PRACTICE USING LUBRIDATE - THEATREICALLY
Nguyen_LSCM
8/2/2020
PRACTICE USING LUBRIDATE… THEATERICALLY
Read in the London Stage Database
Learn more about the London Stage Databse, including about the data [rpvenance and copde used to build the databse. Briefly, it explroes the theater scene in London from when playhouses were reopened in 1660 after the English civil war to the end of the 18th century.
To start, we are going to download, unzip, and open up the full London Stage Database
Notes:
- The chunk below downloads the dataset to the working directory
- This is a prettey sizable dataset, so if you run this yourself, be patient while it opens up!
library(tidyverse)## -- Attaching packages --------------------------------------- tidyverse 1.3.0 --## v ggplot2 3.3.2 v purrr 0.3.4
## v tibble 3.0.3 v dplyr 1.0.0
## v tidyr 1.1.0 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.5.0## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(tidymodels)## -- Attaching packages -------------------------------------- tidymodels 0.1.1 --## v broom 0.7.0 v recipes 0.1.13
## v dials 0.0.8 v rsample 0.0.7
## v infer 0.5.3 v tune 0.1.1
## v modeldata 0.0.2 v workflows 0.1.2
## v parsnip 0.1.2 v yardstick 0.0.7## -- Conflicts ----------------------------------------- tidymodels_conflicts() --
## x scales::discard() masks purrr::discard()
## x dplyr::filter() masks stats::filter()
## x recipes::fixed() masks stringr::fixed()
## x dplyr::lag() masks stats::lag()
## x yardstick::spec() masks readr::spec()
## x recipes::step() masks stats::step()library(ggthemes)
theme_set(theme_fivethirtyeight())
setwd("C:/Users/DellPC/Desktop/R_source_code/Julia_Silge/LondonStageFull")
london_stage_raw <- read.csv('london_stage_raw.csv', header = TRUE)Finding the dates
There are thirteen columns in this data. Let’s take a moment and look at the column names and content of the first few lines. Which of these columns contains the date information?
london_stage_raw## X EventId EventDate TheatreCode
## 1 1 0 16591029 city
## 2 2 1 16591100 mt
## 3 3 2 16591218 none
## 4 4 3 16600200 mt
## 5 5 4 16600204 cockpit
## 6 6 5 16600328 dh
## 7 7 6 16600406 none
## 8 8 7 16600412 vh
## 9 9 8 16600413 fh
## 10 10 9 16600416 none
## 11 11 10 16600423 none
## 12 12 11 16600500 redbull
## 13 13 12 16600529 none
## 14 14 13 16600600 dc
## 15 15 14 16600600 redbull
## 16 16 15 16600623 redbull
## 17 17 16 16600705 city
## 18 18 17 16600728 cockpit
## 19 19 18 16600800 atcourt
## 20 20 19 16600803 redbull
## 21 21 20 16600807 none
## 22 22 21 16600808 none
## 23 23 22 16600814 redbull
## 24 24 23 16600816 atcourt
## 25 25 24 16600818 cockpit
## 26 26 25 16600820 none
## 27 27 26 16600910 sf
## 28 28 28 16600913 none
## 29 29 27 16600913 sf
## 30 30 29 16601008 cockpit
## 31 31 30 16601011 cockpit
## 32 32 31 16601016 cockpit
## 33 33 32 16601029 city
## 34 34 33 16601030 cockpit
## 35 35 34 16601100 none
## 36 36 35 16601102 mt
## 37 37 36 16601105 redbull
## 38 38 37 16601106 redbull
## 39 39 38 16601107 redbull
## 40 40 39 16601108 