fabiochiu/medium-articles huggingface dataset:
Data Science with Python — Quick Tip
Tags: Predictive Analytics, Python, Machine Learning, Classification, Metrics

A quick and simple way to see your initial prediction results and accuracy

Photo by abigail low on Unsplash

During the first few initial iterations of training a model for a classification problem, I like to quickly eye-ball how well my predictions are performing, and more specifically, what are some of the “hits” and “misses”.

For example:

Sample classifier report supplied by author

In this article, I would like to share a quick way to do this with a few lines of Python code.

First, let’s assume we already have a pandas dataframe (df_tst) which simply contains a label column and corresponding text column for each label. The label column could be a binary value, an integer id value, or almost anything else that your domain uses to classify the text associated with it.

Let’s also assume that we have a trained (learned model) object with a corresponding predict method that we can call to iterate through our dataframe. In the example below, I happen to be calling fast.ai’s learn.predict method, but this can obviously be any ML library that supports calling into some sort of prediction method against your trained model.

In the example above, I simply extract a python list of the first 100 known labels from the dataframe. I then iterate through those same 100 records, but this time passing the text column value to my predict method, thus building a corresponding list of “predicted” labels that my trained model returned.

I then use Python’s list comprehension to simply compare the known (actual) target labels against the predicted labels. Python has a neat built-in function called zip that handles iterating through two or more lists quite efficiently.

If they match, I append a visual “ok” to a new list (res_lst). If they don’t match, I append a visual ‘XXX’ to that list item.

Since I also have the counts of each, I can easily store the accuracy percentage.

Now I can easily display the results:

And for good measure, I can display the accuracy percentage:

At this point, I can quickly and easily observe which specific labels were not classified correctly, and do some additional inquiry into the data to see why my model would’ve predicted the label as it did.

This approach is not meant to replace more refined reporting or visuals, but instead is a quick way to determine how your model is initially performing, and perhaps begin to investigate any mis-classified data examples.
Mail : “Spam ”or “Ham ”?
By: Anmol Sharma
Tags: Machine Learning, Writing, Python, Classification

The answer lies in what is knows as :

Text vectorization along with some magical maths in form of multinomial classifier using naive bayes classification algorithm ….. 😳🙄

Let us understand in a simpler way 😁…

This wonderful stuff is working on a kind of decision making strategy which simply looks for target words(collected initially in training phase) in the mail close to ones found in Spam , if hit then returns a spam as a result otherwise a ham !

There are various options available to us for these kinds of classification problems, here I have used Multinomial Naive Bayes classifier using python.
Моя классификация логотипов для бизнеса
By: Граф Дизайна
Tags: Logo, Advice, Logo Design, Design, Classification

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Pros and Cons of popular Supervised Learning Algorithms
By: Sumaiya Sande
Tags: Supervised Learning, Regression, Algorithms, Machine Learning, Classification

But have you thought of their pros or cons? Here I have listed few :

1. Logistic Regression :

Pros :

a) It is used when the data is linearly separable.

b) It is easier to implement, interpret and very efficient to train.

c) It gives the measure of how importance of a predictor both in positive or negative direction.

Cons :

a) It can overfit in high dimensional datasets.

b) Does not support non-linear relationship between the predictor and the outcome.
Is few-shot learning useful? And when?
By: Petr Lorenc
Tags: Few Shot Learning, Machine Learning, Classification, One Shot Learning, Zero Shot Learning

What if we don’t have enough data for our super cool machine learning algorithm? Is there a way how can we still manage to train models with the best performance even with a small amount of data.

To be honest — No we cannot train supermodel with only a small fraction of data (let’s say only one example per class). But we can train a good-enough model and if we add a little bit of transfer learning we can end up with something even better. We need to mention the concept of transfer learning which provides a very good result on its own, according to [3] sometimes even better than few-shot learning techniques. The idea is that we have a huge amount of data in a slightly different domain than we need for our task. We train feature extractor on that huge one, fixed his parameter, and then train a small classification layer on our task-specific data.
Predict Crash Severity with Machine Learning?
Tags: Geospatial, Python, Machine Learning, AI, Classification

It also offers more functionality, like normalizing data and feature engineering, which we did not set up this time.

Creating a Model

We can create a model of all available algorithms in the library, use cross-validation and see the best performing estimator for our data in one line of code. Other libraries would require you to write many lines of code to achieve this same functionality.

best_model = compare_models()

When we run the above one line of code, we initialize a training for all algorithms. It takes some time and updates automatically to rank the best performing algorithm. In our case, we have Xgboost as the best performing model.

The function also outputs the model performance with different metrics — Accuracy, AUC recall, etc. Different algorithms may perform better than others in certain metrics. However, in this case, the Extreme Gradient Boosting (Xgboost) algorithm performs best in all these metrics.

So, we go ahead and create an Xgboost model by running create_model() and providing the name of the algorithm.

xgboost = create_model(‘xgboost’)

This creates a 10 fold training for the dataset and goes through the data 10 different epochs.

Model Performance

Once, the training finishes, we can inspect the model performance. Again, Pycaret provides convenient plots for inspecting model performance. Forexample, we can plot the confusion matrix.

plot_model(xgboost, plot = ‘confusion_matrix’)

Confusion Matrix — Image by the author.

The model has difficulties differentiating between class 1 and 2 crash severity. It misclassified 80 rows of class 1 into class 2 severity. We also have 87 misclassified class 2, which the algorithm marks as class 1.

