In the paper we described the animint2dir(viz)
function which compiles and renders and animint viz list. In the code chunks below we use structure(viz, class="animint")
in order to render the animint inside of this Rmd document (animint2dir
is used internally).
Each section below contains
Source code for each interactive figure.
A rendering of the interactive figure.
Instructions about how to interpret and interact with the figure.
World Bank figure
data(WorldBank)
WorldBank$region <-
sub(" (all income levels)" , "" , WorldBank$region, fixed=TRUE )
years <- data.frame(year=unique(WorldBank$year))
wb.viz <- list(
timeSeries=ggplot()+
geom_tallrect(aes(
xmin=year-0.5 , xmax=year+0.5 , clickSelects=year),
alpha=0.5 ,
data=years)+
guides(color="none" )+
geom_line(aes(year, life.expectancy, group=country, colour=region,
showSelected=region,
clickSelects=country),
data=WorldBank, size=4 , alpha=3 /5 ),
scatterPlot=ggplot()+
geom_point(aes(fertility.rate, life.expectancy, clickSelects=country,
showSelected=year, colour=region, size=population,
tooltip=paste(country, "population" , population),
key=country),
data=WorldBank)+
geom_text(aes(fertility.rate, life.expectancy, label=country,
clickSelects=country,
showSelected=country, showSelected2=year,
showSelected3=region,
key=country),
data=WorldBank)+
scale_size_animint(breaks=10 ^(9 :5 ))+
geom_text(aes(
5 , 80 , label=paste("year =" , year), key=year, showSelected=year),
data=years),
time=list(variable="year" ,ms=3000 ),
duration=list(year=1000 ),
selector.types=list(country="multiple" , region="multiple" ),
first=list(
year=1979 ,
country=c("United States" , "Vietnam" ),
region=c("East Asia & Pacific" , "North America" )
))
structure(wb.viz, class="animint" )
year 1960 year 1961 year 1962 year 1963 year 1964 year 1965 year 1966 year 1967 year 1968 year 1969 year 1970 year 1971 year 1972 year 1973 year 1974 year 1975 year 1976 year 1977 year 1978 year 1979 year 1980 year 1981 year 1982 year 1983 year 1984 year 1985 year 1986 year 1987 year 1988 year 1989 year 1990 year 1991 year 1992 year 1993 year 1994 year 1995 year 1996 year 1997 year 1998 year 1999 year 2000 year 2001 year 2002 year 2003 year 2004 year 2005 year 2006 year 2007 year 2008 year 2009 year 2010 year 2011 year 2012 country Australia country Brunei Darussalam country Cambodia country China country Fiji country French Polynesia country Guam country Hong Kong SAR, China country Indonesia country Japan country Kiribati country Kiribati country Kiribati country Kiribati country Kiribati country Kiribati country Kiribati country Kiribati country Korea, Dem. Rep. country Korea, Rep. country Lao PDR country Macao SAR, China country Malaysia country Marshall Islands country Marshall Islands country Micronesia, Fed. Sts. country Mongolia country Myanmar country New Caledonia country New Zealand country Palau country Palau country Palau country Palau country Papua New Guinea country Philippines country Samoa country Singapore country Solomon Islands country Thailand country Timor-Leste country Tonga country Vanuatu country Vietnam country Bermuda country Bermuda country Bermuda country Bermuda country Bermuda country Bermuda country Canada country United States 1960 1980 2000 40 60 80 life.expectancy year
Australia population 14514000 Brunei Darussalam population 186778 China population 969005000 Fiji population 621537 Micronesia, Fed. Sts. population 70550 Guam population 101846 Hong Kong SAR, China population 4929700 Indonesia population 142156086 Japan population 115870000 Cambodia population 6775751 Korea, Dem. Rep. population 17151326 Korea, Rep. population 37534000 Lao PDR population 3200598 Myanmar population 33677496 Mongolia population 1646290 Macao SAR, China population 243073 Malaysia population 13504433 New Caledonia population 141414 New Zealand population 3109000 French Polynesia population 147299 Papua New Guinea population 3130125 Philippines population 46115445 Solomon Islands population 222905 Singapore population 2384000 Thailand population 46397977 Timor-Leste population 589862 Tonga population 92300 Vietnam population 52573579.2 Vanuatu population 112579 Samoa population 154763 Canada population 24277000 United States population 225055000 Vietnam United States year = 1979 2.5 5.0 7.5 40 60 80 life.expectancy fertility.rate population 1e+09 1e+08 1e+07 1e+06 1e+05
region East Asia & Pacific Europe & Central Asia Latin America & Caribbean Middle East & North Africa North America South Asia Sub-Saharan Africa
Show download status table geom selected chunk downloaded total status geom1_tallrect_timeSeries geom1_tallrect_timeSeries_chunk1.tsv 1 1 displayed geom2_line_timeSeries geom2_line_timeSeries_chunk1.tsv 1 1 displayed geom3_point_scatterPlot geom3_point_scatterPlot_chunk20.tsv 2 52 displayed geom4_text_scatterPlot geom4_text_scatterPlot_chunk20.tsv 2 52 displayed geom5_text_scatterPlot geom5_text_scatterPlot_chunk1.tsv 1 1 displayed
Show animation controls Show selection menus
The plot on the left above shows a time series of life expectancy for each country, with bold lines for selected countries. Clicking each line adds/removes the corresponding country to/from the set of currently selected countries.
The plot on the left shows a vertical grey bar centered on the currently selected year. Click the background elsewhere in the left plot to change the currently selected year.
The plot on the right shows a scatterplot of life expectancy and fertility rate for the selected year. Clicking each point adds/removes the corresponding country to/from the set of currently selected countries. Clicking a country name removes the corresponding country from the set of currently selected countries.
The region legend shows the current set of selected regions. Click an entry to show/hide the corresponding countries.
Click “Show animation controls” and edit the entries to change the speed of animation and smooth transitions.
Stand-alone animint figure: http://bl.ocks.org/tdhock/raw/8ce47eebb3039263878f/
Shiny+ggvis figure for comparison: https://cpsievert.shinyapps.io/worldBank-ggvis/
Tableau figure for comparison: https://public.tableau.com/profile/sievert #!/vizhome/worldbank_5/page-both
Tornado figure
library (maps)
library (plyr)
data(UStornadoes)
ord <- order(unique(UStornadoes$TornadoesSqMile), decreasing=T )
stateOrder <- data.frame(state = unique(UStornadoes$state)[ord], rank = 1 :49 )
UStornadoes$state <-
factor(UStornadoes$state, levels=stateOrder$state, ordered=TRUE )
UStornadoes$weight <- 1 /UStornadoes$LandArea
USpolygons <- map_data("state" )
USpolygons$state = state.abb[match(USpolygons$region, tolower(state.name))]
UStornadoCounts <-
ddply(UStornadoes, .(state, year), summarize, count=length(state))
seg.color <- "#55B1F7"
years <- data.frame(year=unique(UStornadoes$year))
states <- data.frame(state=unique(UStornadoes$state))
tornado.viz <- list(
map=ggplot()+
theme_bw()+
theme_animint(width=750 , height=500 )+
geom_text(aes(
-100 , 50 , label=paste(
"Tornado paths and endpoints in " , year),
showSelected=year),
data=years)+
geom_segment(aes(x=startLong, y=startLat, xend=endLong, yend=endLat,
showSelected=year),
colour=seg.color, data=UStornadoes)+
geom_point(aes(endLong, endLat, showSelected=year),
colour=seg.color,
fill=NA ,
data=UStornadoes)+
geom_polygon(aes(x=long, y=lat, group=group, clickSelects=state),
data=USpolygons, fill="grey" , colour="black" , alpha=3 /4 )+
theme(axis.line=element_blank(), axis.text=element_blank(),
panel.background=element_rect(color=NA ),
panel.border=element_rect(color=NA ),
axis.ticks=element_blank(), axis.title=element_blank()),
ts=ggplot()+
theme_bw()+
theme_animint(width=300 , height=400 )+
xlab("year" )+
ylab("Number of tornadoes" )+
geom_bar(aes(year, count, clickSelects=year, showSelected=state),
data=UStornadoCounts, stat="identity" , position="identity" )+
geom_text(aes(
1980 , 200 , label=paste("state =" , state), showSelected=state),
data=states)+
geom_text(aes(year, count + 5 , label=count,
showSelected2=year, showSelected=state),
data=UStornadoCounts, size=20 ))
structure(tornado.viz, class="animint" )
Tornado paths and endpoints in 2006 state AL state AZ state AR state CA state CO state CT state DE state FL state GA state ID state IL state IN state IA state KS state KY state LA state ME state MD state MA state MA state MA state MI state MI state MN state MS state MO state MT state NE state NV state NH state NJ state NM state NY state NY state NY state NY state NC state NC state NC state ND state OH state OK state OR state PA state RI state SC state SD state TN state TX state UT state VT state VA state VA state VA state WA state WA state WA state WA state WA state WV state WI state WY
year 1950 year 1951 year 1952 year 1953 year 1954 year 1955 year 1956 year 1957 year 1958 year 1959 year 1960 year 1961 year 1962 year 1963 year 1964 year 1965 year 1966 year 1967 year 1968 year 1969 year 1970 year 1971 year 1972 year 1973 year 1974 year 1975 year 1976 year 1977 year 1978 year 1979 year 1980 year 1981 year 1982 year 1983 year 1984 year 1985 year 1986 year 1987 year 1988 year 1989 year 1990 year 1992 year 1993 year 1994 year 1995 year 1996 year 1997 year 1998 year 1999 year 2000 year 2001 year 2002 year 2003 year 2004 year 2005 year 2006 year 2007 year 2008 year 2009 year 2010 year 2011 year 2012 state = AL 70 1960 1980 2000 0 50 100 150 200 Number of tornadoes year
Show download status table geom selected chunk downloaded total status geom1_text_map geom1_text_map_chunk1.tsv 1 1 displayed geom2_segment_map geom2_segment_map_chunk57.tsv 1 63 displayed geom3_point_map geom3_point_map_chunk1.tsv 1 1 displayed geom4_polygon_map geom4_polygon_map_chunk1.tsv 1 1 displayed geom5_bar_ts geom5_bar_ts_chunk1.tsv 1 1 displayed geom6_text_ts geom6_text_ts_chunk1.tsv 1 1 displayed geom7_text_ts geom7_text_ts_chunk1.tsv 1 1 displayed
Show animation controls Show selection menus
The map on the left shows the distribution of tornadoes for the currently selected year. Click a state polygon to change the currently selected state.
