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Rain in Sydney

library(emphatic)
sydney_rain |> head(15)
#> # A tibble: 15 × 13
#>     Year   Jan   Feb   Mar   Apr   May   Jun   Jul   Aug   Sep   Oct   Nov   Dec
#>    <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#>  1  1960  81.6  85.8  50.4  34.7 123.   96.1 136.   48.2  58.5 290.   68.9 270. 
#>  2  1961  50.9  83.7  56.4 107.   33    47.8  45.6 241.   58    63.1 519.  149. 
#>  3  1962 115.  134.   64.2  57   309     3.3  67.5 133.   82.8  21.5  13.2 133. 
#>  4  1963 120.   84.7 390.  284.  252.  250.   82.8 273.   23.2  67.2  35.6 226. 
#>  5  1964  17.6  31.1 181.   NA    NA    NA    NA    NA    NA    NA    24.2  20.1
#>  6  1965  27.5  11.4   8.2  92.5  55.9 229    83.3  18.9 107.  199.   43.7  64.7
#>  7  1966  26.6 146.  140.  266.   77.3 143.   17.6  82.1  65.4  56.6 191.   92.4
#>  8  1967 180.  156.  127.   47.2  52.8 271.   26.8 198.  105.   84.4  88    53.9
#>  9  1968 132.   13   126.   13.3 108.   30.4  69.9  38.7   1.6   6    19    88.9
#> 10  1969  42.7 231.  108.  152.   59.9 216.   50.8  39.7  81.9  48   275.   36.4
#> 11  1970 153.   58.6  NA    51    10.2  33.9   3.6  40.6 152.   21.9 122.  264. 
#> 12  1971 162.  167.   66.3  65.8 107.   62.8  25.9 123.   70.9   2.3  77.5 133. 
#> 13  1972 348.   99.9 164.   82.5  93.8 130.    6.1  33    13.4 157.   65.8  24.6
#> 14  1973 238.  302.   96.8  91.7  28.5  92.1 116.   92.3  78.1 156.  120.   33.2
#> 15  1974 231.  109.  321.  171.  231.  192.   11   199.   60.2  70.2  40.4  NA

Average monthly rainfall during the period 1960 - 2023

(mean_rain <- mean(unlist(sydney_rain[,-1]), na.rm = TRUE))
#> [1] 103.3679

Floods in NSW

Years in which flooding occurred in New South Wales according to wikipedia

flood_years <- c(1970, 1971, 1984, 1986, 1990, 1996, 1998, 2007, 2012, 2013, 2015, 2016, 2020, 2021, 2022)

Highlight months with above average rainfall and mark years in which flooding occurred