Our goal now is to create a baseline, so we are not going to worry about the performance. Let us go ahead and predict the unseen data.

Prediction

Remember we have set aside 5% of the data to be the test data. To predict these unseen data, you can call predict_model() function. Before we do that, we can finalize function to train again on the entire dataset including the holdout set.

final = finalize_model(xgboost) unseen_predictions = predict_model(final, data=test_data) unseen_predictions.tail()

We can see here the last rows of the prediction. We highlighted here the actual class (Severity) and predicted class (Label) in red. As you can see, we have several misclassified rows.
wajah…()
Tags: Face Wash, Skincare, Indonesia, Milleur Beauty, Milleur

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Gegap Gempita Musik Kita. Sebenarnya sudah dari dulu aku explore…
By: Fazar A.M Putra
Tags: Indonesia, Experimental, Music, Playlist

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The parody of the song Indonesia Raya was criticized by the Malaysian Embassy in Jakarta
By: Portal Cilacap Info
Tags: Indonesia, Jakarta, Malaysia

The parody of the song Indonesia Raya was criticized by the Malaysian Embassy in Jakarta Portal Cilacap Info ·Dec 27, 2020

JAKARTA, CILACAP.INFO — The Indonesian National Anthem has been used as a parody by people claiming to come from Malaysia, the Malaysian Embassy has also criticized and condemned this form of harassment.



Quoted from the official page of the Malaysian Embassy on Facebook, his party announced through a press release (Press STATEMENT) in English:



Next Read : EN Cilacap.info
UNDIP Wins Best Award for Public Service Complaint Manager
By: Devita Salsabila
Tags: Semarang, Indonesia, Universitas Diponegoro, Diponegoro University, Undip

Diponegoro University won the title of Best PTN-BH in the Public Service Complaint Manager (LAPOR) category at the 2020 Higher Education Public Relations Award held by the Directorate General of Higher Education (Ditjen Dikti) of the Ministry of Education and Culture of the Republic of Indonesia on Wednesday night, November 23, 2020. The award was given virtually by the Director-General of Higher Education, Prof. Ir. Nizam, Ph.D.

REPORT! is an effort to integrate the public service complaint management system in one door. The goal is that the public has one complaint channel nationally. Therefore, the Government of Indonesia established the National Public Service Complaint Management System (SP4N) — People’s Online Aspiration and Complaints Service (LAPOR!) Is a service to convey all aspirations and complaints of the Indonesian public through several complaint channels through the website www.lapor.go.id, SMS 1708 (Telkomsel, Indosat, Tri), Twitter @ lapor1708, and mobile applications (Android and iOS).

Until now, SP4N-REPORT! has been connected with 34 Ministries, 96 Institutions, and 493 local governments in Indonesia.

Higher Education Public Relations Award 2020 announced that the Public Service Complaint Manager Category (LAPOR), namely the Best PTN-BH was won by Diponegoro University, the Best LLDikti was LLDikti Region V, the Best PTN-Satker namely Trunojoyo Madura University, and the Best PTN-BLU were won by the University of Lampung.

Diponegoro University Chancellor, Prof. Dr. Yos Johan Utama, SH., M.Hum. expressed his gratitude for the award given by the Higher Education as the Best PTN-BH in the management of this LAPOR public service complaint.

Prof. Yos advised, “Continue to maintain solid collaboration with all lines and units to make it easier to access information availability and speed of complaint handling to improve service quality for the community.”

To read the original article: click here.
Harmoni Kerja
By: M Firin
Tags: Gresik, Mesin, Indonesia, Kapital, Work

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Prediksi Sydney 26 Desember 2020
Tags: Sydney, Casino, Indonesia, Prediksi Sydney Pools, Prediksi Togel

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UNDIP: Guidelines for Organizing Learning in Even Semester 2020/2021 A.Y.
By: Devita Salsabila
Tags: Undipsemarang, Indonesia, Universitas Diponegoro, Covid 19, Undip

For the guidelines of Organizing the Opening of Even Semester Learning at Diponegoro University during the Corona Virus Disease (Covid19) academic year 2020/2021, Diponegoro University had organized a process of teaching and learning activities that can be held online, which has been set by the government to minimize risks as well as the impact caused by the transmission of Covid-19.

This guideline is expected to be useful for Faculty leaders, lecturers, students, education personnel, and other related parties. This guideline is prepared based on the Circular of the Director-General of Higher Education Number 6 of 2020 concerning the Implementation of Learning in the Even Semester of the 2020/2021 Academic Year.

This guideline is a "dynamic guide" that can always be improved, updated, and updated following the dynamics of the needs and developments in the Covid-19 Pandemic case.