The barplot on the right shows a time series of tornadoes for the currently selected state. Click a bar to change the currently selected year.
Climate data example
library (lubridate)
data(climate)
climate$time2 <- decimal_date(ymd(as.character(climate$date)))
countries <- map_data("world" )
countries <- subset(countries, (lat < 38 )&(lat>-24 ))
countries <- subset(countries, ((-long)>54 )&((-long)<118 ))
climate <- ddply(climate, .(id, month), transform,
tempdev = temperature - mean(temperature),
surfdev = surftemp - mean(surftemp))
climate <- climate[order(climate$date, climate$id), ]
dates <- ddply(climate, .(date), summarise, month=month[1 ], year = year[1 ],
time2 = time2[1 ], textdate = paste(month.name[month], year))
dates <- dates[order(dates$date),]
climate <- climate[order(climate$time2),]
long.names <- c(surftemp="Surface temperature" ,
temperature="Temperature" ,
surfdev="Deviation from monthly norm" )
lims <- list(surftemp=c(-10 , 40 ),
surfdev=c(-8 , 8 ))
var.names <- c("surftemp" , "surfdev" )
dot.alpha <- 6 /10
viz <- list(duration=list(time2=3000 ),
time=list(variable="time2" , ms=5000 ))
getlab <- function (var.name){
sprintf("%s (degrees Celsius)" , long.names[[var.name]])
}
for (var.name in var.names){
long.name <- long.names[[var.name]]
viz[[sprintf("%sMap" , var.name)]] <- ggplot() +
ggtitle(long.name)+
theme_bw()+
geom_tile(aes_string(x="long" , y="lat" , fill=var.name,
key="id" ,
clickSelects="id" , showSelected="time2" ),
data=climate)+
scale_fill_gradient2("deg. C" , low="blue" , mid="white" , high="red" ,
midpoint=0 , limits=lims[[var.name]]) +
geom_path(aes(long, lat, group=group), col="grey" ,
data=countries) +
geom_text(aes(-86 , 39 , label=textdate, key=time2, showSelected=time2),
data=dates)+
theme(axis.line=element_blank(), axis.text=element_blank(),
panel.background=element_rect(color=NA ),
panel.border=element_rect(color=NA ),
axis.ticks=element_blank(), axis.title=element_blank())
}
selected.color <- "violet"
viz$scatterNow <- ggplot()+
theme_bw()+
geom_text(aes(20 , -7 , label=sprintf("all regions in %s" , textdate),
key=time2,
showSelected=time2),
data=dates)+
geom_hline(yintercept=0 , color="grey" )+
geom_vline(xintercept=0 , color="grey" )+
xlim(-10 , 40 )+
ylim(-8 , 8 )+
xlab(getlab(var.names[[1 ]]))+
ylab(getlab(var.names[[2 ]]))+
geom_point(aes_string(x=var.names[[1 ]], y=var.names[[2 ]],
key="id" ,
clickSelects="id" , showSelected="time2" ),
data=climate, alpha=dot.alpha)
times <- data.frame(time2=sort(unique(climate$time2)))
time.diff <- mean(diff(times$time2))/2
for (var.name in var.names){
long.name <- long.names[[var.name]]
viz[[sprintf("%sTimeSeries" , var.name)]] <- ggplot()+
theme_bw()+
theme_animint(width=463 )+
geom_hline(yintercept=0 , color="grey" )+
geom_tallrect(aes(
xmin=time2-time.diff, xmax=time2+time.diff, clickSelects=time2),
data=times,
alpha=0.5 )+
xlab("Year of measurement" )+
ylab(getlab(var.name))+
geom_line(aes_string(x="time2" , y=var.name,
group="id" , clickSelects="id" ),
data=climate, alpha=53 /100 )
}
ids <- data.frame(id=unique(climate$id))
viz$scatterHere <- ggplot()+
theme_bw()+
geom_text(aes(
20 , -7 , label=paste("all times for region" , id), showSelected=id),
data=ids)+
xlab(getlab(var.names[[1 ]]))+
ylab(getlab(var.names[[2 ]]))+
geom_hline(yintercept=0 , color="grey" )+
geom_vline(xintercept=0 , color="grey" )+
xlim(-10 , 40 )+
ylim(-8 , 8 )+
geom_point(aes_string(x=var.names[[1 ]], y=var.names[[2 ]],
clickSelects="time2" , showSelected="id" ),
data=climate, alpha=dot.alpha)
structure(viz, class="animint" )
Surface temperature id 1-1 id 1-10 id 1-11 id 1-12 id 1-13 id 1-14 id 1-15 id 1-16 id 1-17 id 1-18 id 1-19 id 1-2 id 1-20 id 1-21 id 1-22 id 1-23 id 1-24 id 1-3 id 1-4 id 1-5 id 1-6 id 1-7 id 1-8 id 1-9 id 10-1 id 10-10 id 10-11 id 10-12 id 10-13 id 10-14 id 10-15 id 10-16 id 10-17 id 10-18 id 10-19 id 10-2 id 10-20 id 10-21 id 10-22 id 10-23 id 10-24 id 10-3 id 10-4 id 10-5 id 10-6 id 10-7 id 10-8 id 10-9 id 11-1 id 11-10 id 11-11 id 11-12 id 11-13 id 11-14 id 11-15 id 11-16 id 11-17 id 11-18 id 11-19 id 11-2 id 11-20 id 11-21 id 11-22 id 11-23 id 11-24 id 11-3 id 11-4 id 11-5 id 11-6 id 11-7 id 11-8 id 11-9 id 12-1 id 12-10 id 12-11 id 12-12 id 12-13 id 12-14 id 12-15 id 12-16 id 12-17 id 12-18 id 12-19 id 12-2 id 12-20 id 12-21 id 12-22 id 12-23 id 12-24 id 12-3 id 12-4 id 12-5 id 12-6 id 12-7 id 12-8 id 12-9 id 13-1 id 13-10 id 13-11 id 13-12 id 13-13 id 13-14 id 13-15 id 13-16 id 13-17 id 13-18 id 13-19 id 13-2 id 13-20 id 13-21 id 13-22 id 13-23 id 13-24 id 13-3 id 13-4 id 13-5 id 13-6 id 13-7 id 13-8 id 13-9 id 14-1 id 14-10 id 14-11 id 14-12 id 14-13 id 14-14 id 14-15 id 14-16 id 14-17 id 14-18 id 14-19 id 14-2 id 14-20 id 14-21 id 14-22 id 14-23 id 14-24 id 14-3 id 14-4 id 14-5 id 14-6 id 14-7 id 14-8 id 14-9 id 15-1 id 15-10 id 15-11 id 15-12 id 15-13 id 15-14 id 15-15 id 15-16 id 15-17 id 15-18 id 15-19 id 15-2 id 15-20 id 15-21 id 15-22 id 15-23 id 15-24 id 15-3 id 15-4 id 15-5 id 15-6 id 15-7 id 15-8 id 15-9 id 16-1 id 16-10 id 16-11 id 