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Internet users over time; plot variations
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country | year | users | |
---|---|---|---|
Argentina | 1994 | 0.043705951 | |
Brazil | 1994 | 0.037672709 | |
Canada | 1994 | 2.378693853 | |
Chile | 1994 | 0.141084507 | |
China | 1994 | 0.001168115 | |
Germany | 1994 | 0.922541043 | |
Algeria | 1994 | 0.000360674 | |
France | 1994 | 0.899867425 | |
United Kingdom | 1994 | 1.036609166 | |
India | 1994 | 0.001069562 | |
Iceland | 1994 | 6.794811784 | |
Israel | 1994 | 0.57696646 | |
Italy | 1994 | 0.192304619 | |
Japan | 1994 | 0.799684291 | |
Kenya | 1994 | 0 | |
Mexico | 1994 | 0.043339167 | |
Norway | 1994 | 4.152450292 | |
New Zealand | 1994 | 3.168718848 | |
United States | 1994 | 4.862780635 | |
South Africa | 1994 | 0.246905533 | |
Argentina | 1995 | 0.086277081 | |
Brazil | 1995 | 0.105138168 | |
Canada | 1995 | 4.163525253 | |
Chile | 1995 | 0.346980781 | |
China | 1995 | 0.00495471 | |
Germany | 1995 | 1.837737754 | |
Algeria | 1995 | 0.001768954 | |
France | 1995 | 1.637947245 | |
United Kingdom | 1995 | 1.895168284 | |
India | 1995 | 0.026228879 | |
Iceland | 1995 | 11.2158757 | |
Israel | 1995 | 0.93042297 | |
Italy | 1995 | 0.524412787 | |
Japan | 1995 | 1.594363148 | |
Kenya | 1995 | 0.000727482 | |
Mexico | 1995 | 0.10256419 | |
Norway | 1995 | 6.423220493 | |
New Zealand | 1995 | 4.88424078 | |
United States | 1995 | 9.237088297 | |
South Africa | 1995 | 0.676740104 | |
Argentina | 1996 | 0.141954704 | |
Brazil | 1996 | 0.450789179 | |
Canada | 1996 | 6.76023965 | |
Chile | 1996 | 0.68347561 | |
China | 1996 | 0.013081692 | |
Germany | 1996 | 3.054805234 | |
Algeria | 1996 | 0.001738533 | |
France | 1996 | 2.584033979 | |
United Kingdom | 1996 | 4.123650336 | |
India | 1996 | 0.046333977 | |
Iceland | 1996 | 14.80647932 | |
Israel | 1996 | 2.1683676 | |
Italy | 1996 | 1.023289903 | |
Japan | 1996 | 4.372981968 | |
Kenya | 1996 | 0.008839115 | |
Mexico | 1996 | 0.20040628 | |
Norway | 1996 | 18.25031077 | |
New Zealand | 1996 | 8.041899368 | |
United States | 1996 | 16.41935296 | |
South Africa | 1996 | 0.841882931 | |
Argentina | 1997 | 0.280339882 | |
Brazil | 1997 | 0.786079155 | |
Canada | 1997 | 15.07235736 | |
Chile | 1997 | 1.057092496 | |
China | 1997 | 0.032394861 | |
Germany | 1997 | 6.711087477 | |
Algeria | 1997 | 0.010268463 | |
France | 1997 | 4.255003872 | |
United Kingdom | 1997 | 7.385398957 | |
India | 1997 | 0.070767849 | |
Iceland | 1997 | 27.47886875 | |
Israel | 1997 | 4.399405482 | |
Italy | 1997 | 2.276737834 | |
Japan | 1997 | 9.16307714 | |
Kenya | 1997 | 0.034406051 | |
Mexico | 1997 | 0.62731154 | |
Norway | 1997 | 20.41788144 | |
New Zealand | 1997 | 14.6015244 | |
United States | 1997 | 21.61640097 | |
South Africa | 1997 | 1.632093791 | |
Argentina | 1998 | 0.83076668 | |
Brazil | 1998 | 1.477874959 | |
Canada | 1998 | 24.8974003 | |
Chile | 1998 | 1.662322022 | |
China | 1998 | 0.168540297 | |
Germany | 1998 | 9.877852428 | |
Algeria | 1998 | 0.020238555 | |
