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The Netflix Data Pipeline!

The Netflix subscription service model offers personalized recommendations, to help users find shows and movies of interest. To do this they have created a proprietary, complex recommendations system which takes in inputs like:

* your interactions with the service (such as your viewing history and how you rated other titles),

* other members with similar tastes and preferences on the service

* information about the titles, such as their genre, categories, actors, release year, etc.

* the time of day you watch

* the devices you are watching Netflix on

* how long you watch. etc.

How does your architecture look like?

Meal planning helps you be more efficient at deciding the quantities of meals you and your family will consume, and this keeps you from throwing away food. Planning your meals is a great way for you to reduce food waste and save on your grocery bills while helping the environment.

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Goal setting is a purposeful and explicit process that starts with identifying a new objective, skill, or project you want to achieve. Then, you make a plan for achieving it, and you work to complete it.

Instead of just running with no particular purpose, a true goal would be more along the lines of starting a training program to complete a specific race, say a holiday half marathon, which requires much more careful planning, motivation, and discipline.

Why is goal setting important?
When you set goals, you take control of your life’s—or your work’s—direction. Goals provide you with focus. The decisions you make and actions you take should bring you closer to achieving those goals.

Setting goals keeps you moving, increases your happiness, and significantly benefits your organization. When you set goals, you create a vision of what your life or your business could look like. Then you start pushing yourself and your team to get the best results possible.

What goals are you looking forward to crushing this week?

So, the Earth's average temperature has increased about 2 degrees Fahrenheit during the 20th century. What's the big deal? Two degrees may sound like a small amount, but it's an unusual event in our planet's recent history.

Earth's climate record, preserved in tree rings, ice cores, and coral reefs, shows that the global average temperature is stable over long periods of time. Furthermore, small changes in temperature correspond to enormous changes in the environment like:

1) More Droughts and Heat Waves
2) Hurricanes Will Become Stronger and More Intense
3) Changes in Precipitation Patterns
4) Frost-free Season (and Growing Season) will Lengthen
5) Sea Level Will Rise 1-8 feet by 2100
6) Arctic Likely to Become Ice-Free

For example, at the end of the last ice age, when the Northeast United States was covered by more than 3,000 feet of ice, average temperatures were only 5 to 9 degrees cooler than today.

This graph illustrates the change in global surface temperature relative to 1951-1980 average temperatures. Nineteen of the warmest years have occurred since 2000, with the exception of 1998.

The year 2020 tied with 2016 for the warmest year on record since record-keeping began in 1880 (source: NASA/GISS). This research is broadly consistent with similar constructions prepared by the Climatic Research Unit and the National Oceanic and Atmospheric Administration.

I'll end this with a quote from Kate Marvel, Climate Scientist 's Goddard Institute for Space Studies (GISS):

"As a climate scientist, I’d like you to know: I don’t have hope.
I have something better: certainty.
We know exactly what’s causing climate change. We can absolutely 1) avoid the worst and 2) build a better world in the process."

Let's get to work!

Data source: NASA's Goddard Institute for Space Studies (GISS), IPCC.