16-12 id 16-13 id 16-14 id 16-15 id 16-16 id 16-17 id 16-18 id 16-19 id 16-2 id 16-20 id 16-21 id 16-22 id 16-23 id 16-24 id 16-3 id 16-4 id 16-5 id 16-6 id 16-7 id 16-8 id 16-9 id 17-1 id 17-10 id 17-11 id 17-12 id 17-13 id 17-14 id 17-15 id 17-16 id 17-17 id 17-18 id 17-19 id 17-2 id 17-20 id 17-21 id 17-22 id 17-23 id 17-24 id 17-3 id 17-4 id 17-5 id 17-6 id 17-7 id 17-8 id 17-9 id 18-1 id 18-10 id 18-11 id 18-12 id 18-13 id 18-14 id 18-15 id 18-16 id 18-17 id 18-18 id 18-19 id 18-2 id 18-20 id 18-21 id 18-22 id 18-23 id 18-24 id 18-3 id 18-4 id 18-5 id 18-6 id 18-7 id 18-8 id 18-9 id 19-1 id 19-10 id 19-11 id 19-12 id 19-13 id 19-14 id 19-15 id 19-16 id 19-17 id 19-18 id 19-19 id 19-2 id 19-20 id 19-21 id 19-22 id 19-23 id 19-24 id 19-3 id 19-4 id 19-5 id 19-6 id 19-7 id 19-8 id 19-9 id 2-1 id 2-10 id 2-11 id 2-12 id 2-13 id 2-14 id 2-15 id 2-16 id 2-17 id 2-18 id 2-19 id 2-2 id 2-20 id 2-21 id 2-22 id 2-23 id 2-24 id 2-3 id 2-4 id 2-5 id 2-6 id 2-7 id 2-8 id 2-9 id 20-1 id 20-10 id 20-11 id 20-12 id 20-13 id 20-14 id 20-15 id 20-16 id 20-17 id 20-18 id 20-19 id 20-2 id 20-20 id 20-21 id 20-22 id 20-23 id 20-24 id 20-3 id 20-4 id 20-5 id 20-6 id 20-7 id 20-8 id 20-9 id 21-1 id 21-10 id 21-11 id 21-12 id 21-13 id 21-14 id 21-15 id 21-16 id 21-17 id 21-18 id 21-19 id 21-2 id 21-20 id 21-21 id 21-22 id 21-23 id 21-24 id 21-3 id 21-4 id 21-5 id 21-6 id 21-7 id 21-8 id 21-9 id 22-1 id 22-10 id 22-11 id 22-12 id 22-13 id 22-14 id 22-15 id 22-16 id 22-17 id 22-18 id 22-19 id 22-2 id 22-20 id 22-21 id 22-22 id 22-23 id 22-24 id 22-3 id 22-4 id 22-5 id 22-6 id 22-7 id 22-8 id 22-9 id 23-1 id 23-10 id 23-11 id 23-12 id 23-13 id 23-14 id 23-15 id 23-16 id 23-17 id 23-18 id 23-19 id 23-2 id 23-20 id 23-21 id 23-22 id 23-23 id 23-24 id 23-3 id 23-4 id 23-5 id 23-6 id 23-7 id 23-8 id 23-9 id 24-1 id 24-10 id 24-11 id 24-12 id 24-13 id 24-14 id 24-15 id 24-16 id 24-17 id 24-18 id 24-19 id 24-2 id 24-20 id 24-21 id 24-22 id 24-23 id 24-24 id 24-3 id 24-4 id 24-5 id 24-6 id 24-7 id 24-8 id 24-9 id 3-1 id 3-10 id 3-11 id 3-12 id 3-13 id 3-14 id 3-15 id 3-16 id 3-17 id 3-18 id 3-19 id 3-2 id 3-20 id 3-21 id 3-22 id 3-23 id 3-24 id 3-3 id 3-4 id 3-5 id 3-6 id 3-7 id 3-8 id 3-9 id 4-1 id 4-10 id 4-11 id 4-12 id 4-13 id 4-14 id 4-15 id 4-16 id 4-17 id 4-18 id 4-19 id 4-2 id 4-20 id 4-21 id 4-22 id 4-23 id 4-24 id 4-3 id 4-4 id 4-5 id 4-6 id 4-7 id 4-8 id 4-9 id 5-1 id 5-10 id 5-11 id 5-12 id 5-13 id 5-14 id 5-15 id 5-16 id 5-17 id 5-18 id 5-19 id 5-2 id 5-20 id 5-21 id 5-22 id 5-23 id 5-24 id 5-3 id 5-4 id 5-5 id 5-6 id 5-7 id 5-8 id 5-9 id 6-1 id 6-10 id 6-11 id 6-12 id 6-13 id 6-14 id 6-15 id 6-16 id 6-17 id 6-18 id 6-19 id 6-2 id 6-20 id 6-21 id 6-22 id 6-23 id 6-24 id 6-3 id 6-4 id 6-5 id 6-6 id 6-7 id 6-8 id 6-9 id 7-1 id 7-10 id 7-11 id 7-12 id 7-13 id 7-14 id 7-15 id 7-16 id 7-17 id 7-18 id 7-19 id 7-2 id 7-20 id 7-21 id 7-22 id 7-23 id 7-24 id 7-3 id 7-4 id 7-5 id 7-6 id 7-7 id 7-8 id 7-9 id 8-1 id 8-10 id 8-11 id 8-12 id 8-13 id 8-14 id 8-15 id 8-16 id 8-17 id 8-18 id 8-19 id 8-2 id 8-20 id 8-21 id 8-22 id 8-23 id 8-24 id 8-3 id 8-4 id 8-5 id 8-6 id 8-7 id 8-8 id 8-9 id 9-1 id 9-10 id 9-11 id 9-12 id 9-13 id 9-14 id 9-15 id 9-16 id 9-17 id 9-18 id 9-19 id 9-2 id 9-20 id 9-21 id 9-22 id 9-23 id 9-24 id 9-3 id 9-4 id 9-5 id 9-6 id 9-7 id 9-8 id 9-9 January 1995
Deviation from monthly norm id 1-1 id 1-10 id 1-11 id 1-12 id 1-13 id 1-14 id 1-15 id 1-16 id 1-17 id 1-18 id 1-19 id 1-2 id 1-20 id 1-21 id 1-22 id 1-23 id 1-24 id 1-3 id 1-4 id 1-5 id 1-6 id 1-7 id 1-8 id 1-9 id 10-1 id 10-10 id 10-11 id 10-12 id 10-13 id 10-14 id 10-15 id 10-16 id 10-17 id 10-18 id 10-19 id 10-2 id 10-20 id 10-21 id 10-22 id 10-23 id 10-24 id 10-3 id 10-4 id 10-5 id 10-6 id 10-7 id 10-8 id 10-9 id 11-1 id 11-10 id 11-11 id 11-12 id 11-13 id 11-14 id 11-15 id 11-16 id 11-17 id 11-18 id 11-19 id 11-2 id 11-20 id 11-21 id 11-22 id 11-23 id 11-24 id 11-3 id 11-4 id 11-5 id 11-6 id 11-7 id 11-8 id 11-9 id 12-1 id 12-10 id 12-11 id 12-12 id 12-13 id 12-14 id 12-15 id 12-16 id 12-17 id 12-18 id 12-19 id 12-2 id 12-20 id 12-21 id 12-22 id 12-23 id 12-24 id 12-3 id 12-4 id 12-5 id 12-6 id 12-7 id 12-8 id 12-9 id 13-1 id 13-10 id 13-11 id 13-12 id 13-13 id 13-14 id 13-15 id 13-16 id 13-17 id 13-18 id 13-19 id 13-2 id 13-20 id 13-21 id 13-22 id 13-23 id 13-24 id 13-3 id 13-4 id 13-5 id 13-6 id 13-7 id 13-8 id 13-9 id 14-1 id 14-10 id 14-11 id 14-12 id 14-13 id 14-14 id 14-15 id 14-16 id 14-17 id 14-18 id 14-19 id 14-2 id 14-20 id 14-21 id 14-22 id 14-23 id 14-24 id 14-3 id 14-4 id 14-5 id 14-6 id 14-7 id 14-8 id 14-9 id 15-1 id 15-10 id 15-11 id 15-12 id 15-13 id 15-14 id 15-15 id 15-16 id 15-17 id 15-18 id 15-19 id 15-2 id 15-20 id 15-21 id 15-22 id 15-23 id 15-24 id 15-3 id 15-4 id 15-5 id 15-6 id 15-7 id 15-8 id 15-9 id 16-1 id 16-10 id 16-11 id 16-12 id 16-13 id 16-14 id 16-15 id 16-16 id 16-17 id 16-18 id 16-19 id 16-2 id 16-20 id 16-21 id 16-22 id 16-23 id 16-24 id 16-3 id 16-4 id 16-5 id 16-6 id 16-7 id 16-8 id 16-9 id 17-1 id 17-10 id 17-11 id 17-12 id 17-13 id 17-14 id 