France | 1998 | 6.319778722 | |
United Kingdom | 1998 | 13.6699831 | |
India | 1998 | 0.139027329 | |
Iceland | 1998 | 36.2642065 | |
Israel | 1998 | 10.30706995 | |
Italy | 1998 | 4.558519565 | |
Japan | 1998 | 13.41404088 | |
Kenya | 1998 | 0.050261388 | |
Mexico | 1998 | 1.265783278 | |
Norway | 1998 | 22.56011255 | |
New Zealand | 1998 | 31.63626081 | |
United States | 1998 | 30.09319659 | |
South Africa | 1998 | 2.906220867 | |
Argentina | 1999 | 3.284481956 | |
Brazil | 1999 | 2.038732184 | |
Canada | 1999 | 36.18644004 | |
Chile | 1999 | 4.103419297 | |
China | 1999 | 0.708187957 | |
Germany | 1999 | 20.84598264 | |
Algeria | 1999 | 0.199523843 | |
France | 1999 | 9.125317889 | |
United Kingdom | 1999 | 21.29363827 | |
India | 1999 | 0.273224277 | |
Iceland | 1999 | 41.29456671 | |
Israel | 1999 | 13.43612191 | |
Italy | 1999 | 14.37841019 | |
Japan | 1999 | 21.39129031 | |
Kenya | 1999 | 0.114256028 | |
Mexico | 1999 | 1.857436221 | |
Norway | 1999 | 40 | |
New Zealand | 1999 | 41.49448266 | |
United States | 1999 | 35.84872446 | |
South Africa | 1999 | 4.116249583 | |
Argentina | 2000 | 7.038683086 | |
Brazil | 2000 | 2.870685159 | |
Canada | 2000 | 51.3 | |
Chile | 2000 | 16.6 | |
China | 2000 | 1.775913207 | |
Germany | 2000 | 30.2163466 | |
Algeria | 2000 | 0.491705679 | |
France | 2000 | 14.30792394 | |
United Kingdom | 2000 | 26.82175435 | |
India | 2000 | 0.52753245 | |
Iceland | 2000 | 44.47053382 | |
Israel | 2000 | 20.87379 | |
Italy | 2000 | 23.11087424 | |
Japan | 2000 | 29.99074036 | |
Kenya | 2000 | 0.318059714 | |
Mexico | 2000 | 5.081384153 | |
Norway | 2000 | 52 | |
New Zealand | 2000 | 47.37955654 | |
United States | 2000 | 43.07916264 | |
South Africa | 2000 | 5.348559732 | |
Argentina | 2001 | 9.780807285 | |
Brazil | 2001 | 4.528494869 | |
Canada | 2001 | 60.2 | |
Chile | 2001 | 19.1 | |
China | 2001 | 2.639650215 | |
Germany | 2001 | 31.65093942 | |
Algeria | 2001 | 0.646114017 | |
France | 2001 | 26.32590355 | |
United Kingdom | 2001 | 33.48109487 | |
India | 2001 | 0.660146377 | |
Iceland | 2001 | 49.39299537 | |
Israel | 2001 | 17.37862386 | |
Italy | 2001 | 27.22211698 | |
Japan | 2001 | 38.53206086 | |
Kenya | 2001 | 0.619782266 | |
Mexico | 2001 | 7.038023117 | |
Norway | 2001 | 64 | |
New Zealand | 2001 | 53.24101529 | |
United States | 2001 | 49.08083159 | |
South Africa | 2001 | 6.346619318 | |
Argentina | 2002 | 10.88212438 | |
Brazil | 2002 | 9.149425086 | |
Canada | 2002 | 61.59329927 | |
Chile | 2002 | 22.1 | |
China | 2002 | 4.595704331 | |
Germany | 2002 | 48.82 | |
Algeria | 2002 | 1.59164126 | |
France | 2002 | 30.18 | |
United Kingdom | 2002 | 56.48 | |
India | 2002 | 1.537875582 | |
Iceland | 2002 | 79.12 | |
Israel | 2002 | 17.76459906 | |
Italy | 2002 | 28.04 | |
Japan | 2002 | 46.59420112 | |
Kenya | 2002 | 1.207773885 | |
Mexico | 2002 | 11.9 | |
Norway | 2002 | 72.84 | |
New Zealand | 2002 | 59.08075328 | |
United States | 2002 | 58.78540388 | |
South Africa | 2002 | 6.710322437 | |
Argentina | 2003 | 11.91369655 | |