Download: Guidelines for Organizing Odd Semester Learning at Diponegoro University during the Corona Virus Disease (Covid19) academic year 2020/2021

To read the original article: click here.
CARA CEK KONEKSI DI WINDOWS MENGGUNAKAN COMMAND PROMPT ATAU CMD
By: Ade Fajr Ariav
Tags: Indonesia, Tutorial, Cmd

🌍 Live only once, so make the best use of it so that you may get His blessing
Jelih Akan Nilai Sebuah Benda
By: M Firin
Tags: Gresik, Barang, Indonesia, Nilai, Benda

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Lensa dan Kaku
By: Al Kautsar
Tags: Puisi, Indonesia, Cerita, Cinta

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#14 BINTAN + HAPPY NEW YEAR
Tags: Indonesia, Bintan, Exploration

Taiwanese. Currently located in Singapore. Random city observations, complaints and sometimes “life epiphany” will be recorded here.
Prediksi Singapore 26 Desember 2020
Tags: Hong Kong, Casino, Indonesia, Togel, Prediksi Togel

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Peran Seorang Public Relations terhadap Distraksi Laju Informasi di Masa Pandemi
Tags: Hoax, Media Relations, Indonesia, Public Relations, Artikel Bahasa Indonesia

Nothing last forever. Even the moment you cherish most nor the one you curse again n again. So, be calm.
Berbohong (Cerpen)
Tags: Cerpen Indonesia, Cerita Pendek, Indonesia, Drama, Cerita

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Muslim dalam lingkaran demokrasi
By: Faithful Muslimah
Tags: Pemimpin, Demokrasi, Muslim, Indonesia, Islam

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The F*ck Ups to The Good Times !!!
By: Aravinth Panch
Tags: Sri Lanka, Indonesia, Inspiration, Germany, Changemaker

The Good Times Vol 2.0, Jakarta Indonesia

🔻 In the professional world, we often tend to speak only about our success, and I hope talking about our struggles would help many of those going through the same difficulties.

❗Do you agree ???

⌛ 𝙾𝙽𝙲𝙴 𝚄𝙿𝙾𝙽 𝙰 𝚃𝙸𝙼𝙴 in 𝗝𝗮𝗸𝗮𝗿𝘁𝗮 𝗜𝗻𝗱𝗼𝗻𝗲𝘀𝗶𝗮, I was asked to present my story of ups and downs in front of government officials of Indonesia and Germany at The Good Times Vol 2.0 conference.

🔻 The funny part is that before I started, everyone has to run out of the building because of an earthquake felt at 7+ Richter scale.

🔻 The talk’s title was 𝗧𝗵𝗲 𝗙*𝗰𝗸 𝗨𝗽𝘀 𝘁𝗼 𝗧𝗵𝗲 𝗚𝗼𝗼𝗱 𝗧𝗶𝗺𝗲𝘀, and I shared how I recovered from 24 years of my life as an oppressed war-child in one country and suppressed refugee in another country and created empowering success stories globally.

🔻 Since my recovery, 2020 has been the biggest crash because of my personal losses from the beginning of this crisis that caused a substantial mental and financial meltdown.

🔻 I hope one day I can give another 𝗧𝗵𝗲 𝗙*𝗰𝗸 𝗨𝗽𝘀 𝘁𝗼 𝗧𝗵𝗲 𝗚𝗼𝗼𝗱 𝗧𝗶𝗺𝗲𝘀 talk to share how I recovered from 2020.

☝️ Follow me for my life experiences from 50+ countries around the world !!!

#Inspiration #ChangeMakers #SriLanka #Germany #Indonesia
kenalilah wajahmu
Tags: Indonesia, Milleur Beauty, Milleur, Skincare

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Kulihat Dirinya Terjatuh Berserakan
By: K. Sudomo
Tags: Poem, Indonesia, Sastra, Puisi

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Jurnal Anak
By: Hasna Safira
Tags: Indonesia, Cerpen

Words are free to talk as my hands are ready to speak.
Kabarkanlah Berita Sukacita
By: Evan Yonathan
Tags: Christmas, Indonesia

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8 Rekomendasi Salep Obat Jerawat Aman Untuk Ibu Hamil Dan Menyusui Terbaru 2021
By: Mellydia Official Indonesia
Tags: Obat Jerawat, Jerawat, Acne, Indonesia, Cream Jerawat

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Understanding Universe in your free time
Tags: Indonesia, Book Review, Neil deGrasse Tyson, Astrophysics

Gw mau menutup tulisan gw dengan salah satu “puisi” favorit gw, judulnya “Pale Blue Dot”. Tahun 1990, wahana Voyager 1 akan meninggalkan tata surya. NASA memerintahkan untuk memutar kamera Voyager 1 dan mengambil gambar bumi ditengah luasnya alam semesta.

Look again at that dot. That’s here. That’s home. That’s us. On it, everyone you love, everyone you know, everyone you ever heard of, every human being who ever was, lived out their lives. The aggregate of our joy and suffering, thousands of confident religions, ideologies, and economic doctrines, every hunter and forager, every hero and coward, every creator and destroyer of civilization, every king and peasant, every young couple in love, every mother and father, hopeful child, inventor and explorer, every teacher of morals, every corrupt politician, every “superstar,” every “supreme leader,” every saint and sinner in the history of our species lived there — on a mote of dust suspended in a sunbeam.

The Earth is a very small stage in a vast cosmic arena. Think of the rivers of blood spilled by all those generals and emperors so that, in glory and triumph, they could become the momentary masters of a fraction of a dot. Think of the endless cruelties visited by the inhabitants of one corner of this pixel on the scarcely distinguishable inhabitants of some other corner, how frequent their misunderstandings, how eager they are to kill one another, how fervent their hatreds.

Our posturings, our imagined self-importance, the delusion that we have some privileged position in the Universe, are challenged by this point of pale light. Our planet is a lonely speck in the great enveloping cosmic dark. In our obscurity, in all this vastness, there is no hint that help will come from elsewhere to save us from ourselves.

