Netflix – Facts and Figures
It will be interesting to explore what all insights can be obtained from a Netflix dataset.
COVID-19 X S&P 500 Dashboard and Timeline
Mom Education for Infants’ Survival – Sub Saharan Africa
“When you carry a life and it’s there, and then gone, a part of your soul dies. Forever”. Casey Wiegano
Yes, I’m a mom, and just thinking about it for a fraction of a second breaks my heart! Unfortunately, Sub-Saharan countries along with some South Asian countries which are highlighted with darker blue in the map whiteness the highest infant mortality rates. In Sub-Saharan countries ,on average, 68 infants die in every 1000 births and this rate is the second highest among the classified regions (second graph)
From the bottom graphs, we can see that there is a high correlation between the average adolescents fertility rates and the female adolescents who are out of school. On the other hand, a correlation exists between the adolescents fertility rate and the mortality rate of infants.The highest rates are also observed in Sub-Saharan countries (darker blue).
Putting these observations into one sentence, we can infer that the more adolescent females that are out of school the more likely they are to give birth to infants that have higher chances of dying.
As such, female students in Sub-Saharan countries should be empowered. They should be encouraged to continue their education aiming to lower their fertility rates and indirectly lower infants mortality rates. With no doubt, many other factors should be considered such as improving healthcare systems for both, moms and children.
Speeding, drunk driving main causes of road accidents in Lebanon.
In every Lebanese driver, there is a hidden Michael Schumacher inside of him/her. Unfortunately with all NGOs providing all possible resources for the promotion of road safety awareness, car accidents numbers are all the way up. The sad part is that drinking and driving is illegal but do we really abide by this law. When was the last time you called a taxi because you were drunk? And the most important aspect is that car Speed is a competition and a show off.
It was interesting to find through the below dashboard that most car accidents happens during summer season (July and August).
The dataset contains both monthly and yearly statistics of car accidents in Lebanon from 2007 to 2019. This dataset is aggregated by the number of car accidents, the number of injuries, and the number of fatalities.
Culture vs. Female Employment to Population Ratio
Females in the Arab World are always faced with discriminatory situations in a ‘professional environment’. From personal questions in an interview to on-the-job obstacles, something always has to remind us of who we are and how anchored we are to it. It is not very different around the world, however, females have only recently started to break through the notions of the ‘working man’, proving that the only professional difference between them is inside the minds of those who believe it exists.
When I started exploring the World Development Indicators data on Tableau, I could not but stop at the Employment to Population Ratio. So I developed a dashboard visualized below.
As seen on the map, there are big differences in Female Employment to Population Ratios around the world. Looking deeper into the ratios of 2 adjacent but very different cultures, the European Union and Arab Countries – the line graphs to the right -, we can notice the difference in the gaps between female and male ratios. While the Male Employment to Population Ratio is almost the same across both areas, there is a big difference in the female’s numbers, of course affecting the total ratios.
I believe the needed change starts in education – not only that of little girls who need to be equipped by the time they can join the workforce, but also of societies to be welcoming, and supportive of those girls. Many forces enter in this journey, in many cases education is an unaffordable luxury, which is why the intrusion of governments and NGOs is highly needed.
The featured image is from Aptology.