Sympatheia reminds us that we are all one, and therefore helps us to treat others with respect and in a non-judgmental w

The Stoics believed in the power of hard work and of staying on task. Marcus Aurelius frequently alluded to his purpose — what he was brought here to do. This kept him focused on the task at hand and gave him the motivation to wake up in the morning.

“When you wake up in the morning, tell yourself: The people I deal with today will be meddling, ungrateful, arrogant, dishonest, jealous, and surly. They are like this because they can’t tell good from evil.”

Prepare yourself for any potential challenges you will face, so that if they happen, you will be equipped to deal with them. Mentally rehearse your day, outlining what you want to accomplish in an ideal situation. Then, think about the ways in which your day could go wrong. Mentally prepare yourself to deal with these setbacks in a way that aligns with your own core values as well as the virtues of Stoicism.

As you plan your day, identify ways where you can maximize alive time and minimize dead time. Realize the situations in which you can bring more value to your day, to ensure that your days are lived to their maximum potential.

“Cling tooth and nail to the following rule: Not to give in to adversity, never to trust prosperity, and always to take full note of fortune’s habit of behaving just as she pleases, treating her as if she were actually going to do everything it is in her power to do. Whatever you have been expecting for some time comes as less of a shock.”

We have covered a great deal of the functions and methods for data analysis. There are, of course, a lot more offered by pandas but it is impossible to cover all in one article.

The pct_change is used to calculate the percent change through the values in a series. It is useful when calculating the percentage of change in a time series or sequential array of elements.

Lucky for us, Jupyter has already come up with a solution to this problem by coming out with an extension of Jupyter Notebooks that runs as a sustainable web application and has built-in user authentication. To add a cherry on top, it can be managed and sustained through Docker allowing for isolated development environments.

“Life is constantly asking us, Is this going to be alive time or dead time? A long commute. Are we going to zone out or listen to an audiobook? A delayed flight. Are we going to get in a couple of miles by walking around the terminal or shove a Cinnabon into our face? A tour of duty or a contract we have to earn out. Is this tying us down or freeing us up? That’s our call…. We have to choose to make every moment a moment of alive time. We have to decide to be present. To make the most of whatever is in front of us.”

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y hands on the house deed records that go back many generations,” she later wrote in a memoir, Spirits of the Cage. “I discovered that the house has changed hands on average every three-and-a-half years since it was built, with the exception of only two cases. One example being a man who purchased the property for £150 and sold it only a matter of weeks later, for just £100.” The pattern revealed in that document would have deterred many buyers, but even if it had arrived earlier, Mitchell had been struck by a love-blindness often experienced by homebuyers.

This was a core practice of the Stoics. After purposeful silence, the Stoics would think about the day ahead — the ways in which they would go about their day, how they would behave in accordance with the four virtues of Stoicism (wisdom, justice, courage, and temperance), the challenges they may face, and how they would work to overcome these.

We can achieve this by using the Style property which returns a styler object It provides many options for formatting and displaying dataframes. For instance, we can highlight the minimum or maximum values.

“Don’t you see the plants, the birds, the ants, the spiders, and the bees going about their individual tasks, putting the world in order, as best they can? And you’re not willing to do your job as a human being?”

Jupyter Notebook provides a great platform to produce human-readable documents containing code, equations, analysis, and their descriptions. Some even consider it a powerful development when combining it with NBDev. For such an integral tool, the out of the box start up is not the best. Each use requires starting the Jupyter web application from the command line and entering your token or password. The entire web application relies on that terminal window being open. Some might “daemonize” the process and then use nohup to detach it from their terminal, but that’s not the most elegant and maintainable solution.

We have covered a great deal of the functions and methods for data analysis. There are, of course, a lot more offered by pandas but it is impossible to cover all in one article.