17-15 id 17-16 id 17-17 id 17-18 id 17-19 id 17-2 id 17-20 id 17-21 id 17-22 id 17-23 id 17-24 id 17-3 id 17-4 id 17-5 id 17-6 id 17-7 id 17-8 id 17-9 id 18-1 id 18-10 id 18-11 id 18-12 id 18-13 id 18-14 id 18-15 id 18-16 id 18-17 id 18-18 id 18-19 id 18-2 id 18-20 id 18-21 id 18-22 id 18-23 id 18-24 id 18-3 id 18-4 id 18-5 id 18-6 id 18-7 id 18-8 id 18-9 id 19-1 id 19-10 id 19-11 id 19-12 id 19-13 id 19-14 id 19-15 id 19-16 id 19-17 id 19-18 id 19-19 id 19-2 id 19-20 id 19-21 id 19-22 id 19-23 id 19-24 id 19-3 id 19-4 id 19-5 id 19-6 id 19-7 id 19-8 id 19-9 id 2-1 id 2-10 id 2-11 id 2-12 id 2-13 id 2-14 id 2-15 id 2-16 id 2-17 id 2-18 id 2-19 id 2-2 id 2-20 id 2-21 id 2-22 id 2-23 id 2-24 id 2-3 id 2-4 id 2-5 id 2-6 id 2-7 id 2-8 id 2-9 id 20-1 id 20-10 id 20-11 id 20-12 id 20-13 id 20-14 id 20-15 id 20-16 id 20-17 id 20-18 id 20-19 id 20-2 id 20-20 id 20-21 id 20-22 id 20-23 id 20-24 id 20-3 id 20-4 id 20-5 id 20-6 id 20-7 id 20-8 id 20-9 id 21-1 id 21-10 id 21-11 id 21-12 id 21-13 id 21-14 id 21-15 id 21-16 id 21-17 id 21-18 id 21-19 id 21-2 id 21-20 id 21-21 id 21-22 id 21-23 id 21-24 id 21-3 id 21-4 id 21-5 id 21-6 id 21-7 id 21-8 id 21-9 id 22-1 id 22-10 id 22-11 id 22-12 id 22-13 id 22-14 id 22-15 id 22-16 id 22-17 id 22-18 id 22-19 id 22-2 id 22-20 id 22-21 id 22-22 id 22-23 id 22-24 id 22-3 id 22-4 id 22-5 id 22-6 id 22-7 id 22-8 id 22-9 id 23-1 id 23-10 id 23-11 id 23-12 id 23-13 id 23-14 id 23-15 id 23-16 id 23-17 id 23-18 id 23-19 id 23-2 id 23-20 id 23-21 id 23-22 id 23-23 id 23-24 id 23-3 id 23-4 id 23-5 id 23-6 id 23-7 id 23-8 id 23-9 id 24-1 id 24-10 id 24-11 id 24-12 id 24-13 id 24-14 id 24-15 id 24-16 id 24-17 id 24-18 id 24-19 id 24-2 id 24-20 id 24-21 id 24-22 id 24-23 id 24-24 id 24-3 id 24-4 id 24-5 id 24-6 id 24-7 id 24-8 id 24-9 id 3-1 id 3-10 id 3-11 id 3-12 id 3-13 id 3-14 id 3-15 id 3-16 id 3-17 id 3-18 id 3-19 id 3-2 id 3-20 id 3-21 id 3-22 id 3-23 id 3-24 id 3-3 id 3-4 id 3-5 id 3-6 id 3-7 id 3-8 id 3-9 id 4-1 id 4-10 id 4-11 id 4-12 id 4-13 id 4-14 id 4-15 id 4-16 id 4-17 id 4-18 id 4-19 id 4-2 id 4-20 id 4-21 id 4-22 id 4-23 id 4-24 id 4-3 id 4-4 id 4-5 id 4-6 id 4-7 id 4-8 id 4-9 id 5-1 id 5-10 id 5-11 id 5-12 id 5-13 id 5-14 id 5-15 id 5-16 id 5-17 id 5-18 id 5-19 id 5-2 id 5-20 id 5-21 id 5-22 id 5-23 id 5-24 id 5-3 id 5-4 id 5-5 id 5-6 id 5-7 id 5-8 id 5-9 id 6-1 id 6-10 id 6-11 id 6-12 id 6-13 id 6-14 id 6-15 id 6-16 id 6-17 id 6-18 id 6-19 id 6-2 id 6-20 id 6-21 id 6-22 id 6-23 id 6-24 id 6-3 id 6-4 id 6-5 id 6-6 id 6-7 id 6-8 id 6-9 id 7-1 id 7-10 id 7-11 id 7-12 id 7-13 id 7-14 id 7-15 id 7-16 id 7-17 id 7-18 id 7-19 id 7-2 id 7-20 id 7-21 id 7-22 id 7-23 id 7-24 id 7-3 id 7-4 id 7-5 id 7-6 id 7-7 id 7-8 id 7-9 id 8-1 id 8-10 id 8-11 id 8-12 id 8-13 id 8-14 id 8-15 id 8-16 id 8-17 id 8-18 id 8-19 id 8-2 id 8-20 id 8-21 id 8-22 id 8-23 id 8-24 id 8-3 id 8-4 id 8-5 id 8-6 id 8-7 id 8-8 id 8-9 id 9-1 id 9-10 id 9-11 id 9-12 id 9-13 id 9-14 id 9-15 id 9-16 id 9-17 id 9-18 id 9-19 id 9-2 id 9-20 id 9-21 id 9-22 id 9-23 id 9-24 id 9-3 id 9-4 id 9-5 id 9-6 id 9-7 id 9-8 id 9-9 January 1995
all regions in January 1995 id 1-1 id 1-10 id 1-11 id 1-12 id 1-13 id 1-14 id 1-15 id 1-16 id 1-17 id 1-18 id 1-19 id 1-2 id 1-20 id 1-21 id 1-22 id 1-23 id 1-24 id 1-3 id 1-4 id 1-5 id 1-6 id 1-7 id 1-8 id 1-9 id 10-1 id 10-10 id 10-11 id 10-12 id 10-13 id 10-14 id 10-15 id 10-16 id 10-17 id 10-18 id 10-19 id 10-2 id 10-20 id 10-21 id 10-22 id 10-23 id 10-24 id 10-3 id 10-4 id 10-5 id 10-6 id 10-7 id 10-8 id 10-9 id 11-1 id 11-10 id 11-11 id 11-12 id 11-13 id 11-14 id 11-15 id 11-16 id 11-17 id 11-18 id 11-19 id 11-2 id 11-20 id 11-21 id 11-22 id 11-23 id 11-24 id 11-3 id 11-4 id 11-5 id 11-6 id 11-7 id 11-8 id 11-9 id 12-1 id 12-10 id 12-11 id 12-12 id 12-13 id 12-14 id 12-15 id 12-16 id 12-17 id 12-18 id 12-19 id 12-2 id 12-20 id 12-21 id 12-22 id 12-23 id 12-24 id 12-3 id 12-4 id 12-5 id 12-6 id 12-7 id 12-8 id 12-9 id 13-1 id 13-10 id 13-11 id 13-12 id 13-13 id 13-14 id 13-15 id 13-16 id 13-17 id 13-18 id 13-19 id 13-2 id 13-20 id 13-21 id 13-22 id 13-23 id 13-24 id 13-3 id 13-4 id 13-5 id 13-6 id 13-7 id 13-8 id 13-9 id 14-1 id 14-10 id 14-11 id 14-12 id 14-13 id 14-14 id 14-15 id 14-16 id 14-17 id 14-18 id 14-19 id 14-2 id 14-20 id 14-21 id 14-22 id 14-23 id 14-24 id 14-3 id 14-4 id 14-5 id 14-6 id 14-7 id 14-8 id 14-9 id 15-1 id 15-10 id 15-11 id 15-12 id 15-13 id 15-14 id 15-15 id 15-16 id 15-17 id 15-18 id 15-19 id 15-2 id 15-20 id 15-21 id 15-22 id 15-23 id 15-24 id 15-3 id 15-4 id 15-5 id 15-6 id 15-7 id 15-8 id 15-9 id 16-1 id 16-10 id 16-11 id 16-12 id 16-13 id 16-14 id 16-15 id 16-16 id 16-17 id 16-18 id 16-19 id 16-2 id 16-20 id 16-21 id 16-22 id 16-23 id 16-24 id 16-3 id 16-4 id 16-5 id 16-6 id 16-7 id 16-8 id 16-9 id 17-1 id 17-10 id 17-11 id 17-12 id 17-13 id 17-14 id 17-15 id 17-16 id 17-17 id 17-18 id 17-19 id 17-2 id 17-20 id 17-21 id 17-22 id 17-23 id 17-24 id 17-3 id 17-4 id 17-5 id 17-6 id 17-7 id 17-8 id 17-9 id 18-1 id 18-10 id 18-11 id 18-12 id 18-13 id 18-14 id 18-15 id 18-16 id 18-17 id 