Brazil | 2003 | 13.2075861 | |
Canada | 2003 | 64.2 | |
Chile | 2003 | 25.47377889 | |
China | 2003 | 6.2 | |
Germany | 2003 | 55.9 | |
Algeria | 2003 | 2.195359731 | |
France | 2003 | 36.14 | |
United Kingdom | 2003 | 64.82 | |
India | 2003 | 1.686489971 | |
Iceland | 2003 | 83.14 | |
Israel | 2003 | 19.59339366 | |
Italy | 2003 | 29.04 | |
Japan | 2003 | 48.43526589 | |
Kenya | 2003 | 2.941902861 | |
Mexico | 2003 | 12.9 | |
Norway | 2003 | 78.13 | |
New Zealand | 2003 | 60.96253987 | |
United States | 2003 | 61.69711712 | |
South Africa | 2003 | 7.007691726 | |
Argentina | 2004 | 16.03668411 | |
Brazil | 2004 | 19.07367227 | |
Canada | 2004 | 65.95596346 | |
Chile | 2004 | 28.17791012 | |
China | 2004 | 7.3 | |
Germany | 2004 | 64.73 | |
Algeria | 2004 | 4.634475088 | |
France | 2004 | 39.15 | |
United Kingdom | 2004 | 65.61 | |
India | 2004 | 1.976136492 | |
Iceland | 2004 | 83.88 | |
Israel | 2004 | 22.77048553 | |
Italy | 2004 | 33.24 | |
Japan | 2004 | 62.39392963 | |
Kenya | 2004 | 3.023528042 | |
Mexico | 2004 | 14.1 | |
Norway | 2004 | 77.69 | |
New Zealand | 2004 | 61.84762781 | |
United States | 2004 | 64.75825648 | |
South Africa | 2004 | 8.425118683 | |
Argentina | 2005 | 17.72058337 | |
Brazil | 2005 | 21.02274725 | |
Canada | 2005 | 71.66 | |
Chile | 2005 | 31.17534703 | |
China | 2005 | 8.523257003 | |
Germany | 2005 | 68.71 | |
Algeria | 2005 | 5.843942092 | |
France | 2005 | 42.87 | |
United Kingdom | 2005 | 70 | |
India | 2005 | 2.388075 | |
Iceland | 2005 | 87 | |
Israel | 2005 | 25.19404242 | |
Italy | 2005 | 35 | |
Japan | 2005 | 66.9210661 | |
Kenya | 2005 | 3.101897702 | |
Mexico | 2005 | 17.21 | |
Norway | 2005 | 81.99 | |
New Zealand | 2005 | 62.72021237 | |
United States | 2005 | 67.96805292 | |
South Africa | 2005 | 7.48854253 | |
Argentina | 2006 | 20.9272021 | |
Brazil | 2006 | 28.17838018 | |
Canada | 2006 | 72.4 | |
Chile | 2006 | 34.49775117 | |
China | 2006 | 10.52315262 | |
Germany | 2006 | 72.16 | |
Algeria | 2006 | 7.375984956 | |
France | 2006 | 46.87 | |
United Kingdom | 2006 | 68.82 | |
India | 2006 | 2.805499865 | |
Iceland | 2006 | 89.51 | |
Israel | 2006 | 27.88107446 | |
Italy | 2006 | 37.99 | |
Japan | 2006 | 68.68527032 | |
Kenya | 2006 | 3.6 | |
Mexico | 2006 | 19.52 | |
Norway | 2006 | 82.55 | |
New Zealand | 2006 | 69 | |
United States | 2006 | 68.93119327 | |
South Africa | 2006 | 7.607139675 | |
Argentina | 2007 | 25.94663294 | |
Brazil | 2007 | 30.88 | |
Canada | 2007 | 73.2 | |
Chile | 2007 | 35.9 | |
China | 2007 | 16 | |
Germany | 2007 | 75.16 | |
Algeria | 2007 | 9.451190626 | |
France | 2007 | 66.09 | |
United Kingdom | 2007 | 75.09 | |
India | 2007 | 3.95 | |
Iceland | 2007 | 90.6 | |
Israel | 2007 | 48.12806219 | |
Italy | 2007 | 40.79 | |
Japan | 2007 | 74.3 | |
Kenya | 2007 | 4.4 | |
Mexico | 2007 | 20.81 | |
Norway | 2007 | 86.93 | |
New Zealand | 2007 | 69.76 | |
United States | 2007 | 75 | |
South Africa | 2007 | 8.065375174 | |
Argentina | 2008 | 28.11262348 | |
Brazil | 2008 | 33.83 | |
Canada | 2008 | 76.7 | |
Chile | 2008 | 37.3 | |
