induced rats as a diabetes model.Methods: The rats in this study were 30 rats divided into 5 groups, each group consisting of 6 rats. The negative control group was only given aquadest and standard rat feed, while the other group was induced with 35 mg/200gBW of alloxan. The positive group was treated with standard rat diet, treatment group 1 was given purslane leaf extract at a dose of 60 mg/200grBB, treatment group 2 was given purslane leaf extract at a dose of 90 mg/200grBB and treatment group 3 was given purslane leaf extract at a dose of 110 mg/200grBW rats. Analysis of the results used the Kruskall Wallis test followed by Post Hoc Mann Whitney analysis. Results: The results of the Kruskal Wallis test on blood sugar levels showed that there was an effect after administration of purslane leaf extract among the five treatment groups p= 0.000 (p<0.05). The results of the Mann Whitney test showed that purslane leaf extract had effective antidiabetic at a dose 60 mg/200grBB p= 0.011 (p<0.05).Conclusion: Based on the results of this study, it can be concluded that purslane leaf extract can reduce blood sugar levels.    

Ani T Prianti; Rahmawati Rahmawati

Jurnal Pengabdian Kepada Masyarakat 2022 Pusat Riset dan Inovasi Nasional

Hyperemesis Gravidarum is vomiting that occurs until 20 weeks of gestation. Vomiting occurs so intense that everything that is eaten and drunk is vomited up, affecting the general condition of the mother. The management of mild hyperemesis gravidarum is very important, namely by giving ginger extract drink. Giving ginger drink for 1 week with the rule of drinking a third of a teaspoon of powdered ginger extract brewed using warm water and drunk three times per day. The purpose of this study was to determine the effect of drinking ginger extract on mild Hyperemesis Gravidarum in pregnant women. This outreach method is by providing an explanation to the community before the intervention in the form of ginger extract drinks and after the experiment in the form of giving ginger extract drinks. The number of samples in this study were 15 respondents who were pregnant women with mild hyperemesis gravidarum in Manyampa Hamlet. The leaflets were used. Furthermore, From the results of this counseling, it is hoped that the general public, especially health workers, can socialize the use of ginger extract drinks for pregnant women with Mild Hyperemesis Gravidarum. The target of this counseling is to reduce nausea and vomiting in pregnant women, especially pregnant women who experience nausea and vomiting in order to improve the quality and quality of services for pregnant women.

Ira P. Ely; Aulia Debby Pelu; Lukman La Bassy

Jurnal Fisioterapi dan Ilmu Kesehatan Sisthana (JUFDIKES) 2022 Stikes Kesdam IV/Diponegoro Semarang, Indonesia

Pumpkin (Cucurbita moschata) is an important vegetable because of its nutritional value and health benefits. This plant is a rich source of carotenoids, which are rich in water-soluble vitamins, phenolics, flavonoid polysaccharides, mineral salts, and vitamins, all of which are beneficial for health. Pumpkin fruit has a very thick and hard skin, so it can act as a barrier to the rate of respiration, the release of water through the evaporation process, and the entry of air that causes the oxidation process. The purpose of this study was to determine the antibacterial activity of pumpkin seed extract (curcubita moschata). ) against the inhibition of staphylococcus aureus bacteria by well diffusion method. This type of research is a true experimental laboratory using the well diffusion method. The ethanol extract of pumpkin seeds (curcubita moschata) which was tested using the well method was then divided into several concentrations including 10%, 15%, 20%, and 25%. On the NA media that has been made then smeared with Staphylococcus aureus bacteria which had been previously sterilized, then four wells were made in a petri dish after which pumpkin seed extract was added to each concentration. Chloramphenicol was used as a positive control as a positive control. It was then incubated at 37o for 24 hours, then the inhibition zone formed was then measured. The result of this research is pumpkin seed extract (curcubita moschata) has antibacterial activity in the presence of inhibition around the wells of each extract concentration. At a concentration of 10% extract with an inhibitory diameter of 19 mm, a concentration of 15% in an inhibitory diameter of 20 mm, a concentration of 20% in an inhibitory diameter of 21 mm and for a concentration of 15% with an inhibitory diameter of 24 mm, it can be concluded that the extract of pumpkin seeds (curcubita) moschata.) has antibacterial activity against Staphylococcus aureus.