18-18 id 18-19 id 18-2 id 18-20 id 18-21 id 18-22 id 18-23 id 18-24 id 18-3 id 18-4 id 18-5 id 18-6 id 18-7 id 18-8 id 18-9 id 19-1 id 19-10 id 19-11 id 19-12 id 19-13 id 19-14 id 19-15 id 19-16 id 19-17 id 19-18 id 19-19 id 19-2 id 19-20 id 19-21 id 19-22 id 19-23 id 19-24 id 19-3 id 19-4 id 19-5 id 19-6 id 19-7 id 19-8 id 19-9 id 2-1 id 2-10 id 2-11 id 2-12 id 2-13 id 2-14 id 2-15 id 2-16 id 2-17 id 2-18 id 2-19 id 2-2 id 2-20 id 2-21 id 2-22 id 2-23 id 2-24 id 2-3 id 2-4 id 2-5 id 2-6 id 2-7 id 2-8 id 2-9 id 20-1 id 20-10 id 20-11 id 20-12 id 20-13 id 20-14 id 20-15 id 20-16 id 20-17 id 20-18 id 20-19 id 20-2 id 20-20 id 20-21 id 20-22 id 20-23 id 20-24 id 20-3 id 20-4 id 20-5 id 20-6 id 20-7 id 20-8 id 20-9 id 21-1 id 21-10 id 21-11 id 21-12 id 21-13 id 21-14 id 21-15 id 21-16 id 21-17 id 21-18 id 21-19 id 21-2 id 21-20 id 21-21 id 21-22 id 21-23 id 21-24 id 21-3 id 21-4 id 21-5 id 21-6 id 21-7 id 21-8 id 21-9 id 22-1 id 22-10 id 22-11 id 22-12 id 22-13 id 22-14 id 22-15 id 22-16 id 22-17 id 22-18 id 22-19 id 22-2 id 22-20 id 22-21 id 22-22 id 22-23 id 22-24 id 22-3 id 22-4 id 22-5 id 22-6 id 22-7 id 22-8 id 22-9 id 23-1 id 23-10 id 23-11 id 23-12 id 23-13 id 23-14 id 23-15 id 23-16 id 23-17 id 23-18 id 23-19 id 23-2 id 23-20 id 23-21 id 23-22 id 23-23 id 23-24 id 23-3 id 23-4 id 23-5 id 23-6 id 23-7 id 23-8 id 23-9 id 24-1 id 24-10 id 24-11 id 24-12 id 24-13 id 24-14 id 24-15 id 24-16 id 24-17 id 24-18 id 24-19 id 24-2 id 24-20 id 24-21 id 24-22 id 24-23 id 24-24 id 24-3 id 24-4 id 24-5 id 24-6 id 24-7 id 24-8 id 24-9 id 3-1 id 3-10 id 3-11 id 3-12 id 3-13 id 3-14 id 3-15 id 3-16 id 3-17 id 3-18 id 3-19 id 3-2 id 3-20 id 3-21 id 3-22 id 3-23 id 3-24 id 3-3 id 3-4 id 3-5 id 3-6 id 3-7 id 3-8 id 3-9 id 4-1 id 4-10 id 4-11 id 4-12 id 4-13 id 4-14 id 4-15 id 4-16 id 4-17 id 4-18 id 4-19 id 4-2 id 4-20 id 4-21 id 4-22 id 4-23 id 4-24 id 4-3 id 4-4 id 4-5 id 4-6 id 4-7 id 4-8 id 4-9 id 5-1 id 5-10 id 5-11 id 5-12 id 5-13 id 5-14 id 5-15 id 5-16 id 5-17 id 5-18 id 5-19 id 5-2 id 5-20 id 5-21 id 5-22 id 5-23 id 5-24 id 5-3 id 5-4 id 5-5 id 5-6 id 5-7 id 5-8 id 5-9 id 6-1 id 6-10 id 6-11 id 6-12 id 6-13 id 6-14 id 6-15 id 6-16 id 6-17 id 6-18 id 6-19 id 6-2 id 6-20 id 6-21 id 6-22 id 6-23 id 6-24 id 6-3 id 6-4 id 6-5 id 6-6 id 6-7 id 6-8 id 6-9 id 7-1 id 7-10 id 7-11 id 7-12 id 7-13 id 7-14 id 7-15 id 7-16 id 7-17 id 7-18 id 7-19 id 7-2 id 7-20 id 7-21 id 7-22 id 7-23 id 7-24 id 7-3 id 7-4 id 7-5 id 7-6 id 7-7 id 7-8 id 7-9 id 8-1 id 8-10 id 8-11 id 8-12 id 8-13 id 8-14 id 8-15 id 8-16 id 8-17 id 8-18 id 8-19 id 8-2 id 8-20 id 8-21 id 8-22 id 8-23 id 8-24 id 8-3 id 8-4 id 8-5 id 8-6 id 8-7 id 8-8 id 8-9 id 9-1 id 9-10 id 9-11 id 9-12 id 9-13 id 9-14 id 9-15 id 9-16 id 9-17 id 9-18 id 9-19 id 9-2 id 9-20 id 9-21 id 9-22 id 9-23 id 9-24 id 9-3 id 9-4 id 9-5 id 9-6 id 9-7 id 9-8 id 9-9 -10 0 10 20 30 40 -5 0 5 Deviation from monthly norm (degrees Celsius) Surface temperature (degrees Celsius)
time2 1995 time2 1995.08493150685 time2 1995.16164383562 time2 1995.24657534247 time2 1995.32876712329 time2 1995.41369863014 time2 1995.49589041096 time2 1995.58082191781 time2 1995.66575342466 time2 1995.74794520548 time2 1995.83287671233 time2 1995.91506849315 time2 1996 time2 1996.08469945355 time2 1996.16393442623 time2 1996.24863387978 time2 1996.3306010929 time2 1996.41530054645 time2 1996.49726775956 time2 1996.58196721311 time2 1996.66666666667 time2 1996.74863387978 time2 1996.83333333333 time2 1996.91530054645 time2 1997 time2 1997.08493150685 time2 1997.16164383562 time2 1997.24657534247 time2 1997.32876712329 time2 1997.41369863014 time2 1997.49589041096 time2 1997.58082191781 time2 1997.66575342466 time2 1997.74794520548 time2 1997.83287671233 time2 1997.91506849315 time2 1998 time2 1998.08493150685 time2 1998.16164383562 time2 1998.24657534247 time2 1998.32876712329 time2 1998.41369863014 time2 1998.49589041096 time2 1998.58082191781 time2 1998.66575342466 time2 1998.74794520548 time2 1998.83287671233 time2 1998.91506849315 time2 1999 time2 1999.08493150685 time2 1999.16164383562 time2 1999.24657534247 time2 1999.32876712329 time2 1999.41369863014 time2 1999.49589041096 time2 1999.58082191781 time2 1999.66575342466 time2 1999.74794520548 time2 1999.83287671233 time2 1999.91506849315 time2 2000 time2 2000.08469945355 time2 2000.16393442623 time2 2000.24863387978 time2 2000.3306010929 time2 2000.41530054645 time2 2000.49726775956 time2 2000.58196721311 time2 2000.66666666667 time2 2000.74863387978 time2 2000.83333333333 time2 2000.91530054645 id 1-1 id 1-10 id 1-11 id 1-12 id 1-13 id 1-14 id 1-15 id 1-16 id 1-17 id 1-18 id 1-19 id 1-2 id 1-20 id 1-21 id 1-22 id 1-23 id 1-24 id 1-3 id 1-4 id 1-5 id 1-6 id 1-7 id 1-8 id 1-9 id 10-1 id 10-10 id 10-11 id 10-12 id 10-13 id 10-14 id 10-15 id 10-16 id 10-17 id 10-18 id 10-19 id 10-2 id 10-20 id 10-21 id 10-22 id 10-23 id 10-24 id 10-3 id 10-4 id 10-5 id 10-6 id 10-7 id 10-8 id 10-9 id 11-1 id 11-10 id 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id 15-8 id 15-9 id 16-1 id 16-10 id 16-11 id 