The Earth is the only world known so far to harbor life. There is nowhere else, at least in the near future, to which our species could migrate. Visit, yes. Settle, not yet. Like it or not, for the moment the Earth is where we make our stand.

It has been said that astronomy is a humbling and character-building experience. There is perhaps no better demonstration of the folly of human conceits than this distant image of our tiny world. To me, it underscores our responsibility to deal more kindly with one another, and to preserve and cherish the pale blue dot, the only home we’ve ever known.

— Carl Sagan
BANDAR TOGEL ONLINE DENGAN 1 ID BISA UNTUK BERMAIN SEMUA GAME
By: Erika Lim
Tags: Trending, YouTuber, Judi Online Terpercaya, Indonesia, Fpi

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Kumpulan Ucapan Peringatan Natal dan Tahun Baru untuk Mereka yang Kamu Sayang
By: Gööp Kampus
Tags: Tahun Baru, Indonesia, Natal, Christmas, Ucapan

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Diperlukan Kebijakan Redistribusi Dokter Spesialis di Indonesia
By: Tiara Sandi
Tags: Health Policy, Indonesia, Dokter Spesialis, Kebijakan Redistribusi

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Mengapa Vaksin COVID-19 Harus Gratis?
By: Athiya Adibatul Wasi
Tags: Covid 19, Vaksin, Vaksinasi, Indonesia

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Natal, Top dan Meriah?
By: Anju Gerald
Tags: Christmas, Indonesia, Natal, Banser, Freedom Of Religion

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Jam Pulang Kantor (Bagian Pertama)
Tags: Indonesia, Romance

The questions isn't where, but when?
Fotografer
By: Fachry Hasani Habib
Tags: Sastra Indonesia, Sastra, Bahasa Indonesia, Indonesia, Puisi

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Tutorial Docker — #3 Install Docker di Windows 10, Ubuntu, dan Manjaro
By: Ghifari Nur
Tags: Indonesia, Docker, Technology, DevOps

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Wisata keliling Indonesia
Tags: Indonesia, Wisata

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Tutorial Docker— #4 Arsitektur Docker
By: Ghifari Nur
Tags: Indonesia, Docker, Technology, DevOps

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Bansos untuk Rakyat, Kemana?
By: Faithful Muslimah
Tags: Pandemi, Indonesia, Korupsi, Bansos, Islam

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Chance of the change?
By: Ahmad Jibril Hemdi
Tags: Knowledge Sharing, Indonesia, Rumah Kepemimpinan

Disclaimer: LnL is the part of RK program

Nowadays people and our next generations have a new challenge for their life, especially in education and technology. At this point, technology has a very crucial role in our life. It can take our repetition task within the automatic robot so that modern education should provide skills that never be replaced by robots. Such as critical thinking, problem-solving, creativity, collaboration, communication, etc.

Talking about transformation Allah swt. said in surah Ar Ra’d verse 11 that

Bagi manusia ada malaikat-malaikat yang selalu mengikutinya bergiliran, di muka dan di belakangnya, mereka menjaganya atas perintah Allah. Sesungguhnya Allah tidak merubah keadaan sesuatu kaum sehingga mereka merubah keadaan yang ada pada diri mereka sendiri. Dan apabila Allah menghendaki keburukan terhadap sesuatu kaum, maka tak ada yang dapat menolaknya; dan sekali-kali tak ada pelindung bagi mereka selain Dia.

Allah swt. want to see the effort of the community (or person) to change their life quality. Thus rationally impossible if people want to have a better life without any effort (maybe there’s some exception like a windfall, but we can’t rely on it).

Back then, the transformation has occurred many times in many nations in every era because it indicates to us that there’s a sign of human life. On the other hand, in surah Yusuf:111 Allah swt. said that

Sesungguhnya pada kisah-kisah mereka itu terdapat pengajaran bagi orang-orang yang mempunyai akal. Al Quran itu bukanlah cerita yang dibuat-buat, akan tetapi membenarkan (kitab-kitab) yang sebelumnya dan menjelaskan segala sesuatu, dan sebagai petunjuk dan rahmat bagi kaum yang beriman.

This verse tells us that we should learn about the past of human life particularly about their innovations and their mistakes so we aren’t repeating it. On this side, history is very important to learn in every generation. Because there’s a possibility for history will repeat itself but in a different place and character.

Besides we focus on human material things of the transformation better we emphasize our energy to the psychology of the human because it has a constant change in every era. So we should view history from two perspectives at the same time that is transcendental and material causality.

Community transformation can start with the upgrading of people’s quality particularly on self-reconstruction, self-awareness, and self-capability.

Rasulullah saw. exemplify us with the case after hijrah from Mecca to Medina. First, he unifies people’s visions. Then, he creates a solid community. Third, he builds the market. Last, he gathers the political base.