sydney_rain |>
  hl(
    ggplot2::scale_colour_gradient2(na.value = 'white', low = 'white', 
                                    high = 'darkgreen', midpoint = mean_rain), 
    cols = Jan:Dec
  ) |>
  hl('skyblue', rows = Year %in% flood_years, cols = 'Year') |>
  hl_adjust(na = '') |>
  as_svg(height = 1300)
     Year   Jan   Feb   Mar   Apr   May   Jun   Jul   Aug   Sep   Oct   Nov   Dec
1    1960  81.6  85.8  50.4  34.7 123.3  96.1 135.7  48.2  58.5 289.7  68.9 269.8
2    1961  50.9  83.7  56.4 107.4  33.0  47.8  45.6 240.6  58.0  63.1 518.8 149.1
3    1962 115.4 134.5  64.2  57.0 309.0   3.3  67.5 132.8  82.8  21.5  13.2 132.8
4    1963 120.1  84.7 389.7 284.1 252.1 250.3  82.8 272.7  23.2  67.2  35.6 226.5
5    1964  17.6  31.1 180.7                                            24.2  20.1
6    1965  27.5  11.4   8.2  92.5  55.9 229.0  83.3  18.9 106.8 199.2  43.7  64.7
7    1966  26.6 145.6 140.1 265.9  77.3 143.1  17.6  82.1  65.4  56.6 191.2  92.4
8    1967 179.9 155.5 127.3  47.2  52.8 271.3  26.8 198.4 105.3  84.4  88.0  53.9
9    1968 131.9  13.0 125.8  13.3 108.2  30.4  69.9  38.7   1.6   6.0  19.0  88.9
10   1969  42.7 230.9 108.3 151.6  59.9 215.8  50.8  39.7  81.9  48.0 274.6  36.4
11   1970 153.1  58.6        51.0  10.2  33.9   3.6  40.6 152.3  21.9 121.7 263.9
12   1971 161.8 167.1  66.3  65.8 107.2  62.8  25.9 122.6  70.9   2.3  77.5 133.1
13   1972 347.8  99.9 164.1  82.5  93.8 130.5   6.1  33.0  13.4 157.2  65.8  24.6
14   1973 237.8 301.5  96.8  91.7  28.5  92.1 116.5  92.3  78.1 155.5 119.5  33.2
15   1974 230.8 109.1 320.8 170.8 230.8 192.4  11.0 198.6  60.2  70.2  40.4      
16   1975  50.4 144.6 304.0  38.2  27.6 287.5                                    
17   1976 270.1 210.3 299.2  10.8  23.9 132.0 151.2  33.7  94.4 261.3 126.9  29.8
18   1977 111.4 148.6 276.8  30.6 114.7        15.2  17.2  59.0   3.2  13.8  20.6
19   1978 213.2   0.0 278.8 107.0 124.4 286.0  24.8  33.2  78.7 102.9 112.2  86.2
20   1979 119.4  36.4 192.4  25.0 120.3 155.1  14.0   8.3  24.0  42.6  73.1   2.6
21   1980 116.6  92.1  60.6  27.4 156.6  62.0  41.0   5.8   5.4  30.7  50.0  28.8
22   1981  66.4 194.1  43.4 104.2 111.2  76.3  44.2   9.2   1.4       131.2  70.9
23   1982                     2.5  28.0 156.9 170.9  25.6 195.1  35.4  18.6  27.2
24   1983  40.6  44.4 286.4 182.8 161.4  91.9  47.5 103.2  44.8 120.8  39.2 103.2
25   1984 184.0 114.4 231.6 109.2 147.9  78.4 153.8   8.7  34.4  51.5 385.4 100.4
26   1985   7.4  58.3  79.0 329.4 133.4 136.0  89.3  31.2  98.8 150.8  87.0  96.6
27   1986 225.8  89.9  23.4 119.8  67.2  13.0  27.8 408.8  45.6  60.2 136.8  13.2
28   1987 101.4  37.6 126.0  61.8  52.8  91.6 145.0 173.6  10.6 234.8 167.0  80.8
29   1988 206.7  93.8  76.4 457.4  83.8 107.0  93.6  72.5 116.2   1.0 142.4 128.2
30   1989 157.4  91.0 155.4 376.0 171.8 269.6   7.0  44.4   1.4  23.2  53.2 124.2
31   1990  67.8 613.4 125.6 310.0 160.0  43.8  75.0 177.4 177.2  41.2  31.8  72.0
32   1991  89.4  53.6  17.4  32.0 144.0 291.2 121.2   4.6  47.2  22.0  30.6 180.5
33   1992  70.2 356.8  78.6  74.7  68.6 114.7  20.2  51.2  14.4 115.3 115.1 144.1
34   1993  63.7  62.0 102.9  63.3  22.5  67.6 110.2  53.0 137.8  61.7  78.4  51.3
35   1994  33.2 109.7 135.3  99.0  34.4  75.3  85.6  49.8  21.6  58.4  52.4  65.9
36   1995 100.0 105.1 171.6  29.2 178.6 158.9  13.7   0.0 223.6  48.6 122.9  50.8
37   1996 130.6  52.0  40.8  55.0 160.4 195.2  56.4 115.0 106.2  23.6 194.7  36.6
38   1997 160.0  28.8  32.8  12.4 235.6 101.5 249.2  25.2 133.2  48.0  40.8  22.6
39   1998 101.2  35.8  33.3 264.8 226.2 151.9  92.6 481.0  46.2  40.5  78.3  78.8
40   1999 158.8        49.0 242.6        91.4 164.2        31.6 161.8  60.4  98.4
41   2000  32.8  47.4 241.6  56.2  58.3  38.2  32.8  26.2  35.0  75.2 141.2  46.0
42   2001 139.2  90.2       122.7 375.6  28.0 146.4              32.8 100.6      
43   2002  90.6 377.8  84.8  96.0 117.4  42.0  25.4  22.0  28.4        33.6  71.2
44   2003  11.8  57.8 135.6 217.4 372.0  55.2  89.4  51.0   8.0  76.6  97.0      
45   2004  33.6 130.6  89.6  15.0  11.4  60.2  50.2 136.0  74.8 222.6  81.0  74.4
46   2005       119.4        27.6              89.2   1.6  52.2  64.4 108.6  27.4
47   2006        35.2  44.8        43.0 249.2 146.0  96.4 159.2        52.6 103.0
48   2007  55.8  97.1  67.0 266.6  12.4 384.0  54.6 106.2  59.5  25.0 135.8 107.7
49   2008  46.0 275.6  71.0 123.8   7.6 129.8 125.0  63.7  79.4  63.5        88.9
50   2009                   146.2 213.7 140.6  64.4   5.6  17.8 140.3  22.9  62.1
51   2010  40.3 262.2        13.4 229.8 143.8 149.6  31.0  41.8  92.8 129.8  45.4
52   2011  72.4  11.4 230.8 180.7 116.2  71.3 282.4  48.5  63.7                  
53   2012 135.6 182.5 260.1 193.4  40.6        65.0  19.4  24.4        39.4  40.1
54   2013 183.4 170.7  48.0 209.7  77.9        50.6  17.5  76.8  23.8        63.2
55   2014  15.4  89.6       108.8  34.5        13.3 214.8        86.1  18.6 137.1
56   2015 176.2  59.8  60.1 235.3 116.8 130.2  65.5  93.2 107.6  26.3 123.4      
57   2016 223.2  54.8 223.4  77.0  10.4 316.2 146.6 130.0  91.2  67.6  20.6  53.0
58   2017  42.0 177.8 227.6  98.8  40.8 166.6  19.8  28.6   0.4  56.0  81.0  80.4
59   2018  41.4       113.8  51.6  30.0 245.6   8.6  10.2  62.2 151.0        93.4
60   2019  45.3  83.4 253.7  14.9  16.5 226.4  50.0  79.6  84.4  28.4  21.1   4.0
61   2020  64.8 431.5 179.4  37.7 148.2 111.6        98.3  30.4  72.5  66.2 111.3
62   2021  87.2 118.4 409.1  35.8  69.3  87.8  44.2  89.7  44.6  53.5 127.0 144.0
63   2022 111.8 398.2 581.9 343.7 211.4  22.8 353.4  75.5  96.0 211.6  67.0  63.3
64   2023 148.5 147.7  64.4 152.4  79.5  16.5  35.2  66.9  22.1  30.1 113.7  24.7

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