vere
## 41 41 40 16601109 vere
## 42 42 41 16601110 vere
## 43 43 42 16601112 vere
## 44 44 43 16601113 vere
## 45 45 44 16601115 vere
## 46 46 45 16601115 salsbury
## 47 47 46 16601116 vere
## 48 48 47 16601117 vere
## 49 49 48 16601119 vere
## 50 50 49 16601119 atcourt
## 51 51 50 16601120 vere
## 52 52 51 16601121 vere
## 53 53 52 16601122 vere
## 54 54 53 16601123 vere
## 55 55 54 16601124 vere
## 56 56 55 16601126 vere
## 57 57 56 16601127 vere
## 58 58 57 16601129 vere
## 59 59 58 16601200 vere
## 60 60 59 16601201 vere
## 61 61 60 16601203 vere
## 62 62 61 16601204 vere
## 63 63 62 16601205 vere
## 64 64 63 16601206 vere
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## 78 78 77 16610130 none
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## 80 80 79 16610205 vere
## 81 81 80 16610209 salsbury
## 82 82 81 16610212 vere
## 83 83 82 16610216 vere
## 84 84 83 16610223 salsbury
## 85 85 84 16610225 atcourt
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## 87 87 86 16610227 none
## 88 88 87 16610301 salsbury
## 89 89 88 16610302 vere
## 90 90 89 16610302 salsbury
## 91 91 90 16610311 vere
## 92 92 91 16610314 vere
## 93 93 92 16610316 salsbury
## 94 94 93 16610319 salsbury
## 95 95 94 16610323 redbull
## 96 96 95 16610325 salsbury
## 97 97 96 16610326 salsbury
## 98 98 97 16610328 vere
## 99 99 98 16610401 salsbury
## 100 100 99 16610402 salsbury
## 101 101 100 16610406 salsbury
## 102 102 101 16610408 none
## 103 103 102 16610420 atcourt
## 104 104 103 16610422 none
## 105 105 104 16610422 none
## 106 106 105 16610422 none
## 107 107 106 16610427 vere
## 108 108 107 16610500 vere
## 109 109 108 16610505 none
## 110 110 109 16610516 vere
## 111 111 110 16610525 vere
## 112 112 111 16610528 redbull
## 113 113 112 16610604 vere
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## 115 115 114 16610614 vere
## 116 116 115 16610622 vere
## 117 117 116 16610627 vere
## 118 118 117 16610628 lif
## 119 119 118 16610629 lif
## 120 120 119 16610701 lif
## 121 121 120 16610702 lif
## 122 122 121 16610703 lif
## 123 123 122 16610704 lif
## 124 124 123 16610704 vere
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## 127 127 126 16610708 lif
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## 132 132 131 16610723 vere
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## 134 134 133 16610731 vere
## 135 135 134 16610810 vere
## 136 136 135 16610814 vere
## 137 137 136 16610815 lif
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## 144 144 143 16610822 lif
## 145 145 144 16610822 redbull
## 146 146 145 16610822 bf
## 147 147 146 16610823 lif
## 148 148 147 16610824 lif
## 149 149 148 16610826 vere
## 150 150 149 16610827 vere
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## 155 155 154 16610907 vere
## 156 156 155 16610909 salsbury
## 157 157 156 16610909 vere
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## 188 188 187 16611202 lif
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## 192 192 191 16611210 vere
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## 194 194 193 16611213 vere