Anyway, all the transformation for the better community should be in Allah swt. way. The leader must have good integrity, well plan preparation, and have the best and constructive team.
Labuan Bajo Trip dan Destinasinya
By: Agung Permadi
Tags: Indonesia, Labuan Bajo, Tours And Travels, Tour

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Sebelum 2020 Berakhir
By: Fajarika Rahmawati
Tags: 2020, Life, Indonesia, Medium, Newbie

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Negaraku Indonesia
By: Prima Dewanto
Tags: Indonesia, Politik, Polític, Pemerintah

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6 Rekomendasi Aktivitas Liburan Natal & Tahun Baru yang Aman dan Nyaman
By: Gööp Kampus
Tags: Rekomendasi, Liburan, Tahun Baru, Indonesia, Natal

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Tutorial Docker— #2 Virtual Machine vs. Container
By: Ghifari Nur
Tags: Indonesia, Docker, Technology, DevOps

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Undip Conducts Research on Sustainable Aquaculture
By: Devita Salsabila
Tags: Sdgs, Indonesia, Undip, Universitas Diponegoro, Aquaculture

The issue of sustainable aquaculture is increasingly being discussed around the world in line with the development and efforts to achieve the 17 goals of the Sustainable Development Goals, especially the 14th goal, Life Below Water.

As a research university with a Coastal Region Eco-development Principal Scientific Pattern, Diponegoro University (Undip) has also moved to research this topic. During the last few years, research on sustainable aquaculture has been carried out by Nuning Vita Hidayati (NVH), a student of the Aquatic Resources Management Doctoral Program, Faculty of Fisheries and Marine Sciences (FPIK) UNDIP, who is supported by the Government of Indonesia through the LPDP scholarship, the Indonesia — Overseas Lecturer Excellence Scholarship (BUDI) -LN) and the Undip-AMU collaboration program.

This research was conducted on the north coast of Central Java and in collaboration with Undip University Jenderal Soedirman, Raja Ali Haji Maritime University, and Aix-Marseille Université (AMU) from France.

This research raises the topic of emerging contaminants concerning sustainable aquaculture (sustainable aquaculture). The concept of sustainable aquaculture itself refers to the principle of sustainable development as it has been adopted in various sectors based on both natural resources (natural resources) and industry (manufacturing).

In the perspective of aquaculture, the principle of sustainability is interpreted as an effort to manage aquaculture resources responsibly while still ensuring environmental quality and efforts to conserve natural resources. In this context, pollutants are one of the key indicators.

This research thoroughly examines various types of emerging contaminants that are the focus of attention in cultivation activities, namely; heavy metals, Persistent Organic Pollutants (Organochlorine Pesticides, OCPs, and Polychlorinated Biphenyls, PCBs), and medicinal compounds (antibiotics). This topic was raised as a form of UNDIP’s concern in supporting efforts to achieve the Sustainable Development Goals (SDGs).

To read the original article: click here.
Perkembangan Catur: Cermin Dari Kecerdasan Dan Kreativitas Bangsa
By: Dania Putri Ayu Mellani
Tags: Sejarah, Catur, Indonesia, Chess, Olahraga

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Software Produksi Musik Untuk Pemula.
By: Dony Putra
Tags: Logic Pro X, Bahasa Indonesia, Indonesia, Garageband, Musik

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Tutorial Docker — #1 Pengenalan Docker
By: Ghifari Nur
Tags: Indonesia, Docker, Technology, DevOps

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PROFIL LENGKAP SANG PETUALANG SOLO TERBESAR SEPANJANG SEJARAH
By: Anton Sujarwo
Tags: Bahasa Indonesia, Adventure, Indonesia, The Climbers, Mountaineering

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Promosi Usaha dari Mulut ke Mulut, Apakah Masih Efektif?
Tags: Indonesian, Ekonomi, Indonesia, Bisnis, Bisnis Online

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Muhammadiyah: Meneguhkan Gerakan Keagaamaan Hadapi Pandemi dan Masalah Negeri
By: Ilham A Ridlo
Tags: Indonesia, Muhammadiyah, Islam, Pandemi

Lecturer and researcher of Public Health, Universitas Airlangga. His research examines health policy and administration — Views my own. Bio: s.id/ilhamridlo
Sedikit Tentang Kopi
By: Lutfi Fathul Anwar
Tags: Kopi, Indonesia, Teknik Industri, Unikom, Pascapanen

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Fake Order Marketplace
By: Hasnil Afrizal M
Tags: Pajak, Marketplaces, Digital Marketing, Indonesia, Bisnis Online

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Holchim — Berani Berubah Lebih Baik Menjadi Dynamix (2019)
Tags: Commercial, Holchim, Indonesia, Manifesto, Advertising

Collection of great manifesto ads for learning purpose. The posts mostly In Bahasa Indonesia and English.
Best Western Premier Solo Baru @bwpsolobaru
By: Byolivers Fine Art Wedding
Tags: Fotografer Wedding, Indonesia, Fotografer, Solo, Fotografer Pernikahan

Welcome to Best Western Premier Solo Baru!

Best Western Premier Solo Baru boasts a prime location at the heart of Solo Baru (New Solo) in the integrated modern new area. Standing as the first hotel in Solo Baru with 22 floors, we are the most iconic hospitality symbol in Solo.

The hotel has 348 guest rooms and suites with the best views of the city skyline. There are 12 extensive meeting facilities, including a 1,800 m2 convention hall capable of hosting 2,500 guests. With direct lobby drop off access, this is an ideal venue for meetings, weddings, and MICE National or International events

The hotel is walking distance to The Park Mall, the largest mall at Solo Baru area, and the Central Business District. It is easily accessible from Adi Soemarmo International Airport and Balapan Train Station, only less than 30 minutes away.

