6 things FELD M learned at useR!2019 in Toulouse

on 23.07.2019 by Linda Le

Hi, I´m Linda. I am part of the Data Science team at FELD M and was excited to participate this year’s useR!2019 conference, which took place in Toulouse.

That meant 4 days full of great

  • 3h tutorials
  • keynotes
  • 30 min blocks of 6*5 min lightning talks
  • 1,5h blocks of 5*18 min talks
  • sponsor talks
  • poster session
  • social events, …on up to 6 parallel tracks!

The complete list of talks including slides can be found here http://www.user2019.fr/talk_schedule/ and video recordings of the keynotes here: https://www.youtube.com/channel/UC_R5smHVXRYGhZYDJsnXTwg/videos. The video recordings of all talks are uploaded here: https://www.youtube.com/channel/UC_R5smHVXRYGhZYDJsnXTwg/videos.

Let me tell you about the conference’s input as I guide you through a typical project´s timeline. I took advantage of a nice Machine Learning Workflow Hexa-Diagramm and added a 6th Hexagram, adding ‘Communication’ of projects.

Let’s go through the 2nd, 3rd and 6th Hexagon to give some examples, what I took with me from useR! and where we now are taking some deep dives to improve our workflow.

 

  • {tidyr} by famous Hadley Wickham (a must read for everyone advancing in R is his recent 2nd edition of “Advanced R” book: https://adv-r.hadley.nz/index.html) is updated. In the area of web analytics we, at FELD M, receive raw data, in which all touchpoints of all visitors/customers are recorded in rows. In order to analyse customer journeys, we need to reshape our data, so that we have the customers in rows and all touchpoints per customer, i.e. the customer journey in another column. The transformation of reshaping the data from long format to wide format is therefore a regulary used transformation in Data Science projects. The current functions to reshape data are spread() and gather(), where many R-users had to strugggle with the logic. So, Hadley Wickham showed us the work in progress functions pivot_longer() and pivot_wider(), with a more intuitive function and arguments name to reshape data. https://tidyr.tidyverse.org/
  • When working with large data sets we usually use either data.table or SparkR (which we currently prefer over sparklyr because of its more similar syntax to PySpark and hence easier switch between Python and R). The latter two methods rely on RAM for their performance. Since our datasets often don’t fit into the RAM anymore but are still below real big data (calculations can’t be handle by a single machine anymore), the newly developed package {disk.frame} (https://rpubs.com/xiaodai/intro-disk-frame) offers an interesting possibility to store and process medium sized datasets. Data larger-than-RAM is split up and stored in chunks on the harddrive and {disk.frame} provides an API for manipulating these chunks. Unlike Spark, {disk.frame} does not require a cluster and can use any function in R.
  • Before we build a model, we first analyse the data on a descriptive level to decide what assumptions we make to build a model. Visualizing high-dimensional data can then be a cumbersome task. In a tutorial Di Cook showed us her packages like {tourr} https://github.com/ggobi/tourr, which visualizes higher-dimensional (>3) data in an animated rotation. You can take a variable and rotate it out of the projection and see if the structure persists or disappears. The package {nullabor} https://github.com/dicook/nullabor is a tool for graphical inference. Your data plot will be displayed among several random nullplots (plots representing your nullhypothesis). If the difference is visible, there is probably a statistical significane in the structure of the plot.
  • Due to the individual advantages of Python and R, at FELD M Data/Software Engineering is mainly done in Python, while the analysis (building models, statistical tests) by the Data Science Team is more focused on R. Our Data/Software Engineering- and Data Science Team is already working very closely together on Advanced Analytics projects to take the advantage of both expertises and both languages (Python and R). Of course, it is in general our goal to build our (data) products in one programming language. Nevertheless, sometimes we build prototypes, which have to live in both worlds and require to use both languages. The {reticulate} package https://rstudio.github.io/reticulate/ makes it possible to call Python out of RStudio. Rounded off by the GUI developments of knit Rmarkdown, it will be easier to bridge language silos.

 

  • When it comes to building a model, it is always important to know the cause of a variable, as we all know “correlation != causation”. Under the assumption, that causal relationship leaves a structure in the data, there are many procedures that detect this causation. Causaldisco summarizes the causal discovery procedures in R and filters the appropriate procedures for your data when you choose your properties. http://biostatistics.dk/causaldisco/.

 

All in all, the success of a project depends not only on the methods, such as those mentioned above, but also on the environment you create in your company. Julie Lowndres showed us in her keynote (https://www.youtube.com/watch?v=Z8PqwFPqn6Y&t=2806s), how she and her team work by embracing open data science, openess and the power of welcome.

FELD M is looking forward to take some deep dives into the learnings listed above now and to put them into practice to improve our workflow and smoothen the journey for our customers.

If you are interested in our work, come and check out our portfolio: https://www.feld-m.de/service/data-strategy-advanced-analytics/.