## 195 195 194 16611216 lif
## 196 196 195 16611216 vere
## 197 197 196 16611216 atcourt
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## 215 215 214 16620116 atcourt
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## 225 225 224 16620206 atcourt
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## 242 242 241 16620325 redbull
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## 244 244 243 16620401 lif
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## 246 246 245 16620404 vere
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## 249 249 248 16620428 redbull
## 250 250 249 16620505 vere
## 251 251 250 16620507 vere
## 252 252 251 16620509 cg
## 253 253 252 16620512 vere
## 254 254 253 16620517 vere
## 255 255 254 16620519 vere
## 256 256 255 16620520 lif
## 257 257 256 16620521 vere
## 258 258 257 16620522 vere
## 259 259 258 16620523 lif
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## 262 262 261 16620602 vere
## 263 263 262 16620606 vere
## 264 264 263 16620707 vere
## 265 265 264 16620723 vere
## 266 266 265 16620823 thames
## 267 267 266 16620900 none
## 268 268 267 16620922 atcourt
## 269 269 268 16620924 vere
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## 271 271 270 16620930 lif
## 272 272 271 16621002 atcourt
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## 282 282 281 16621025 lif
## 283 283 282 16621027 atcourt
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## 286 286 285 16621101 it
## 287 287 286 16621101 mt
## 288 288 287 16621101 atcourt
## 289 289 288 16621110 cc
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## 297 297 296 16621217 atcourt
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## 303 303 302 16630106 sh
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## 1874 1874 1872 16930110 bg
## 1875 1875 1873 16930116 dl
## 1876 1876 1874 16930130 none
## 1877 1877 1877 16930200 dl
## 1878 1878 1875 16930203 bg
## 1879 1879 1876 16930216 dg
## 1880 1880 1879 16930300 dl
## 1881 1881 1878 16930300 dl
## 1882 1882 1880 16930323 bg
## 1883 1883 1883 16930400 dl
## 1884 1884 1882 16930400 dl
## 1885 1885 1881 16930410 none
## 1886 1886 1884 16930430 atcourt
## 1887 1887 1885 16930500 dg
## 1888 1888 1887 16930500 atcourt
## 1889 1889 1886 16930500 dg
## 1890 1890 1888 16930509 none
## 1891 1891 1889 16930510 none
## 1892 1892 1890 16930513 yb
## 1893 1893 1891 16930610 atcourt
## 1894 1894 1892 16930614 none
## 1895 1895 1893 16930617 yb
## 1896 1896 1894 16930707 oxford
## 1897 1897 1895 16930809 none
## 1898 1898 1896 16930831 bf
## 1899 1899 1897 16930907 sf
## 1900 1900 1898 16931000 dlordg
## 1901 1901 1899 16931000 dl
## 1902 1902 1900 16931030 city
## 1903 1903 1901 16931030 yb
## 1904 1904 1902 16931100 dlordg
## 1905 1905 1903 16931102 yb
## 1906 1906 1904 16931104 atcourt
## 1907 1907 1905 16931122 sh
## 1908 1908 1906 16931127 yb
## 1909 1909 1907 16931130 bg
## 1910 1910 1908 16931200 dlordg
## 1911 1911 1909 16931212 none
## 1912 1912 1914 16940100 dl
## 