Welcome To The Premier Life!
Perpisahan
Tags: Sastra Indonesia, Sastra, Indonesia, Prosa, Puisi

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The Alana Yogyakarta Hotel & Convention Center — @alanayogyakarta
By: Byolivers Fine Art Wedding
Tags: Fotografer Wedding, Indonesia, Fotografer, Jogja, Fotografer Pernikahan

THE ALANA HOTEL & CONVENTION CENTER YOGYAKARTA

As a 4 star Hotel, The Alana Yogyakarta offers the guests a mixture of beauty and superb service. Our Hotel was built with “Baroque Era Concept with Traditional Essence” touch. It is a concept that brings modern and traditional touch all-in-one. We also offers the guests a modern lifestyle, high-end facilities, and personal service are what we offers to all guests. The Alana Yogyakarta is located at Jalan Palagan Tentara Pelajar KM.7 Yogyakarta. Located in an integrated block called Mataram City, this super-block provides various attractions such as restaurant, coffee shop, souvenirs shop and many more. Located only 20 minutes away by driving to Adisucipto Airport Yogyakarta, our Hotel is a perfect place for business-trip traveller. The Alana is also located only 10 minutes away tourism attraction such as Malioboro, Tugu Yogyakarta, and it is only located about 60 minutes away from Candi Borobudur and Prambanan Temple. The Alana Hotel and Convention Center Yogyakarta have 263 Rooms + 1 Presidential room. Each room is designed with contemporary architecture with Javanese culture touch. Smoking rooms are positioned on 7th and 8th floor. Whereas 16th, 17th, and 18th are where Executive Club, Executive Suite, and President Suite located.

WEDDING DREAMS

Everyone has been dreaming about their own wedding dreams. A solemn wedding with beautiful decoration and attended by your colleagues, friends, and people that you loved ones. In our opinion, wedding is a sacred activity that need a huge attention because not everyone can arrange a wedding beautifully. Wedding Dream Alana is a service from us in order to provide future brides-and-grooms information that you might need to arrange your upcoming wedding. Our website contains one-stop wedding information that you need such as wedding make up and gown service, jewelry, event organizer, decoration service, photo and videography service, wedding cake, master of ceremony, entertainment, and our delightful Food and Beverages service from our Hotel.
Cara Cepat Bisa Main Gitar.
By: Dony Putra
Tags: Gitar, Bahasa Indonesia, Cara, Belajar, Indonesia

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penyebab opm vs TNI/POLRI warga Nduga kena BOM 20 kali 2018–2020
By: Albert Giban
Tags: Tni Polri, Indonesia, Bom, Nduga, Pelanggaran Ham

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Susilo Wonowidjojo’s family tree
Tags: Surya Wonowidjojo, Indonesia

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Tantangan Mahasiswa Masa Kini
By: Muhammad Naziful Haq
Tags: Mahasiswa, Indonesia, Demografi

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Hari ini, aku ingin berbagi sebuah bincang-bincang
By: Al Kautsar
Tags: Puisi, Indonesia, Hidup

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Raja Karl Fritz : Sang Pahlawan sebenarnya di Seri Shingeki No Kyojin #Anime
By: Muhammad Rajif
Tags: Titan, Bahasa Indonesia, Indonesia, Attack On Titan, Anime

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Coretan cinta untukmu bunda
By: Raychana Robbi Rodhiyah
Tags: Mothers Day, Indonesia, Inspiration, Daughter Love, Motivation

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fana berkecamuk
By: Dede Rahmaida Nurlaeli
Tags: Tulisan Pendek, Tulisan, Bahasa Indonesia, Indonesia, Hati

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Undip Professors Continue to Develop Environmental Care Innovations
By: Devita Salsabila
Tags: Semarang, Indonesia, Environment, Universitas Diponegoro, Undip

Still with the theme “Undip’s Innovation during the Covid-19 Pandemic,” two Diponegoro University professors showed their innovation in the Halo Central Java talk show program with TVRI.

Prof. Dr. Muhammad Nur, DEA from the Faculty of Science and Mathematics, Undip, and Prof. Dr. Denny Nugroho Sugianto, S.T., M.Si. from the Faculty of Fisheries and Marine Affairs attended as a speaker. The two Undip lecturers have created innovative products that can be solutions to problems in the modern era like today.

Prof. Muhammad Nur is known as a plasma technology expert at Undip and in Indonesia. Previously, he had created a room purifier called Zeta Green which has been used in several government agencies and hospitals. This tool can purify the air in an area, remove unpleasant odors, kill mold and bacteria, and suck out dust and dirt.

Bacteria and dust particles are destroyed by the plasma reactor so that the air in the room with Zeta Green is cleaner and healthier. Another innovation from him is a tool for preserving vegetables which also uses plasma technology. Using cold plasma that reaches a temperature of 1000 ° Celsius, this tool can kill germs on vegetables and make tissue growth faster.

Furthermore, the innovations created by Prof. Denny was motivated by the rob problems that routinely occur in the city of Semarang. Tidal flooding is affected by tides due to the gravity of the moon and land subsidence, and external factors such as strong winds and storms can exacerbate the situation.

Based on these facts, he created an application called Rob’s Calendar which is available in the offline form in hard copy calendars and online on the Play Store. Rob’s calendar is an early warning system for tide/rob. Application users can see the estimated date and time of the rob so that they can anticipate flooding. The tidal data which is the result of research by the Undip engineering lecturer is updated once a year.