Alice M CL Luhulima; Aulia Debby Pelu; Jahra Palembang

Jurnal Fisioterapi dan Ilmu Kesehatan Sisthana (JUFDIKES) 2022 Stikes Kesdam IV/Diponegoro Semarang, Indonesia

The rise of disease outbreaks caused by microorganisms such as SARS, bird flu, HIV and COVID-19 has made people use products that contain antiseptics such as soap and hand sanitizer. However, if used continuously it will dissolve the layer of fat and sebum on the skin so that the skin becomes sensitive, dry, and irritated. The development of antiseptic products can be done with natural ingredients such as green betel leaf extract (Piper betle L). It is known that green betel leaf (Piper betle L) has long been used in traditional medicine and can be a natural antiseptic ingredient for making hand sanitizer. This study aims to determine the formulation of hand sanitizer from betel leaf extract (Piper betle L) accompanied by a physical stability test. The materials used in this study were methyl paraben, triethanolamine (TEA), glycerin, aquadest, 95% ethanol, lime juice, green betel leaf extract obtained from the reflux extraction process. The research was conducted by varying the betel leaf extract 55%, 60%, 65%, 70%, 75%. Tests were carried out by covering organoleptic observations (shape, color, odor), pH, homogeneity, dispersion.

Agus Susanti; Vira Alya Hermawan

Jurnal Pengembangan IPTeks Seni Kuliner, Tata Rias, dan Desain Mode 2022 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

Skincare are very important for facial care. There are various skin problems one of which is premature aging and dull skin. The perpose of the writer is to know and explain the process making mangosteen skin serum and white rice as anti-aging and brightening, to find out and explain the benefits of mangosteen skin and white rice as anti-aging and brightening and to explain the public acceptance of the mangosteen skin serum and the white rice as anti-aging and brightening. the methoud used is observation, documentation, experiment, interview, questionares and literature. The third experiment produced the composition are 2ml glyserin, 1,5ml mangosteen extract, 1,5ml white rice extract, 5ml aquades, 0,5ml phenoxythanol, 1gr allantoin and 0,5g hydroxtethyl cellulose. Gives off the color beige, nice smell, thick texture and a moist application. After 14 times use, the face will feel moist, bright and fine line and wrikles on the faces are camouflaged. Based on public trials, the average output of 30 panels is the third product with an average of 3,43. The second product has an average of 3,26 and the first product hasan average of 2,93. Thus, it can be concluded that products could be the innovation of problems of premature aging and dull skin

Nurulisma Saputri; Raya Wida Nur Vivid

Jurnal Pengembangan IPTeks Seni Kuliner, Tata Rias, dan Desain Mode 2022 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

Soursop leaves contain steroid or terpenoid compounds, flavonoids, coumarins, alkaloids, and tannins. The flavonoid compounds in soursop leaves work as antioxidants. The purpose of this study was to find out how to make Peel Off face masks from soursop leaves, to find out the benefits of Peel Off facial masks from soursop leaves on facial skin calls, to determine public acceptance of Peel Off facial masks products from soursop leaves to reduce acne. The researcher used the observation method, the interview method, the experimental method, the documentation method, the R&D method, and the questionnaire method. Peel Off mask product from soursop leaves has a composition of soursop leaf extract 3gr, Natrosol 5gr, Propylene Glycol 6ml, Propyl paraben 1gr, Methyl paraben 1gr, Sodium Lauryl Sulfate 2gr, distilled water 6ml distilled water, 9ml polyvinyl alcohol. From the results of public trials to the public, the products made are effective in reducing whitehead acne, acne in the T zone, acne papules, acne fulminans, acne menchanica, and can brighten the face. The results of the calculation of public acceptance of the Peel Off facial mask product from soursop leaves of the fifth experiment have an average color result of 3.5. Thickness 3.5. Texture 3.6. Scent 3.4. Side effects 3.5. This Peel Off face mask from soursop leaves is suitable for use on the face because it contains antibacterial and antioxidant properties that are very effective in reducing acne.