1913 1913 1910 16940101 atcourt
## 1914 1914 1911 16940110 dg
## 1915 1915 1912 16940111 none
## 1916 1916 1913 16940113 dl
## 1917 1917 1915 16940115 yb
## 1918 1918 1916 16940125 yb
## 1919 1919 1917 16940130 none
## 1920 1920 1918 16940200 dlordg
## 1921 1921 1919 16940200 dl
## 1922 1922 1920 16940205 yb
## 1923 1923 1921 16940226 yb
## 1924 1924 1922 16940321 dl
## 1925 1925 1923 16940322 none
## 1926 1926 1924 16940400 dl
## 1927 1927 1925 16940400 dl
## 1928 1928 1926 16940402 none
## 1929 1929 1927 16940403 none
## 1930 1930 1928 16940404 none
## 1931 1931 1929 16940405 none
## 1932 1932 1930 16940406 none
## 1933 1933 1931 16940407 none
## 1934 1934 1932 16940416 atcourt
## 1935 1935 1933 16940430 atcourt
## 1936 1936 1935 16940500 dg
## 1937 1937 1934 16940509 dg
## 1938 1938 1936 16940523 none
## 1939 1939 1937 16940600 dg
## 1940 1940 1938 16940612 dg
## 1941 1941 1939 16940614 bg
## 1942 1942 1940 16940628 dlordg
## 1943 1943 1941 16940700 none
## 1944 1944 1945 16940900 dl
## 1945 1945 1942 16940901 bf
## 1946 1946 1943 16940905 bf
## 1947 1947 1944 16940912 dlordg
## 1948 1948 1946 16941018 bg
## 1949 1949 1947 16941029 city
## 1950 1950 1948 16941112 yb
## 1951 1951 1949 16941117 smith's
## 1952 1952 1950 16941122 sh
## 1953 1953 1951 16941129 bg
## 1954 1954 1952 16941200 none
## 1955 1955 1953 16941209 atcourt
## 1956 1956 1954 16941217 none
## 1957 1957 1955 16941228 none
## 1958 1958 1956 16950318 none
## 1959 1959 1957 16950325 lif
## 1960 1960 1959 16950400 dg
## 1961 1961 1958 16950401 dl
## 1962 1962 1960 16950430 lif
## 1963 1963 1973 16950500 dl
## 1964 1964 1974 16950500 dlandlif
## 1965 1965 1961 16950501 lif
## 1966 1966 1962 16950502 lif
## 1967 1967 1963 16950503 lif
## 1968 1968 1964 16950504 lif
## 1969 1969 1965 16950506 lif
## 1970 1970 1966 16950507 lif
## 1971 1971 1967 16950508 lif
## 1972 1972 1968 16950509 lif
## 1973 1973 1969 16950510 lif
## 1974 1974 1970 16950511 lif
## 1975 1975 1971 16950513 lif
## 1976 1976 1972 16950514 lif
## 1977 1977 1975 16950610 bg
## 1978 1978 1976 16950618 dg
## 1979 1979 1977 16950622 dlorlif
## 1980 1980 1978 16950625 dg
## 1981 1981 1979 16950720 dlandlif
## 1982 1982 1980 16950800 lif
## 1983 1983 1981 16950900 lif
## 1984 1984 1982 16950900 dl
## 1985 1985 1983 16950900 dl
## 1986 1986 1984 16951000 dl
## 1987 1987 1985 16951009 dl
## 1988 1988 1986 16951029 city
## 1989 1989 1988 16951100 dl
## 1990 1990 1987 16951100 dg
## 1991 1991 1989 16951125 yb
## 1992 1992 1990 16951200 dl
## 1993 1993 1991 16951200 dl
## 1994 1994 1992 16951200 lif
## 1995 1995 1995 16951200 lif
## 1996 1996 1996 16951200 ws
## 1997 1997 1998 16951200 lif
## 1998 1998 1993 16951209 dlorlif
## 1999 1999 1994 16951211 none
## 2000 2000 1997 16951228 lif
## 2001 2001 1999 16960100 dl
## 2002 2002 2000 16960113 yb
## 2003 2003 2001 16960121 none
## 2004 2004 2002 16960130 none
## 2005 2005 2003 16960200 lif
## 2006 2006 2004 16960200 dl
## 2007 2007 2005 16960200 dl
## 2008 2008 2006 16960300 dl
## 2009 2009 2007 16960300 lif
## 2010 2010 2008 