Earthquakes at the province of Groningen are induced by the mining of natural gas since the sixties. The KNMI has recorded and collected the data of the quakes. Inspired by Maarten Lambrechts I loaded the data into a template at Flourish gives the following time chart:
Next I loaded the data into R studio to detail the analysis.
Aardbevingen in R
b<-read.csv("beving.csv") > str(b) 'data.frame': 1478 obs. of 11 variables: $ YYMMDD : int 19861226 19871214 19891201 19910215 19910425 19910808 19911205 19920523 19920524 19920611 ... $ TIME : num 74751 204948 200917 21117 102632 ... $ LOCATION: Factor w/ 160 levels "Alkmaar","Amen",..: 8 53 64 33 32 8 78 43 8 103 ... $ LAT : num 53 52.9 52.5 52.8 53 ... $ LON : num 6.55 6.55 4.97 6.91 6.58 ... $ DEPTH : num 1 1.5 1.2 3 3 3 3 3 3 1.5 ... $ MAG : num 2.8 2.5 2.7 2.2 2.6 2.7 2.4 2.6 1.6 2.7 ... $ jaar : num 1986 1987 1989 1991 1991 ... $ maand : num 12 12 12 2 4 8 12 5 5 6 ... $ dag : int 26 14 1 15 25 8 5 23 24 11 ... $ DATE : Factor w/ 1209 levels "01/01/2003","01/01/2009",..: 1029 545 33 549 967 303 183 880 931 417 ...
summary(b$MAG)
Magnitude Min. 1st Qu. Median Mean 3rd Qu. Max. NA's 0.000 0.800 1.100 1.204 1.500 3.600 32 plot(density(b$MAG,na.rm=TRUE)) abline(v=mean(b$MAG,na.rm=TRUE, color="red"))
summary(b$DEPTH)
Depth
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's 1.000 3.000 3.000 2.963 3.000 3.500 14 plot(density(b$DEPTH,na.rm=TRUE)) abline(v=mean(b$DEPTH,na.rm=TRUE, color="red"))
j<-table(b$jaar) j=as.data.frame(j) j 4 1987 1 5 1989 1 6 1991 4 7 1992 6 8 1993 16 9 1994 29 10 1995 18 11 1996 41 12 1997 42 13 1998 23 14 1999 31 15 2000 26 16 2001 23 17 2002 25 18 2003 57 19 2004 31 20 2005 36 21 2006 56 22 2007 32 23 2008 49 24 2009 91 25 2010 41 26 2011 93 27 2012 102 28 2013 130 29 2014 85 30 2015 122 31 2016 118 32 2017 127 33 2018 11 str(j) 'data.frame': 33 obs. of 2 variables: $ Var1: Factor w/ 33 levels "7.021","53.224",..: 1 2 3 4 5 6 7 8 9 10 ... $ Freq: int 9 1 1 1 1 4 6 16 29 18 ... qplot(j$Var1,j$Freq)
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