Anatje J. Pattipeilohy; Cut Bidara Panita Umar; Mnhammad Taip Pattilouw

Jurnal Rumpun Ilmu Kesehatan 2022 Pusat Riset dan Inovasi Nasional

The tapak dara plant is known as an ornamental plant that is efficacious for relieving muscle pain , antidepressant , medicine for various diseases ( ie relieving swelling caused by wasp stings , nosebleeds and sore throats ), antidote , antibacterial , and lowering blood pressure in humans . Purpose of   Research of this is to identify the content of the chemical from the leaves of tread virgin ( Catharantus roseus ), which serves as an antibacterial and to test the activity of antibacterial extract ethanol leaves tread virgin ( Catharantus roseus ) against the growth of bacteria Staphylococcus aureus by using the method of diffusion in order. Method which are used in research this is experimental by using the method of diffusion in order. This study used concentrations of 5%, 20%, 60%, and 80%. Positive control (+) chloramphenicol antibiotic , negative control (-) aquadest . Results of the study is the extract of leaves of Tread Dara ( Catharantus roseus ) can inhibit the growth of bacteria in a concentration of 80% by having an average zone of inhibition of which is 21 mm including the category is very strong and the concentration of 60% at 20 mm.

Ira Pufaijah Ely; Lukman La Bassy

Jurnal Rumpun Ilmu Kesehatan 2022 Pusat Riset dan Inovasi Nasional

Fragrant pandanus is a type of monocot plant from the pandanaceae family. Fragrant pandan leaves have various ingredients and can be used as antibacterial ingredients and are safe to use, which have been known empirically by the Indonesian people. There are many benefits to the fragrant pandan leaf plant (Pandanus amaryllifolius Roxb), namely as an analgesic (toothache medicine) and antibacterial. The purpose of this study was to determine the chemical content, formulation and stability test in mouthwash preparations. In this study, the maceration method is used which is used to filter simplicia containing chemical components that are easily soluble in liquid. The results of this study indicate that in the phytochemical screening test there are chemical compounds which include flavonoids, alkaloids, saponins, and tannins, which are thought to have contributed to bacterial activity. Research has also been carried out on the formulation and stability test of mouthwash preparations from the ethanol extract of pandan fragrant  leaves  (Pandanus  amaryllifolius roxb)  where  the  results  show  that  the  formulation  can  be  used  as mouthwash of fragrant pandan leaves (Pandanus amaryllifolius roxb) with different concentrations in formulation I. as much as 15.5%, in formulation II as much as 16.5%, and in formulation III 17.5%. And the physical quality test of the mouthwash includes an organoleptic test which has a distinctive smell of fragrant pandan leaves and menthol and the pH test has a stable pH of 5. The results obtained basically produce mouthwash with good physical quality.

Ni Made Susilawati; Neiny Prisy Foekh

JURNAL KEPERAWATAN SISTHANA 2021 SEKOLAH TINGGI ILMU KESEHATAN KESDAM IV DIPONEGORO

 Infection prevention therapy generally uses antibiotics (Priyanto, 2009) where inappropriate use of antibiotics (Paterson, et al., 2005) can cause resistance to antibiotics. Increasing bacterial resistance to antibiotics provides a great opportunity to obtain antibacterial compounds by utilizing the diversity of plants in Indonesia (Manik et al, 2018). Dayak onions on Lembata Island are known as forest onions, their alkaloid content has an antimicrobial function. This research aims to further study the potential of Dayak onion bulbs / forest onions (Eleutherine palmifolia) (L) Merr taken from the Lembata area, East Nusa Tenggara, in inhibiting the growth of Gram-negative Escherichia coli bacteria which include the Extended Spectrum Beta Lactamase (ESBL) strain. ) with Escherichia coli bacteria. Dayak onion 96% ethanol extract was made in a concentration of 10% to 100% which was tested with ESBL strain Escherichia coli bacteria, the inhibitory power formed was measured to determine the Minimum Inhibitory Concentration (MIC) value. Data obtained from Dayak onion (Eleutherine palmifolia) L (Merr) ethanol powder extract has antimicrobial activity in inhibiting the growth of Escherichia coli bacteria in Dayak onion (Eleutherine palmifolia) L (Merr) ethanol powder extract at concentrations of 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, 90%, 100% of Escherichia coli bacteria is a concentration that is included in the weak group.

U.Yuyun Triastuti; Sa’roni

Jurnal Pengembangan IPTeks Seni Kuliner, Tata Rias, dan Desain Mode 2021 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

Dates milk tempe is an alternative drink for health, which is made from tempe extract with natural sweetener honey and enriched with dates, so it is safe and healthy for consumption by all ages. The research objectives were to determine: 1) the organoleptic quality of date palm tempe milk; 2) community acceptance of date palm tempe milk; 3) determine the content of carbohydrates, protein and fat. The research method of making date palm milk is carried out in accordance with the procedure for making tempe milk. Organoleptic tests to determine acceptance were carried out on 30 semi-trained and untrained panelists. The nutritional content of date palm tempeh is calculated using the Gizipro application. The results showed that date palm milk has sensory characteristics of sweet and savory taste, aroma of soybean tempeh and dates, thick texture and dark brown color. Contains 5.31 g carbohydrates; 0.11 g protein; 0.14 g fat; and 2.14 mg of calcium. It has low carbohydrates, low fat content compared to tempeh milk, so it can be drunk by all ages and can prevent degenerative diseases.