16960326 none
## 2011 2011 2012 16960400 dl
## 2012 2012 2013 16960400 lif
## 2013 2013 2014 16960400 lif
## 2014 2014 2009 16960402 none
## 2015 2015 2010 16960403 none
## 2016 2016 2011 16960406 none
## 2017 2017 2015 16960429 dg
## 2018 2018 2016 16960500 mf
## 2019 2019 2018 16960500 dl
## 2020 2020 2017 16960518 dl
## 2021 2021 2019 16960600 lif
## 2022 2022 2020 16960600 dg
## 2023 2023 2021 16960700 lif
## 2024 2024 2022 16960700 dl
## 2025 2025 2023 16960800 bf
## 2026 2026 2024 16960800 dg
## 2027 2027 2026 16960900 dl
## 2028 2028 2025 16960905 sf
## 2029 2029 2027 16960908 none
## 2030 2030 2028 16961000 dg
## 2031 2031 2029 16961000 lif
## 2032 2032 2030 16961012 dlordg
## 2033 2033 2031 16961026 none
## 2034 2034 2032 16961100 dl
## 2035 2035 2033 16961106 dl
## 2036 2036 2034 16961114 lif
## 2037 2037 2035 16961116 lif
## 2038 2038 2036 16961117 lif
## 2039 2039 2037 16961118 lif
## 2040 2040 2038 16961119 lif
## 2041 2041 2039 16961120 lif
## 2042 2042 2040 16961121 dl
## 2043 2043 2041 16961123 dl
## 2044 2044 2042 16961124 dl
## 2045 2045 2043 16961125 dl
## 2046 2046 2044 16961126 dl
## 2047 2047 2045 16961127 dl
## 2048 2048 2046 16961200 dl
## 2049 2049 2047 16961200 dl
## 2050 2050 2048 16961200 lif
## 2051 2051 2049 16961229 dl
## 2052 2052 2051 16970100 lif
## 2053 2053 2050 16970100 dl
## 2054 2054 2052 16970102 dl
## 2055 2055 2053 16970107 yb
## 2056 2056 2054 16970107 gb
## 2057 2057 2055 16970122 dldglif
## 2058 2058 2056 16970122 dl
## 2059 2059 2057 16970130 none
## 2060 2060 2058 16970200 dlorlif
## 2061 2061 2059 16970200 dl
## 2062 2062 2060 16970204 dllif
## 2063 2063 2061 16970206 atcourt
## 2064 2064 2062 16970215 dllif
## 2065 2065 2063 16970219 lif
## 2066 2066 2064 16970220 lif
## 2067 2067 2065 16970222 lif
## 2068 2068 2066 16970223 lif
## 2069 2069 2067 16970224 lif
## 2070 2070 2068 16970224 yb
## 2071 2071 2069 16970225 lif
## 2072 2072 2070 16970227 lif
## 2073 2073 2071 16970300 dl
## 2074 2074 2072 16970301 lif
## 2075 2075 2073 16970302 lif
## 2076 2076 2074 16970303 lif
## 2077 2077 2075 16970303 yb
## 2078 2078 2076 16970304 lif
## 2079 2079 2077 16970306 lif
## 2080 2080 2078 16970308 lif
## 2081 2081 2079 16970309 lif
## 2082 2082 2080 16970309 dg
## 2083 2083 2081 16970313 dg
## 2084 2084 2082 16970313 lif
## 2085 2085 2083 16970317 yb
## 2086 2086 2084 16970324 yb
## 2087 2087 2085 16970327 dl
## 2088 2088 2086 16970329 none
## 2089 2089 2090 16970400 lif
## 2090 2090 2087 16970405 dl
## 2091 2091 2088 16970408 dg
## 2092 2092 2089 16970408 yb
## 2093 2093 2091 16970421 yb
## 2094 2094 2092 16970423 dl
## 2095 2095 2093 16970428 none
## 2096 2096 2094 16970429 yb
## 2097 2097 2095 16970500 lif
## 2098 2098 2096 16970505 lw
## 2099 2099 2097 16970508 dl
## 2100 2100 2098 16970513 yb
## 2101 2101 2099 16970524 dl
## 2102 2102 2100 16970525 dg
## 2103 2103 2101 16970526 dl
## 2104 2104 2102 16970526 lw
## 2105 2105 2103 16970527 dl
## 2106 2106 2104 16970531 dl
## 2107 2107 2105 16970600 lif
## 2108 2108 2114 16970600 lif
## 2109 2109 2113 