16-12 id 16-13 id 16-14 id 16-15 id 16-16 id 16-17 id 16-18 id 16-19 id 16-2 id 16-20 id 16-21 id 16-22 id 16-23 id 16-24 id 16-3 id 16-4 id 16-5 id 16-6 id 16-7 id 16-8 id 16-9 id 17-1 id 17-10 id 17-11 id 17-12 id 17-13 id 17-14 id 17-15 id 17-16 id 17-17 id 17-18 id 17-19 id 17-2 id 17-20 id 17-21 id 17-22 id 17-23 id 17-24 id 17-3 id 17-4 id 17-5 id 17-6 id 17-7 id 17-8 id 17-9 id 18-1 id 18-10 id 18-11 id 18-12 id 18-13 id 18-14 id 18-15 id 18-16 id 18-17 id 18-18 id 18-19 id 18-2 id 18-20 id 18-21 id 18-22 id 18-23 id 18-24 id 18-3 id 18-4 id 18-5 id 18-6 id 18-7 id 18-8 id 18-9 id 19-1 id 19-10 id 19-11 id 19-12 id 19-13 id 19-14 id 19-15 id 19-16 id 19-17 id 19-18 id 19-19 id 19-2 id 19-20 id 19-21 id 19-22 id 19-23 id 19-24 id 19-3 id 19-4 id 19-5 id 19-6 id 19-7 id 19-8 id 19-9 id 2-1 id 2-10 id 2-11 id 2-12 id 2-13 id 2-14 id 2-15 id 2-16 id 2-17 id 2-18 id 2-19 id 2-2 id 2-20 id 2-21 id 2-22 id 2-23 id 2-24 id 2-3 id 2-4 id 2-5 id 2-6 id 2-7 id 2-8 id 2-9 id 20-1 id 20-10 id 20-11 id 20-12 id 20-13 id 20-14 id 20-15 id 20-16 id 20-17 id 20-18 id 20-19 id 20-2 id 20-20 id 20-21 id 20-22 id 20-23 id 20-24 id 20-3 id 20-4 id 20-5 id 20-6 id 20-7 id 20-8 id 20-9 id 21-1 id 21-10 id 21-11 id 21-12 id 21-13 id 21-14 id 21-15 id 21-16 id 21-17 id 21-18 id 21-19 id 21-2 id 21-20 id 21-21 id 21-22 id 21-23 id 21-24 id 21-3 id 21-4 id 21-5 id 21-6 id 21-7 id 21-8 id 21-9 id 22-1 id 22-10 id 22-11 id 22-12 id 22-13 id 22-14 id 22-15 id 22-16 id 22-17 id 22-18 id 22-19 id 22-2 id 22-20 id 22-21 id 22-22 id 22-23 id 22-24 id 22-3 id 22-4 id 22-5 id 22-6 id 22-7 id 22-8 id 22-9 id 23-1 id 23-10 id 23-11 id 23-12 id 23-13 id 23-14 id 23-15 id 23-16 id 23-17 id 23-18 id 23-19 id 23-2 id 23-20 id 23-21 id 23-22 id 23-23 id 23-24 id 23-3 id 23-4 id 23-5 id 23-6 id 23-7 id 23-8 id 23-9 id 24-1 id 24-10 id 24-11 id 24-12 id 24-13 id 24-14 id 24-15 id 24-16 id 24-17 id 24-18 id 24-19 id 24-2 id 24-20 id 24-21 id 24-22 id 24-23 id 24-24 id 24-3 id 24-4 id 24-5 id 24-6 id 24-7 id 24-8 id 24-9 id 3-1 id 3-10 id 3-11 id 3-12 id 3-13 id 3-14 id 3-15 id 3-16 id 3-17 id 3-18 id 3-19 id 3-2 id 3-20 id 3-21 id 3-22 id 3-23 id 3-24 id 3-3 id 3-4 id 3-5 id 3-6 id 3-7 id 3-8 id 3-9 id 4-1 id 4-10 id 4-11 id 4-12 id 4-13 id 4-14 id 4-15 id 4-16 id 4-17 id 4-18 id 4-19 id 4-2 id 4-20 id 4-21 id 4-22 id 4-23 id 4-24 id 4-3 id 4-4 id 4-5 id 4-6 id 4-7 id 4-8 id 4-9 id 5-1 id 5-10 id 5-11 id 5-12 id 5-13 id 5-14 id 5-15 id 5-16 id 5-17 id 5-18 id 5-19 id 5-2 id 5-20 id 5-21 id 5-22 id 5-23 id 5-24 id 5-3 id 5-4 id 5-5 id 5-6 id 5-7 id 5-8 id 5-9 id 6-1 id 6-10 id 6-11 id 6-12 id 6-13 id 6-14 id 6-15 id 6-16 id 6-17 id 6-18 id 6-19 id 6-2 id 6-20 id 6-21 id 6-22 id 6-23 id 6-24 id 6-3 id 6-4 id 6-5 id 6-6 id 6-7 id 6-8 id 6-9 id 7-1 id 7-10 id 7-11 id 7-12 id 7-13 id 7-14 id 7-15 id 7-16 id 7-17 id 7-18 id 7-19 id 7-2 id 7-20 id 7-21 id 7-22 id 7-23 id 7-24 id 7-3 id 7-4 id 7-5 id 7-6 id 7-7 id 7-8 id 7-9 id 8-1 id 8-10 id 8-11 id 8-12 id 8-13 id 8-14 id 8-15 id 8-16 id 8-17 id 8-18 id 8-19 id 8-2 id 8-20 id 8-21 id 8-22 id 8-23 id 8-24 id 8-3 id 8-4 id 8-5 id 8-6 id 8-7 id 8-8 id 8-9 id 9-1 id 9-10 id 9-11 id 9-12 id 9-13 id 9-14 id 9-15 id 9-16 id 9-17 id 9-18 id 9-19 id 9-2 id 9-20 id 9-21 id 9-22 id 9-23 id 9-24 id 9-3 id 9-4 id 9-5 id 9-6 id 9-7 id 9-8 id 9-9 1996 1998 2000 0 10 20 30 40 Surface temperature (degrees Celsius) Year of measurement
time2 1995 time2 1995.08493150685 time2 1995.16164383562 time2 1995.24657534247 time2 1995.32876712329 time2 1995.41369863014 time2 1995.49589041096 time2 1995.58082191781 time2 1995.66575342466 time2 1995.74794520548 time2 1995.83287671233 time2 1995.91506849315 time2 1996 time2 1996.08469945355 time2 1996.16393442623 time2 1996.24863387978 time2 1996.3306010929 time2 1996.41530054645 time2 1996.49726775956 time2 1996.58196721311 time2 1996.66666666667 time2 1996.74863387978 time2 1996.83333333333 time2 1996.91530054645 time2 1997 time2 1997.08493150685 time2 1997.16164383562 time2 1997.24657534247 time2 1997.32876712329 time2 1997.41369863014 time2 1997.49589041096 time2 1997.58082191781 time2 1997.66575342466 time2 1997.74794520548 time2 1997.83287671233 time2 1997.91506849315 time2 1998 time2 1998.08493150685 time2 1998.16164383562 time2 1998.24657534247 time2 1998.32876712329 time2 1998.41369863014 time2 1998.49589041096 time2 1998.58082191781 time2 1998.66575342466 time2 1998.74794520548 time2 1998.83287671233 time2 1998.91506849315 time2 1999 time2 1999.08493150685 time2 1999.16164383562 time2 1999.24657534247 time2 1999.32876712329 time2 1999.41369863014 time2 1999.49589041096 time2 1999.58082191781 time2 1999.66575342466 time2 1999.74794520548 time2 1999.83287671233 time2 1999.91506849315 time2 2000 time2 2000.08469945355 time2 2000.16393442623 time2 2000.24863387978 time2 2000.3306010929 time2 2000.41530054645 time2 2000.49726775956 time2 2000.58196721311 time2 2000.66666666667 time2 2000.74863387978 time2 2000.83333333333 time2 2000.91530054645 id 1-1 id 1-10 id 1-11 id 1-12 id 1-13 id 1-14 id 1-15 id 