Sofia Daniati; Silvia Fatriana; Ifayatul Islamiyah; Hanida Asma Nafi’ah

Jurnal Pengembangan IPTeks Seni Kuliner, Tata Rias, dan Desain Mode 2021 Akademi Kesejahteraan Sosial Ibu Kartini Semarang

Telang flower is generally used as food coloring amd traditional medicine. The contents of telang flower has many benefits for humans. Also, it is hoped that the use of telang flower in the manufacture of lip balm will be a new innovation in cosmetic products. The aim of this research is to create a lip balm based on telang flower which functions to moisturize the lips. This research uses literature, ekasperiment, documentation, observation, and public teasting methods. This experiment resulted in two products with different compositions. In addition, that the two products have been tested publicly on 20 panelists ranging in age from 18 to 25 years. From 20 panelists who have tried 2 lip balm products. It was found that most pf them preferred products with a composition of 8 grams of teang flower extract, 50 grams of coconut oil, 30 grams of olive oil, 300 grams of beeswax, and 15 grams of ethanol. This can be seen from the public test average calculation score oh the favorite indicator, namely 2,5. Basade on the statemensts above, it can be concluded that the opporatunity to be developed as a new innovation in the world of cosmetics.

Kiswanto, Yulius; Astuti, Rahayu Dyah; Nuraini, Jihan

JITIPARI (Jurnal Ilmiah Teknologi dan Industri Pangan UNISRI) 2021 Universitas Slamet Riyadi Surakarta

Wedang cemue is a traditional drink originating from the Ngawi area, East Java. The existence of wedang cemue is getting eliminated due to the presence of instant drink that we ready to serve and more practical. To preserve the existence of wedang cemue, an innovation is needed that can promote its existence, which is made cemue into to instant. The purpose of this study was to determine the preference of instant cemue, as well as to determine of antioxidant activity. The product preference test (taste, color and aroma) used hedonic scale. The preference test involved 25 panelist. A part from the hedonic test, antioxidant activity test were also carried out using the DPPH test. This study used a Completely Randomized Design with 1 factor that is the variation of formulations (4 formulations). Each formulation was repeated 3 times. The data obtained werw analyzed using ANOVA and further testing with DMRT. The results of cemue instant showed that the formulation I obtained higher acceptability on color (3,84), aroma (3,68) and taste (3,88). The antioxidant activity of formulation I showed the highest result (71,507).

Muhammad David; Heti Nur Ani; Ardiansyah Ahsanul Hayat; Abdul Rozaq Alfarizi; Saras Dewi Qomariyah

Jurnal Pengabdian Kepada Masyarakat 2021 Pusat Riset dan Inovasi Nasional

This community service is carried out to increase the literacy of housewives in using social media and to extract bijad information provided by social media, as well as provide training on how to use smartphones to housewives who do not know how to use smartphones. This service was attended by 38 participants and divided into three stages, the first of which was preparation, The second is the implementation and the third is evaluation, from the results of the service that has been done by housewives in Damungan Hamlet, Banjarejo Village, Kedungpring District, Lamongan Regency.

Aji Priyambodo; Prihati Prihati

Jurnal Elektronika dan Komputer 2020 STEKOM PRESS

Classification is one of the most widely used techniques in machine learning. Text classification is the process of classifying data according to pre-determined groups or classes. Where in most cases, text classification uses labeled training data to obtain the rules used to classify test data into predefined groups. In this study, it is proposed to use CountVectorizer for Indonesian text classification which will be compared with TF-IDF Term Weighting and its three feature levels, namely Character Level, Word Level and N-gram Level as feature extraction which is implemented together with Naive Bayes classification and the BPPPTIndToEngCorpusHalfM dataset. To compare the classification performance, this study uses 10-Fold Cross Validation and Split Data using a ratio of 90:10, while to evaluate the accuracy of the authors using the F1-Score and AUC with the hope that this study will get good accuracy results so that it can be used as a reference to be developed using another method. The F1-Score accuracy obtained in this study was 0.93 and the AUC score was 0.95.