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Prediction of PMT and PBT substances with Logistic Regression in Jupyter notebook

ABSTRACT In the regulatory field, new hazard classes are emerging, notably persistent, mobile, and toxic (PMT) substances, which are of increasing concern due to their potential risks to aquatic environments. PMT substances are classified similarly as persistent, bioaccumulative, and toxic Read more…

By Angelika Keller, 5 monthsDecember 5, 2024 ago
Python

PyAutoGUI-Bot for calculation of biodegradation values in EPI Suite

What is your impression: Do you think that we know every hazard of all chemical substances used anywhere in our daily lives? I guess you can imagine that this is not the case, meaning we neither fully know how many Read more…

By Angelika Keller, 2 yearsNovember 10, 2023 ago
Python

Covid Invasion – Special Edition now available

After almost 3 years living with Covid-19, we have now extended the Covid Invasion game with new virus variants, just like we know it from real life. This makes the game more difficult and thrilling during playing. Here are the Read more…

By Angelika Keller, 3 yearsAugust 28, 2022 ago
Python

Machine Learning with Python on Heart Failure Dataset

Since I am quite new to Machine Learning (ML), I was inspired by the application of ML on a huge variety of different data. One example that caught my eye was the heart failure prediction dataset[1] and the Python code[2] Read more…

By Angelika Keller, 4 yearsNovember 13, 2021 ago
Python

Extracting SMILES codes from open chemical databases

Today we luckily have a lot of open scientific databases readily available on the web which are packed with a lot of valuable chemical information. In my case, I recently had the task to collect thousands of SMILES codes of Read more…

By Angelika Keller, 4 yearsAugust 25, 2021 ago
Python

Collect acute fish toxicity data from your IUCLID 6 database

Following up my last article about retrieving data from the IUCLID 6 database[1] with Python, I have developed another Python script for pulling out IUCLID 6 substance file data via the IUCLID 6 REST API[2]. The endpoint in scope is Read more…

By Angelika Keller, 4 yearsJuly 3, 2021 ago
C++

A graphical, incremental software Updater

When you deploy a software product, you’ll want to have the opportunity to update the instances of the product installed on the computers of your customers or users. There are a myriad of ways and tools to go about doing Read more…

By Robert Keller, 4 yearsJune 6, 2021 ago
Python

Retrieve information from your IUCLID 6 database using Python

The standard database for preparing and submitting REACH dossiers to ECHA is the IUCLID 6 database[1]. Thus, each chemical company using this database has a dataset of hundreds or even thousands of substance files available which can be accessed batch-wise Read more…

By Angelika Keller, 4 yearsMay 26, 2021 ago
Python

The Group Entry Screening Tool 3 – Identifying regulated substances via structural properties

In this article, the prototype of a SMILES-based portfolio screening tool completely written in Python using the libraries pandas, rdkit and tkinter is presented. This tool supports regulatory group entry screenings of chemical substances based on its structural similarity to Read more…

By Angelika Keller, 4 yearsMay 1, 2021 ago
Covid Invasion
Python

Covid Invasion – them viruses, shoot ‘em all up!

You might know the game ‘Space Invaders’ developed in the late 70s by the software company Taito where you fly a starship and shoot all those bad aliens invading from space.  (https://www.mobygames.com/game/space-invaders-anniversary).   Well, during the Covid-19 pandemic, we have Read more…

By Angelika Keller, 4 yearsApril 17, 2021 ago

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