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hello and welcome to this four series lecture video on geographic plots in R In this video we will creat world map and US maps and in the next one well use COVID data to creat USA map followed by USA map for each county And then we will focus on only two states And look at various different features available In the package We will make use of these libraries Lets store world map data in w mapdata then we can say we want world data so this w has more then 99000 observation and 6 variables and first 2 columns are longitude and latitude and then we have group order and region is basically country suppose i want to create a map for three country let me store that information in i for Italy s for Spain, f for France so we are using region because you see the countries are listed under region so now isf have data for this three countries so we can now make a map using ggplot our data is in isf foe x we are going to use the name of the variable long for longitude l