World Bank Data Analyses With Python Team 11

World Bank Data Analyses With Python Team 11 – FIDI Cohort Abderraouf Seghir Adhish Tripathi Batoor Sayed Berfin Terzioglu Edoardo Silli Minh Tri Dao

CONTENT BRIEF ABOUT OUR REGION MISSING DATA MEAN & MEDIAN GRAPHS IMPUTATION METHODS BOX PLOTS OUTLIERS DATA ANALYSIS CONCLUSION HEAT MAP CORRELATION

St. Kitts and Nevis US Virgin St. Vincent and the Grenadines Northern Latin America / Caribbean

Why we have so much missing data? ~~ Especially in these 6 countries ~~ • Small countries • Islands currently under European or U. S. Administration • High income group Tax haven countries https: //www. investopedia. com/articles/personalfinance/100715/top-10 -caribbean-tax-havens. asp

How we fill NA’S in our data set? NA 12 NA 10 NA 5

Imputation Methods REMOVED MEAN & MEDIAN CORRELATION MEAN %80 Filled with taking mean of high income group MEDIAN

Outliers Honduras Curacao Haiti Barbados St. Kitts Aruba Crime (70% - 80%) The U. S. Department of State has issued a Travel Advisory for Honduras since 2012 to caution American travelers about high crime rates. https: //www. osac. gov/Pages/Content. Report. Details. aspx? cid=23798 Pollution Oil Refinery Low Access to Electricity Earthquake and Natural Disasters High Access to Electricity Good Telecommunications Infrastructure High Fertility of Land Low CO 2 Emissions High Access to Electricity One of the largest desalination plant

Income Group = 0. 93/Agricultural Employment Child Mortality = 0. 91/Access to Electricity Internet Usage = 0. 84/ Agricultural Employment Income Group = 0. 81 * Internet Usage

CONCLUSION KEY METRICS (2014) Northern Latin America / Caribbean v/s THE WORLD ENVIRONMENTAL CO 2 ELECTRICITY ECONOMICS GDP FDI DEVELOPMENT ELECTRICITY AGRICULTURE