Or if you are a NGO/NPO, come and check out our contribution to Data Science for good with our “Data Ambulance”: https://www.feld-m.de/datenambulanz/

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Ketogenic diet is all the rage right now, but one has to understand that it is not one of your typical diets. Many people also take it to be one of ‚crash diets‘ and doubt its very credibility. It is okay to harbour certain reservations about a diet, but what is not okay is misinformation. Majority of Keto dieters do end up gaining weight post Keto due to certain reasons, lack of discipline, lack of mindful eating, no calculations, etc, to name a few.
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Outback Belly Burner sagt:

Getting under the covers a little sooner doesn’t just help you avoid late-night snacking. Missing out on a full night’s rest slows down your body’s metabolism, it can also lead to elevated cortisol levels which can encourage your body to store more fat. If you want to increase your calorie burn, and keep cortisol levels in check, aim for 7-8 hours of shut-eye per night.
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BioFit Supplement sagt:

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Revamin Lash sagt:

Castor oil is a vegetable oil that is derived from the bean of the castor tree. The fatty acids that make up castor oil are believed to be extremely nourishing to the skin. Many people report that with regular application, castor oil has helped them to grow thicker, longer eyelashes and eyebrows Revamin Lash
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Keto BHB sagt:

you can lose weight with exercise alone. It’s actually a myth that you cannot lose weight with only exercise and no change to your diet. … A calorie deficit can be created by just exercise, thereby causing weight loss.
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HotShot Go Keto sagt:

Excess skin after rapid massive weight loss might cause some stretching and tearing, but the majority of stretch marks are not actually caused when you lose the weight, but rather when you first put it on. They do however usually become more visible when you shed the pounds again.
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Silver Sparrow Stress Serum sagt:

CBD oil has been studied for its potential role in easing the symptoms of many common health conditions, including anxiety and neurological disorders. Plus, it may benefit heart health and help relieve certain types of pain.
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Auritine sagt:

Tinnitus is an awareness of sound in the ears or head which is not from an external source. There are many different types of tinnitus sounds. Common descriptions are that it is a hiss, whistle, whirr, ring or buzz. Occasionally, it can be segments of music. The pitch can be high or low and the level can vary over time. Auritine
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Lemons are known to help you lose weight; thanks to the presence of vitamin C and antioxidants that promote good digestion. Lemons also have diuretic properties, which help in detoxifying the body, thereby helping burning fat. According to experts, this magic potion can boost the body’s metabolism to a great extent.
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Stretch marks are fine lines in the skin that happen when quick growth or weight gain stretches the skin (like during puberty). Skin is usually fairly stretchy, but when it’s overstretched, the normal production of collagen (the major protein that makes up the tissue in skin) is disrupted. Revamin Stretch Mark Cream
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Plank is one of the best calorie burning and beneficial exercises. A plank hold engages multiple muscles at once, thereby benefiting the core strength of your body. Not just burning the fat around your abdomen area, they also work by giving you an improved posture, flexibility as well as a tighter tummy.
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Even if we manage to exert that much effort, our bodies often compensate by boosting appetite and dialing down metabolism, effects that over time limit how many pounds we shed. When exercise fails to meet our weight-loss expectations, we often sour on it and stop working out.
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Place your index fingers on top of you middle fingers and snap them (the index fingers) onto the skull making a loud, drumming noise. Repeat 40-50 times. Some people experience immediate relief with this method. Repeat several times a day for as long as necessary to reduce tinnitus.”
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The most common problems associated with the digestive tract are diarrhea, constipation, irritable bowel syndrome (IBS), inflammatory bowel disease (IBD), and heartburn. These can be caused by many things, such as an unhealthy lifestyle, poor nutrition, a food sensitivity or even an infection.
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The digestive system converts the foods we eat into their simplest forms, like glucose (sugars), amino acids (that make up protein) or fatty acids (that make up fats). The broken-down food is then absorbed into the bloodstream from the small intestine and the nutrients are carried to each cell in the body.
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ExaFlex sagt:

With arthritis, the constant pain and stiffness often lead the body to be in a state of stress or „inflammation.“ Foods that cause joint pain include heavily processed foods, red meat, foods high in sugar, fried foods, alcohol and foods rich in MSG, refined carbohydrates, gluten and purines.
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Adding shine. Like other oils, coconut oil can leave the hair glistening and smooth in appearance. Some people use a few drops as a shine serum on dry hair. People who want to avoid silicones and similar ingredients may choose to replace silicone-rich shine serums with coconut oil.
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Your body must dispose of fat deposits through a series of complicated metabolic pathways. The byproducts of fat metabolism leave your body: As water, through your skin (when you sweat) and your kidneys (when you urinate). As carbon dioxide, through your lungs (when you breathe out).
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A ketogenic diet – or keto diet – is a low-carb, high-fat diet. It can be effective for weight loss and certain health conditions, something that’s been demonstrated in many studies. A keto diet is especially useful for losing excess body fat without hunger, and for improving type 2 diabetes or metabolic syndrome. On a keto diet, you cut way back on carbohydrates, also known as carbs, in order to burn fat for fuel.
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Vitapost Immune Complex sagt:

Vitamin C is one of the biggest immune system boosters of all. In fact, a lack of vitamin C can even make you more prone to getting sick. Foods rich in vitamin C include oranges, grapefruits, tangerines, strawberries, bell peppers, spinach, kale and broccoli.
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Your tinnitus, in the majority of circumstances, will subside by itself. Your hearing should return to normal within 16 to 48 hours. However, you will want to find a solution if your tinnitus lingers. The sooner you discover a treatment that works, the sooner you can get relief.
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Unlike with calorie restriction, keto helps you lose weight by putting your body into ketosis. When you eat minimal carbohydrates, your body produces ketones for energy. Ketones are made in your liver from fatty acids found in food or your own body fat.
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It’s easy to get stressed out when the pressures of work, family, and everyday life are weighing on you. These stresses can have not only an emotional impact, they can cause physical pain as well. Stress and pain are often closely linked. Each one can have an impact on the other, creating a vicious cycle that sets the stage for chronic pain and chronic stress. So, part of getting pain relief is learning how to better manage stress.
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The main reason behind gaining weight is constant snacking even when your body does not need it. You can replace these snacks with sufficient proteins in your diet to keep yourself full for longer hours and at the same time give your body all the nutrients that it needs.
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Exaflex reviews sagt:

Joint pain can be discomfort, pain or inflammation arising from any part of a joint including cartilage, bone, ligaments, tendons or muscles. Most commonly, however, joint pain refers to arthritis or arthralgia, which is inflammation or pain from within the joint itself. Joint pain can be mild, causing soreness only after certain activities, or it can be severe, making even limited movement, particularly bearing weight, extremely painful.
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Eating eggs, particularly for breakfast, can be an excellent addition to a healthy weight loss diet. Eggs do not aid in weight gain; what aids in weight gain is a caloric surplus. If you consume more eggs than your maintenance calories, you will be in a caloric surplus and will gain weight.
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Keto Burn DX sagt:

people who lose weight gradually and steadily (about 1 to 2 pounds per week) are more successful at keeping weight off. Healthy weight loss isn’t just about a “diet” or “program”. It’s about an ongoing lifestyle that includes healthy eating patterns and regular physical activity.
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Poor sleep, sedentary activities, and eating too many processed or sugary foods are just some of the habits that may increase your risk of weight gain. Yet, a few simple steps such as mindful eating, exercise, and focusing on whole foods can help you reach your weight loss goals and improve your overall health.
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Your body shows signs of a strong immune system pretty often. One example is when you get a mosquito bite. The red, bumpy itch is a sign of your immune system at work. The flu or a cold is a typical example of your body failing to stop the germs/bacteria before they get in.
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Burn Boost Reviews sagt:

Too many starchy carbohydrates and bad fats are a recipe for that midsection to expand. Instead, get plenty of veggies, choose lean proteins, and stay away from fats from red meats. Choose healthier fats in things like fish, nuts, and avocados. Even a moderate cutback on carbs (grains, pasta, sugars) can help, too.
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Keto Complete sagt:

During weight loss, fat cells shrink in size as their contents are used for energy, though their numbers remain unchanged. Byproducts of fat loss include carbon dioxide and water, which are disposed of through breathing, urination, and sweating.
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Smilz CBD Broad Spectrum Gummies sagt:

Becoming easily agitated, frustrated, and moody. Feeling overwhelmed, like you are losing control or need to take control. Having difficulty relaxing and quieting your mind. Feeling bad about yourself (low self-esteem), lonely, worthless, and depressed.
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Since oatmeal is a whole grain and rich in fiber, eating oatmeal in the morning may help boost metabolism, helping your body to quickly convert food into energy. Oatmeal is one of the foods that can help accelerate your energy levels and improve metabolic function.
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Optimum KETO sagt:

Double diabetes is when someone with type 1 diabetes develops insulin resistance, the key feature of type 2 diabetes. Someone with double diabetes will always have type 1 diabetes present but the effects of insulin resistance can be reduced somewhat.
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Bionerve Plus sagt:

Exercise releases natural painkillers called endorphins. Exercise also promotes blood flow to the nerves in the legs and feet. Researchers believe that regular exercise may create a long-lasting expansion in blood vessels in the feet, nourishing damaged nerves back to health.
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Trichofol sagt:

it is important to keep a few things in mind as these little things will go a long way in delivering you with the hair of your dreams. Even though we want our hair to grow 10 inches a day, all of us know that it is an impossible thing to ask for. But with constant care and protection, achieving healthy hair is really not that difficult. Therefore, below is a list of some really simple yet effective healthy hair tips so you can flaunt those gorgeous locks ASAP.
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