China | 2008 | 22.6 | |
Germany | 2008 | 78 | |
Algeria | 2008 | 10.18 | |
France | 2008 | 70.68 | |
United Kingdom | 2008 | 78.39 | |
India | 2008 | 4.38 | |
Iceland | 2008 | 91 | |
Israel | 2008 | 59.39 | |
Italy | 2008 | 44.53 | |
Japan | 2008 | 75.4 | |
Kenya | 2008 | 5.2 | |
Mexico | 2008 | 21.71 | |
Norway | 2008 | 90.57 | |
New Zealand | 2008 | 72.03 | |
United States | 2008 | 74 | |
South Africa | 2008 | 8.43 | |
Argentina | 2009 | 34 | |
Brazil | 2009 | 39.22 | |
Canada | 2009 | 80.3 | |
Chile | 2009 | 41.56 | |
China | 2009 | 28.9 | |
Germany | 2009 | 79 | |
Algeria | 2009 | 11.23 | |
France | 2009 | 71.58 | |
United Kingdom | 2009 | 83.56 | |
India | 2009 | 5.12 | |
Iceland | 2009 | 93 | |
Israel | 2009 | 63.12 | |
Italy | 2009 | 48.83 | |
Japan | 2009 | 78 | |
Kenya | 2009 | 6.1 | |
Mexico | 2009 | 26.34 | |
Norway | 2009 | 92.08 | |
New Zealand | 2009 | 79.7 | |
United States | 2009 | 71 | |
South Africa | 2009 | 10 | |
Argentina | 2010 | 45 | |
Brazil | 2010 | 40.65 | |
Canada | 2010 | 80.3 | |
Chile | 2010 | 45 | |
China | 2010 | 34.3 | |
Germany | 2010 | 82 | |
Algeria | 2010 | 12.5 | |
France | 2010 | 77.28 | |
United Kingdom | 2010 | 85 | |
India | 2010 | 7.5 | |
Iceland | 2010 | 93.39 | |
Israel | 2010 | 67.5 | |
Italy | 2010 | 53.68 | |
Japan | 2010 | 78.21 | |
Kenya | 2010 | 7.2 | |
Mexico | 2010 | 31.05 | |
Norway | 2010 | 93.39 | |
New Zealand | 2010 | 80.46 | |
United States | 2010 | 71.69 | |
South Africa | 2010 | 24 | |
Argentina | 2011 | 51 | |
Brazil | 2011 | 45.69 | |
Canada | 2011 | 83 | |
Chile | 2011 | 52.24960729 | |
China | 2011 | 38.3 | |
Germany | 2011 | 81.26999954 | |
Algeria | 2011 | 14.9 | |
France | 2011 | 77.81999899 | |
United Kingdom | 2011 | 85.37999855 | |
India | 2011 | 10.07 | |
Iceland | 2011 | 94.8196868 | |
Israel | 2011 | 68.87387799 | |
Italy | 2011 | 54.3899983 | |
Japan | 2011 | 79.05411352 | |
Kenya | 2011 | 8.8 | |
Mexico | 2011 | 37.17629541 | |
Norway | 2011 | 93.48998265 | |
New Zealand | 2011 | 81.23 | |
United States | 2011 | 69.72946076 | |
South Africa | 2011 | 33.97 | |
Argentina | 2012 | 55.8 | |
Brazil | 2012 | 48.56 | |
Canada | 2012 | 83 | |
Chile | 2012 | 55.05 | |
China | 2012 | 42.30011749 | |
Germany | 2012 | 82.34999847 | |
Algeria | 2012 | 18.2 | |
France | 2012 | 81.44 | |
United Kingdom | 2012 | 87.47999842 | |
India | 2012 | 12.58006091 | |
Iceland | 2012 | 96.20979955 | |
Israel | 2012 | 70.8 | |
Italy | 2012 | 55.82999799 | |
Japan | 2012 | 79.4964 | |
Kenya | 2012 | 10.5 | |
Mexico | 2012 | 39.75 | |
Norway | 2012 | 94.64997805 | |
New Zealand | 2012 | 81.64447018 | |
United States | 2012 | 74.7 | |
South Africa | 2012 | 41 | |
Argentina | 2013 | 59.9 | |
Brazil | 2013 | 51.04 | |
Canada | 2013 | 85.8 | |
Chile | 2013 | 58 | |
China | 2013 | 45.8 | |
Germany | 2013 | 84.17 | |
Algeria | 2013 | 22.5 | |
France | 2013 | 81.9198 | |
United Kingdom | 2013 | 89.8441 | |
India | 2013 | 15.1 | |
Iceland | 2013 | 96.5468 | |
Israel | 2013 | 70.25031195 | |
Italy | 2013 | 58.4593 | |
Japan | 2013 | 88.21942891 | |
Kenya | 2013 | 13 | |