1-16 id 1-17 id 1-18 id 1-19 id 1-2 id 1-20 id 1-21 id 1-22 id 1-23 id 1-24 id 1-3 id 1-4 id 1-5 id 1-6 id 1-7 id 1-8 id 1-9 id 10-1 id 10-10 id 10-11 id 10-12 id 10-13 id 10-14 id 10-15 id 10-16 id 10-17 id 10-18 id 10-19 id 10-2 id 10-20 id 10-21 id 10-22 id 10-23 id 10-24 id 10-3 id 10-4 id 10-5 id 10-6 id 10-7 id 10-8 id 10-9 id 11-1 id 11-10 id 11-11 id 11-12 id 11-13 id 11-14 id 11-15 id 11-16 id 11-17 id 11-18 id 11-19 id 11-2 id 11-20 id 11-21 id 11-22 id 11-23 id 11-24 id 11-3 id 11-4 id 11-5 id 11-6 id 11-7 id 11-8 id 11-9 id 12-1 id 12-10 id 12-11 id 12-12 id 12-13 id 12-14 id 12-15 id 12-16 id 12-17 id 12-18 id 12-19 id 12-2 id 12-20 id 12-21 id 12-22 id 12-23 id 12-24 id 12-3 id 12-4 id 12-5 id 12-6 id 12-7 id 12-8 id 12-9 id 13-1 id 13-10 id 13-11 id 13-12 id 13-13 id 13-14 id 13-15 id 13-16 id 13-17 id 13-18 id 13-19 id 13-2 id 13-20 id 13-21 id 13-22 id 13-23 id 13-24 id 13-3 id 13-4 id 13-5 id 13-6 id 13-7 id 13-8 id 13-9 id 14-1 id 14-10 id 14-11 id 14-12 id 14-13 id 14-14 id 14-15 id 14-16 id 14-17 id 14-18 id 14-19 id 14-2 id 14-20 id 14-21 id 14-22 id 14-23 id 14-24 id 14-3 id 14-4 id 14-5 id 14-6 id 14-7 id 14-8 id 14-9 id 15-1 id 15-10 id 15-11 id 15-12 id 15-13 id 15-14 id 15-15 id 15-16 id 15-17 id 15-18 id 15-19 id 15-2 id 15-20 id 15-21 id 15-22 id 15-23 id 15-24 id 15-3 id 15-4 id 15-5 id 15-6 id 15-7 id 15-8 id 15-9 id 16-1 id 16-10 id 16-11 id 16-12 id 16-13 id 16-14 id 16-15 id 16-16 id 16-17 id 16-18 id 16-19 id 16-2 id 16-20 id 16-21 id 16-22 id 16-23 id 16-24 id 16-3 id 16-4 id 16-5 id 16-6 id 16-7 id 16-8 id 16-9 id 17-1 id 17-10 id 17-11 id 17-12 id 17-13 id 17-14 id 17-15 id 17-16 id 17-17 id 17-18 id 17-19 id 17-2 id 17-20 id 17-21 id 17-22 id 17-23 id 17-24 id 17-3 id 17-4 id 17-5 id 17-6 id 17-7 id 17-8 id 17-9 id 18-1 id 18-10 id 18-11 id 18-12 id 18-13 id 18-14 id 18-15 id 18-16 id 18-17 id 18-18 id 18-19 id 18-2 id 18-20 id 18-21 id 18-22 id 18-23 id 18-24 id 18-3 id 18-4 id 18-5 id 18-6 id 18-7 id 18-8 id 18-9 id 19-1 id 19-10 id 19-11 id 19-12 id 19-13 id 19-14 id 19-15 id 19-16 id 19-17 id 19-18 id 19-19 id 19-2 id 19-20 id 19-21 id 19-22 id 19-23 id 19-24 id 19-3 id 19-4 id 19-5 id 19-6 id 19-7 id 19-8 id 19-9 id 2-1 id 2-10 id 2-11 id 2-12 id 2-13 id 2-14 id 2-15 id 2-16 id 2-17 id 2-18 id 2-19 id 2-2 id 2-20 id 2-21 id 2-22 id 2-23 id 2-24 id 2-3 id 2-4 id 2-5 id 2-6 id 2-7 id 2-8 id 2-9 id 20-1 id 20-10 id 20-11 id 20-12 id 20-13 id 20-14 id 20-15 id 20-16 id 20-17 id 20-18 id 20-19 id 20-2 id 20-20 id 20-21 id 20-22 id 20-23 id 20-24 id 20-3 id 20-4 id 20-5 id 20-6 id 20-7 id 20-8 id 20-9 id 21-1 id 21-10 id 21-11 id 21-12 id 21-13 id 21-14 id 21-15 id 21-16 id 21-17 id 21-18 id 21-19 id 21-2 id 21-20 id 21-21 id 21-22 id 21-23 id 21-24 id 21-3 id 21-4 id 21-5 id 21-6 id 21-7 id 21-8 id 21-9 id 22-1 id 22-10 id 22-11 id 22-12 id 22-13 id 22-14 id 22-15 id 22-16 id 22-17 id 22-18 id 22-19 id 22-2 id 22-20 id 22-21 id 22-22 id 22-23 id 22-24 id 22-3 id 22-4 id 22-5 id 22-6 id 22-7 id 22-8 id 22-9 id 23-1 id 23-10 id 23-11 id 23-12 id 23-13 id 23-14 id 23-15 id 23-16 id 23-17 id 23-18 id 23-19 id 23-2 id 23-20 id 23-21 id 23-22 id 23-23 id 23-24 id 23-3 id 23-4 id 23-5 id 23-6 id 23-7 id 23-8 id 23-9 id 24-1 id 24-10 id 24-11 id 24-12 id 24-13 id 24-14 id 24-15 id 24-16 id 24-17 id 24-18 id 24-19 id 24-2 id 24-20 id 24-21 id 24-22 id 24-23 id 24-24 id 24-3 id 24-4 id 24-5 id 24-6 id 24-7 id 24-8 id 24-9 id 3-1 id 3-10 id 3-11 id 3-12 id 3-13 id 3-14 id 3-15 id 3-16 id 3-17 id 3-18 id 3-19 id 3-2 id 3-20 id 3-21 id 3-22 id 3-23 id 3-24 id 3-3 id 3-4 id 3-5 id 3-6 id 3-7 id 3-8 id 3-9 id 4-1 id 4-10 id 4-11 id 4-12 id 4-13 id 4-14 id 4-15 id 4-16 id 4-17 id 4-18 id 4-19 id 4-2 id 4-20 id 4-21 id 4-22 id 4-23 id 4-24 id 4-3 id 4-4 id 4-5 id 4-6 id 4-7 id 4-8 id 4-9 id 5-1 id 5-10 id 5-11 id 5-12 id 5-13 id 5-14 id 5-15 id 5-16 id 5-17 id 5-18 id 5-19 id 5-2 id 5-20 id 5-21 id 5-22 id 5-23 id 5-24 id 5-3 id 5-4 id 5-5 id 5-6 id 5-7 id 5-8 id 5-9 id 6-1 id 6-10 id 6-11 id 6-12 id 6-13 id 6-14 id 6-15 id 6-16 id 6-17 id 6-18 id 6-19 id 6-2 id 6-20 id 6-21 id 6-22 id 6-23 id 6-24 id 6-3 id 6-4 id 6-5 id 6-6 id 6-7 id 6-8 id 6-9 id 7-1 id 7-10 id 7-11 id 7-12 id 7-13 id 7-14 id 7-15 id 7-16 id 7-17 id 7-18 id 7-19 id 7-2 id 7-20 id 7-21 id 7-22 id 7-23 id 7-24 id 7-3 id 7-4 id 7-5 id 7-6 id 7-7 id 7-8 id 7-9 id 8-1 id 8-10 id 8-11 id 8-12 id 8-13 id 8-14 id 8-15 id 8-16 id 8-17 id 8-18 id 8-19 id 8-2 id 8-20 id 8-21 id 8-22 id 8-23 id 8-24 id 8-3 id 8-4 id 8-5 id 8-6 id 8-7 id 8-8 id 8-9 id 9-1 id 9-10 id 9-11 id 9-12 id 9-13 id 9-14 id 9-15 id 9-16 id 9-17 id 9-18 id 9-19 id 9-2 id 9-20 id 9-21 id 9-22 id 9-23 id 9-24 id 9-3 id 9-4 id 9-5 id 9-6 id 9-7 id 9-8 id 9-9 1996 1998 2000 -5 0 5 Deviation from monthly norm (degrees Celsius) Year of measurement
