Beans

       The next food for analysis is beans. Which similar to rice is a more international food, so there is much more diversity in the data.

       Here we can see that there has been a dramatic increase in price over the last few years. Additionally, it does not look like the price was affected by drought in Southern Africa. The spike you saw in 2001 is caused by a few high prices from Guatemala.

       There is still an overall increase in the price of beans across all regions.

       Prices of beans vary greatly from region to region, but Sub-Saharan Africa has the lower prices for beans.

       Like regions, the price varies greatly between countries. The countries with the highest prices are Turkey, Congo, Nigeria and South Sudan In Turkey we see prices increase as they take in more Syrian refugees. From June 2014 Turkey had taken in over 750,000 Syrian refugees, this number grew to over 1,700,000 by the same time in 2015 Crisis Group. The price increase in Congo could be to an increase in Congo cocoa and coffee beans, but this can not be confirmed.

       Countries that have an unstable inflation are Timor-Leste and Malawi. In recently year Timor-Leste has been effected greatly by climate change and population growth. Also poor and unstable agricultural resources are prevalent with only 30% of arable land being used for cropping or in combination with animal grazing Government of Timor-Leste.

Beans Standard Deviation vs Avgerage Inflation Table
country avg_infla stdev
Guatemala 11.2484599 200.232865
Timor-Leste 9.8367071 79.654026
Guinea 9.1147371 56.739994
Kenya 6.9704964 162.635734
South Sudan 5.1909562 35.449598
Zambia 4.2280869 32.447114
Malawi 3.3942803 26.943321
Niger 3.2637883 30.323091
United Republic of Tanzania 2.5069687 29.854245
Kyrgyzstan 2.0565466 19.300050
Cameroon 1.9543032 20.678663
Burundi 1.9118911 18.309884
Gambia 1.8051661 19.062969
Mozambique 1.7860445 18.491745
Pakistan 1.5369900 11.858894
Syrian Arab Republic 1.5121520 10.966091
Burkina Faso 1.5030654 21.637393
Zimbabwe 1.4972735 18.947936
Congo 1.4566455 18.208162
Uganda 1.4563805 16.935330
Yemen 1.2538537 16.117315
Democratic Republic of the Congo 1.2320596 18.435637
Djibouti 1.1629961 13.248671
Mali 1.1012719 10.114794
Colombia 1.0522304 15.440143
Lebanon 1.0437993 14.655603
El Salvador 0.9982438 15.107167
Benin 0.9722689 13.673432
Rwanda 0.9523209 13.612617
Algeria 0.9376104 20.888967
Haiti 0.9195893 12.089384
Turkey 0.8093921 6.316882
Honduras 0.8010441 15.748919
Costa Rica 0.3808707 8.172422
Lesotho 0.3322849 6.360872
Philippines 0.1160524 7.549699
Nigeria -0.5409871 12.681430