Apart from this application, Prof. Denny is also developing a Pantura erosion treatment prototype in the cities of Semarang and Demak. He listened to ideas and input from the community and cooperated with them to actively participate in the reconstruction of the coastline.

The research conducted by Undip professors certainly started with the establishment of many programs. In its implementation, lecturers collaborate with students, Undip, the government, and the community to jointly tackle problems that often arise in the city of Semarang and other cities in Central Java.

To read the original article: click here.
Nine kidnapped orangutans flown back home to Indonesia
By: The Animal Reader
Tags: News, Trafficking, Orangutans, Indonesia, News Articles

Orangutan mother with baby, photo: Fabrizio Frigeni on Unsplash

Nine trafficked orangutans were flown back home to Indonesia on Friday after they were rescued from the illegal wildlife trade in Malaysia. The animals were flown to North Sumatra.

Poachers in Southeast Asia frequently capture the critically endangered Sumatran orangutans from forests to sell as pets. Fewer than 15,000 of the apes are estimated to remain in the wild.

Provincial conservation official Hotmauli Sianturi told a press conference on Friday that the apes had been tested and cleared for COVID-19 infections. They will be taken to a sanctuary in North Sumatra to undergo observation for a few months before they are returned to the forest.

Their arrival in Indonesia came the same day as the orangutans Ung Aing and Natalee were flown back to the country from Thailand. Traffickers had attempted to smuggle them into Thailand through Malaysia three years ago but were intercepted by local authorities at the border.

Sumatran orangutans’ habitat has drastically shrunk over the past few decades from logging, palm oil plantations and mining. Plantation workers and villagers sometimes also attack the animals.
Daftar Blog Buku Indonesia
By: Danang Priabada
Tags: Indonesia, Buku, Blogger, Blogger Buku

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Kesehatan, Ekonomi, Pendidikan Mana Yang Harus Didahulukan
By: Dony Putra
Tags: Ekonomi, Bahasa Indonesia, Pendidikan, Indonesia, Kesehatan

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Daftar Tempat Wisata Menarik Kulon Progo
Tags: Indonesia, Kulon Progo

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Sisa Letusan Toba di Food Estate
By: Dyna Rochmyaningsih
Tags: Jokowi, Pertanian, Ecosystem, Indonesia, Sumatera

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Pentingkah menggunakan Facial wash
Tags: Indonesia, Facial Wash

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Pengusaha Sawit Targetkan Produksi 49 Juta Ton CPO di 2021
Tags: Minyak Kelapa Sawit, Indonesia, Cpo, Gapki, Palm Oil

Beyond sustainability and traceability in palm oil plantations www.smartplantation.com
Fine Art Photography — Fotografer Jogja, Solo Indonesia
By: Rolivers Creative
Tags: Indonesia, Fine Art Photography, Photography, Photographer, Fine Art

FINE ART PHOTO

Photographer

Rudy Oliver Sebastian Mintarto

BIO

Oliver was born in Yogyakarta, Indonesia. His interest in photography has been well developed since he was a child. He grew up and worked through exploration of lights, motions, and shadows. He elaborated the art of photography at Jakarta Institute of Arts ( Institut Kesenian Jakarta (IKJ) ) as his formal education move.
Potret Buruknya Koordinasi: Polemik Izin Operasional dan Mobilitas Kegiatan Industri di DKI Jakarta
By: Randa Arnika Murtiningtyas
Tags: Covid 19, Jakarta, Indonesia

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GNS3 — Gimana Cara Install nya?. Bahas seputar GNS3 + Instalasi
By: Ghifari Nur
Tags: Technology, General, Networking, Gns3, Indonesia

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Jasa Foto Produk Jogja, Solo Indonesia
By: Rolivers Creative
Tags: Foto Produk, Fotografi, Indonesia, Still Life, Fotografer

We are a team of young multidisciplinary creatives that creates meaningful and effective things. Jogja — Solo Indonesia
Jumlah Perokok Remaja Naik, Perda KTR Kota Bandung Tak Kunjung Ditetapkan
By: Prawita Hapsari
Tags: Kawsan Tanpa Rokok, Bandung, Indonesia, Kesehatan, Rokok

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Sekte
Tags: Cerita Pendek, Indonesia, Sekte

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SITUS JUDI ONLINE DENGAN PROMO MENARIK TERPERCAYA
Tags: Slot Joker123, Indonesia, Bandar Terpercaya, Judi Online, Fpi

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Delicious Indomie and smokie
Tags: Noodles, Indonesia, Food, Indomie

Indomie and smokie. Our first Food, Fun and Feast Episode is here!!! Kindly like our channel and subscribe to the new & exciting Indomie Life TV for more mind blowing shows and. Please share to your social media and your friends and family It help to support this channel a lot Thank you.

On Today’s food, fun and feast we are bringing Indomie back home with an indigenous style. Indomie with Locust beans and Ponmo and our special guest is Yomi. The Indomie Game: Reblog this with your favorite flavor. You can have Indomie and smokie using 4 ingredients and 4 steps. Here is how you cook it.

Ingredients of Indomie and smokie

You need of pkt indomie noodles. You need of blueband. You need of smokie cooked. You need of chilli.

See more ideas about indomie, food, ethnic recipes. A blog about recipe with Asian spices,indonesian foods,tofu,tempeh,rice,coconut. Indonesian company’s Indomie noodles is increasingly in demand in Nigeria. Could it one day replace meals like jollof rice as the nation’s favorite?