Mexico | 2013 | 43.46 | |
Norway | 2013 | 95.0534 | |
New Zealand | 2013 | 82.78 | |
United States | 2013 | 71.4 | |
South Africa | 2013 | 46.5 | |
Argentina | 2014 | 64.7 | |
Brazil | 2014 | 54.55100188 | |
Canada | 2014 | 87.12 | |
Chile | 2014 | 61.11 | |
China | 2014 | 47.9 | |
Germany | 2014 | 86.19 | |
Algeria | 2014 | 29.5 | |
France | 2014 | 83.75 | |
United Kingdom | 2014 | 91.61 | |
India | 2014 | 21 | |
Iceland | 2014 | 98.16 | |
Israel | 2014 | 75.01775316 | |
Italy | 2014 | 55.63846022 | |
Japan | 2014 | 89.10683302 | |
Kenya | 2014 | 16.5 | |
Mexico | 2014 | 44.39 | |
Norway | 2014 | 96.3 | |
New Zealand | 2014 | 85.5 | |
United States | 2014 | 73 | |
South Africa | 2014 | 49 | |
Argentina | 2015 | 68.04306411 | |
Brazil | 2015 | 58.32795173 | |
Canada | 2015 | 88.47 | |
Chile | 2015 | 64.289 | |
China | 2015 | 50.3 | |
Germany | 2015 | 87.5898 | |
Algeria | 2015 | 38.2 | |
France | 2015 | 84.6945 | |
United Kingdom | 2015 | 92.0003 | |
India | 2015 | 26 | |
Iceland | 2015 | 98.2 | |
Israel | 2015 | 77.35208966 | |
Italy | 2015 | 58.14173496 | |
Japan | 2015 | 91.05802839 | |
Kenya | 2015 | 21 | |
Mexico | 2015 | 57.43104299 | |
Norway | 2015 | 96.8103 | |
New Zealand | 2015 | 88.22288882 | |
United States | 2015 | 74.55420245 | |
South Africa | 2015 | 51.91911572 | |
Argentina | 2016 | 70.15076431 | |
Brazil | 2016 | 59.68274736 | |
Canada | 2016 | 89.84 | |
Chile | 2016 | 66.01 | |
China | 2016 | 53.2 | |
Germany | 2016 | 89.64710059 | |
Algeria | 2016 | 42.94552688 | |
France | 2016 | 85.62219995 | |
United Kingdom | 2016 | 94.77580063 | |
India | 2016 | 29.54716289 | |
Iceland | 2016 | 98.2400163 | |
Israel | 2016 | 79.77879126 | |
Italy | 2016 | 61.32425277 | |
Japan | 2016 | 92 | |
Kenya | 2016 | 26 | |
Mexico | 2016 | 59.540446 | |
Norway | 2016 | 97.29820367 | |
New Zealand | 2016 | 88.47018635 | |
United States | 2016 | 76.17673698 | |
South Africa | 2016 | 54 |
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library(tidyverse) # code uses development version of ggplot2 for viridis scales; otherwise, viridis package would be needed | |
df_internet <- read.csv("internet.csv") | |
# sort countries by internet users in final year | |
internet_summary <- df_internet %>% | |
group_by(country) %>% | |
summarize(last = users[n()]) %>% | |
arrange(last) | |
df_internet <- mutate(df_internet, country = factor(country, levels = internet_summary$country)) | |
# heatmap | |
ggplot(df_internet, aes(x = year, y = country, fill = users)) + | |
geom_tile(color = "white", size = 0.25) + | |
scale_fill_viridis_c(option = "A") | |
# line plot | |
ggplot(df_internet, aes(x = year, y = users, color = country)) + | |
geom_line() + | |
scale_color_viridis_d(option = "A") | |
# side-by-side boxplots | |
ggplot(df_internet, aes(x = year, y = users, group = year)) + | |
geom_boxplot() | |
# bar plot of current internet usage | |
ggplot(filter(df_internet, year == 2016), aes(x = country, y = users)) + | |
geom_col() + coord_flip() | |
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