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We can work on Commonly observed pair of ingredients in the dataset
What is the most commonly observed pair of ingredients in the dataset? (That is, which two ingredients appear together in the most recipes?) What proportion of recipes include both of those ingredients? If a recipe includes almond, how likely is it to include chocolate? What association rule has the highest confidence? Briefly explain the meaning of that ruleâs confidence level. In your explanation, refer to the specific ingredients, not the words âpremiseâ or âconclusion.â If a recipe includes raisin, how exactly does that affect the probability that the recipe includes apple? What two ingredients are part of the two association rules with the highest lift ratio? What does that lift ratio tell you about the relationship between these two ingredients? How many rules are there in the output that have Top10% as a conclusion? What ingredient is associated with the highest probability of the recipe being in the top 10%? How likely is it that a recipe with that ingredient is in the top 10%? Of the following two recipes for Christmas Cake and Muffin Cup Veggie Omelets: https://www.epicurious.com/recipes/food/views/chri⦠https://www.epicurious.com/recipes/food/views/muffin-cup-vegetarian-veggie-omelets, which is more likely to have an average rating in the top 10% on Epicurious based on your association rules? Why?
Sample Solution
so there would be no likelihood of exploiting each other or feeling of unfairness for example in European union. Countries argue that free trade deny them access to sources of revenue from foreign investors that could otherwise be used in their development projects. The argument is laid on the fact that âfree trade allows trade between countries without imposing tariffs and taxesâ (Wacziarg, & Welch, 2008 p. 197). Hence, the trade is exploitive to the developing countries. Most governments and particularly those from developing countries steer their economic development projects and caters for wages from revenues that they get from tariffs, taxes and licensing of businesses that operates within its territories and so, free trade deny them from accessing these funds. Hence, their development projects may end up taking time and making a country poorer as most of its resources are utilized at no benefits. Conclusion From the discussion, it can be concluded that free trade has been a reality to developing countries since it contributed greatly to development of current developed countries such as china, South Korea, and other European countries such as Germany and Britain. For example, China is one of the developed countries that have achieved its developments through taking advantage of free trade to attract investors to its country and it investing in small countries such as those in Latin America thus boosting its developments. Although free trade has been attributed by negative impacts on small developing countries, positive impact surpasses the negative one and thus contributing to most of developments in the small countries. Therefore, based on my opinion, I think that free trade has positively impacted to developing countries as it has stimulated their economic development goals such as millennium development goals. Hence free trade has been a realistic aspect to developing countries.>
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so there would be no likelihood of exploiting each other or feeling of unfairness for example in European union. Countries argue that free trade deny them access to sources of revenue from foreign investors that could otherwise be used in their development projects. The argument is laid on the fact that âfree trade allows trade between countries without imposing tariffs and taxesâ (Wacziarg, & Welch, 2008 p. 197). Hence, the trade is exploitive to the developing countries. Most governments and particularly those from developing countries steer their economic development projects and caters for wages from revenues that they get from tariffs, taxes and licensing of businesses that operates within its territories and so, free trade deny them from accessing these funds. Hence, their development projects may end up taking time and making a country poorer as most of its resources are utilized at no benefits. Conclusion From the discussion, it can be concluded that free trade has been a reality to developing countries since it contributed greatly to development of current developed countries such as china, South Korea, and other European countries such as Germany and Britain. For example, China is one of the developed countries that have achieved its developments through taking advantage of free trade to attract investors to its country and it investing in small countries such as those in Latin America thus boosting its developments. Although free trade has been attributed by negative impacts on small developing countries, positive impact surpasses the negative one and thus contributing to most of developments in the small countries. Therefore, based on my opinion, I think that free trade has positively impacted to developing countries as it has stimulated their economic development goals such as millennium development goals. Hence free trade has been a realistic aspect to developing countries.>
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