all times for region 1-1 time2 1995 time2 1995.08493150685 time2 1995.16164383562 time2 1995.24657534247 time2 1995.32876712329 time2 1995.41369863014 time2 1995.49589041096 time2 1995.58082191781 time2 1995.66575342466 time2 1995.74794520548 time2 1995.83287671233 time2 1995.91506849315 time2 1996 time2 1996.08469945355 time2 1996.16393442623 time2 1996.24863387978 time2 1996.3306010929 time2 1996.41530054645 time2 1996.49726775956 time2 1996.58196721311 time2 1996.66666666667 time2 1996.74863387978 time2 1996.83333333333 time2 1996.91530054645 time2 1997 time2 1997.08493150685 time2 1997.16164383562 time2 1997.24657534247 time2 1997.32876712329 time2 1997.41369863014 time2 1997.49589041096 time2 1997.58082191781 time2 1997.66575342466 time2 1997.74794520548 time2 1997.83287671233 time2 1997.91506849315 time2 1998 time2 1998.08493150685 time2 1998.16164383562 time2 1998.24657534247 time2 1998.32876712329 time2 1998.41369863014 time2 1998.49589041096 time2 1998.58082191781 time2 1998.66575342466 time2 1998.74794520548 time2 1998.83287671233 time2 1998.91506849315 time2 1999 time2 1999.08493150685 time2 1999.16164383562 time2 1999.24657534247 time2 1999.32876712329 time2 1999.41369863014 time2 1999.49589041096 time2 1999.58082191781 time2 1999.66575342466 time2 1999.74794520548 time2 1999.83287671233 time2 1999.91506849315 time2 2000 time2 2000.08469945355 time2 2000.16393442623 time2 2000.24863387978 time2 2000.3306010929 time2 2000.41530054645 time2 2000.49726775956 time2 2000.58196721311 time2 2000.66666666667 time2 2000.74863387978 time2 2000.83333333333 time2 2000.91530054645 -10 0 10 20 30 40 -5 0 5 Deviation from monthly norm (degrees Celsius) Surface temperature (degrees Celsius)
Show download status table geom selected chunk downloaded total status geom1_tile_surftempMap geom1_tile_surftempMap_chunk1.tsv 2 72 displayed geom2_path_surftempMap geom2_path_surftempMap_chunk1.tsv 1 1 displayed geom3_text_surftempMap geom3_text_surftempMap_chunk1.tsv 1 1 displayed geom4_tile_surfdevMap geom4_tile_surfdevMap_chunk1.tsv 2 72 displayed geom5_path_surfdevMap geom5_path_surfdevMap_chunk1.tsv 1 1 displayed geom6_text_surfdevMap geom6_text_surfdevMap_chunk1.tsv 1 1 displayed geom7_text_scatterNow geom7_text_scatterNow_chunk1.tsv 1 1 displayed geom8_hline_scatterNow geom8_hline_scatterNow_chunk1.tsv 1 1 displayed geom9_vline_scatterNow geom9_vline_scatterNow_chunk1.tsv 1 1 displayed geom10_point_scatterNow geom10_point_scatterNow_chunk1.tsv 2 72 displayed geom11_hline_surftempTimeSeries geom11_hline_surftempTimeSeries_chunk1.tsv 1 1 displayed geom12_tallrect_surftempTimeSeries geom12_tallrect_surftempTimeSeries_chunk1.tsv 1 1 displayed geom13_line_surftempTimeSeries geom13_line_surftempTimeSeries_chunk1.tsv 1 1 displayed geom14_hline_surfdevTimeSeries geom14_hline_surfdevTimeSeries_chunk1.tsv 1 1 displayed geom15_tallrect_surfdevTimeSeries geom15_tallrect_surfdevTimeSeries_chunk1.tsv 1 1 displayed geom16_line_surfdevTimeSeries geom16_line_surfdevTimeSeries_chunk1.tsv 1 1 displayed geom17_text_scatterHere geom17_text_scatterHere_chunk1.tsv 1 1 displayed geom18_hline_scatterHere geom18_hline_scatterHere_chunk1.tsv 1 1 displayed geom19_vline_scatterHere geom19_vline_scatterHere_chunk1.tsv 1 1 displayed geom20_point_scatterHere geom20_point_scatterHere_chunk1.tsv 1 1 displayed
Show animation controls Show selection menus
Maps in the upper left show two temperature variables for the currently selected month. Click a shaded tile on either map in order to change the selected region.
Scatterplots on the right show all data for the currently selected region and month. Clicking a point changes the currently selected region (top) or month (bottom).
Time series plots on the bottom left show two termperature variables, with the currently selected month shown as a grey vertical bar. Clicking the background changes the currently selected month, and clicking a line changes the currently selected region.
Stand-alone figure with purple used to show the selected region: http://members.cbio.mines-paristech.fr/~thocking/climate-anim/
Tour example
library (tourr)
mat <- rescale(as.matrix(flea[1 :6 ]))
tour <- new_tour(mat, grand_tour(), NULL )
tour_dat <- function (step_size) {
step <- tour(step_size)
proj <- center(mat %*% step$proj)
data.frame(x = proj[,1 ], y = proj[,2 ],
species = flea$species)
}
steps <- c(0 , rep(1 /15 , 200 ))
stepz <- cumsum(steps)
dats <- lapply(steps, tour_dat)
datz <- Map(function (x, y) cbind(x, step = y), dats, stepz)
dat <- do.call("rbind" , datz)
viz.tour <- list(
plot = ggplot() +
geom_point(data = dat,
aes(x = x, y = y, colour = species, showSelected = step)),
time = list(variable = "step" , ms = 100 ),
duration = list(step = 200 )
)
structure(viz.tour, class="animint" )
-0.5 0.0 0.5 -0.6 -0.3 0.0 0.3 0.6 y x Downloading geom1_point_plot_chunk8.tsv... Downloading geom1_point_plot_chunk9.tsv... Downloading geom1_point_plot_chunk10.tsv... Downloading geom1_point_plot_chunk11.tsv... Downloading geom1_point_plot_chunk12.tsv... species Concinna Heikert. Heptapot.
Show download status table geom selected chunk downloaded total status geom1_point_plot geom1_point_plot_chunk12.tsv 8 201 displayed
Show animation controls Hide selection menus
Session info
devtools::session_info()