Indomie and smokie step by step

Boil some water then add indomie.. Let it boil for 2 mins then add blueband, bumbu sauce and chilli and mix well. Cover and cook for 3 mins.. Once cooked, cut your smokie in cubes and mix in the indomie.. Enjoy.

Indomie is a brand of instant noodle produced by the Indonesian company Indofood. It is distributed in Australia, Asia, Africa, New Zealand, the United States, Canada, and Europe. The brand of Instant Noodles from Indonesia. A type of food most Africans eat when their mum has not cooked any food or there is none at home. See more ideas about Indomie, Ethnic recipes, Recipes.
Sengkarut Implementasi Kebijakan Stunting di Indonesia
By: Andryani Larasati
Tags: Stunting, Indonesia, Kebijakan Publik, Kesehatan, Kesehatan Anak

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Indonesian president would be the first to receive COVID-19 vaccine
By: Kenny Rimba
Tags: Coronavirus, Vaccines, Indonesia, President, Covid 19

Jakarta, Indonesia.

Indonesian President Joko Widodo has announced that he will be the first person in Indonesia to be the first recipient of COVID-19 vaccines.

“My compatriots and homeland.

Today, after receiving input from the public and recalculating state finances, I hereby say that: the Covid-19 vaccines for all citizens is FREE, a.k.a no fees at all. And I will be the first to receive the Covid-19 vaccine.

So, there is no reason for the public not to get vaccines or to doubt the safety of the Covid-19 vaccines.”

said President Joko Widodo.

This decision was made to prove the vaccine’s safety before the vaccine going out to the public.

Indonesia has received 1.2 million doses of the COVID-19 vaccine developed by the Chinese company Sinovac Biotech.
Memaksa Pilkada di Tengah Pandemi
By: Widya Hapsari Murima
Tags: Pandemi, Pilkada, Indonesia

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Eren jadi Jahat ?, Ini 5 ulah Faksi Yeager bentukan Eren #Anime
By: Muhammad Rajif
Tags: Indonesian, Bahasa Indonesia, Indonesia, Attack On Titan, Anime

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Poetry Is
By: Bradley J Nordell
Tags: Meaning, Space, Poetry, Free Verse, Existentialism

Poetry Is

Photo by Jr Korpa on Unsplash

Poetry is pain

a casket, a grave

tragedy obscured by silence

Suicide, dirty and shameful

buried by guilt,

lasting lifetimes in rusty solitude,

madness enshrouding,

all horizons,

in woeful gratitude.

Poetry is ancient enigmas.

Do you see it when you read my words?

Do you feel it in my slight tremble?

Or when I ignore your calls.

for the dead have risen,

in ink traded for blood

sold like harlots,

for you all to drown again

praying no more.

Poetry is love

knots of your illustrious hair

hearts beating

in cadence with the sun.

The tingle felt within my being,

existential questions

in metaphysical caresses,

and enjambment kisses

Poetry is sex

A mistress covered in allegories

A love affair with death’s dissonance

oceans between where metaphors

condense and meet

lipstick on the neck collar

boyhood finally broken

in Haiku perplexities.

Poetry is fracturing

a pebble dropped

into a cosmic pond

rippling eternally

watching the kingdom

of your mind, unravel

raven madness

the final line spawned.

Poetry is creative nothingness

Paintings of insanity,

made sane by its helpless disciples

But the fools who follow

The dying poet off their own cliff

and creating meaning,

misinterpretation

of Buddhistic koans

paradoxical thoughts.

Poetry is nudity,

stripping bare a soul,

showing the world,

your hidden verses,

and waiting for them to

forget the face,

shaded with tears

allayed with scars

too deep to heal.

Poetry is cosmic wisdom,

buried deep in mental black holes,

scattered remnants of exploding thoughts,

only to be misinterpreted,

and eventually,

lost.

Poetry is

a superposition

of what we can never

be nor achieve

freedom from

mirrored time,

ourselves,

and eternal loneliness

in the cold dead stillness

of space

and lonely

tearful nights.
All Wrong
By: Raúl Güereque
Tags: Lessons, Life, Poetry, Free Verse, Self-awareness

All Wrong

Photo by Sebastian Mena on Unsplash

I am the one

No one else

However,

I was unaware

The nerve–of me

To find out so late

To realize it is me

Perhaps it has been me

All along

It has been me

All along

7.12.07
How to Lie
By: Jen Kleinknecht
Tags: Lies, Life, Relationships, Free Verse, Lying

How to Lie

Photo by Jametlene Reskp on Unsplash

Avoid the truth at all costs.

Blame someone else.

Collude with other liars.

Deceive those who trust you.

Equivocate endlessly.

Fabricate what you will.

Gaslight without guilt.

Hide your misdeeds.

Invent a cover-up.

Just deny everything.

Keep changing your story.

Lie for sport.

Make yourself believe your own lies.

Never reveal what you have concealed.

Omit the parts that don’t fit your narrative.

Pretend it never happened.

Quiet your conscience.

Reverse, recriminate, and redirect.

Slander the innocent.

Trick those who love you.

Utter bald-faced lies.

Veer away from the facts.

Warm up with white lies.

Extricate yourself with excuses.

Yell hyperbole and half-truths.

Zero in on the good-hearted. They won’t see you coming.