16970600 dg
## 2110 2110 2106 16970602 lw
## 2111 2111 2107 16970604 none
## 2112 2112 2108 16970605 dl
## 2113 2113 2109 16970612 dl
## 2114 2114 2110 16970615 dg
## 2115 2115 2111 16970617 strand
## 2116 2116 2112 16970618 dl
## 2117 2117 2118 16970700 dl
## 2118 2118 2115 16970701 dg
## 2119 2119 2116 16970703 lw
## 2120 2120 2117 16970721 lw
## 2121 2121 2119 16970818 lw
## 2122 2122 2120 16970824 bf
## 2123 2123 2122 16970900 lif
## 2124 2124 2121 16970900 dl
## 2125 2125 2123 16970903 none
## 2126 2126 2124 16970915 dlorlif
## 2127 2127 2125 16970920 richmond
## 2128 2128 2126 16970927 richmond
## 2129 2129 2127 16971006 dldg
## 2130 2130 2128 16971016 dl
## 2131 2131 2129 16971027 lif
## 2132 2132 2130 16971028 lif
## 2133 2133 2131 16971100 lif
## 2134 2134 2132 16971100 lif
## 2135 2135 2138 16971100 lif
## 2136 2136 2133 16971101 it
## 2137 2137 2134 16971104 atcourt
## 2138 2138 2135 16971119 dl
## 2139 2139 2136 16971122 sh
## 2140 2140 2137 16971126 dl
## 2141 2141 2139 16971129 yb
## 2142 2142 2140 16971200 none
## 2143 2143 2141 16971204 dlordg
## 2144 2144 2142 16971209 dl
## 2145 2145 2143 16971209 hic
## 2146 2146 2144 16971216 yb
## 2147 2147 2145 16971218 dlordg
## 2148 2148 2146 16980100 lif
## 2149 2149 2147 16980105 dl
## 2150 2150 2148 16980110 yb
## 2151 2151 2149 16980115 dg
## 2152 2152 2150 16980117 yb
## 2153 2153 2151 16980118 dl
## 2154 2154 2152 16980131 none
## 2155 2155 2153 16980200 dl
## 2156 2156 2154 16980202 it
## 2157 2157 2155 16980207 dg
## 2158 2158 2156 16980210 yb
## 2159 2159 2157 16980212 dl
## 2160 2160 2158 16980215 dlorlif
## 2161 2161 2159 16980216 yb
## 2162 2162 2160 16980224 dlorlif
## 2163 2163 2161 16980225 dg
## 2164 2164 2162 16980226 dllif
## 2165 2165 2163 16980300 dl
## 2166 2166 2164 16980300 lif
## 2167 2167 2165 16980300 dl
## 2168 2168 2166 16980305 dlorlif
## 2169 2169 2167 16980316 yb
## 2170 2170 2168 16980319 dg
## 2171 2171 2169 16980323 roberts's
## 2172 2172 2170 16980328 yb
## 2173 2173 2171 16980330 yb
## 2174 2174 2172 16980331 yb
## 2175 2175 2177 16980400 lif
## 2176 2176 2173 16980401 clark's
## 2177 2177 2174 16980415 yb
## 2178 2178 2175 16980418 none
## 2179 2179 2176 16980425 yb
## 2180 2180 2178 16980500 lif
## 2181 2181 2191 16980500 dl
## 2182 2182 2179 16980503 dl
## 2183 2183 2180 16980504 yb
## 2184 2184 2181 16980505 dl
## 2185 2185 2182 16980510 lif
## 2186 2186 2183 16980510 yb
## 2187 2187 2184 16980512 dllif
## 2188 2188 2185 16980513 atcourt
## 2189 2189 2186 16980517 dl
## 2190 2190 2187 16980525 yb
## 2191 2191 2188 16980528 yb
## 2192 2192 2189 16980530 yb
## 2193 2193 2190 16980530 pepys's
## 2194 2194 2192 16980600 dl
## 2195 2195 2193 16980600 dl
## 2196 2196 2194 16980600 lif
## 2197 2197 2195 16980601 yb
## 2198 2198 2196 16980602 dl
## 2199 2199 2197 16980607 yb
## 2200 2200 2198 16980608 lw
## 2201 2201 2199 16980629 lw
## 2202 2202 2200 16980705 dl
## 2203 2203 2201 16980709 dl
## 2204 2204 2202 16980711 lif
## 2205 2205 2203 16980713 dlorlif
## 2206 2206 2204 16980808 richmond
## 2207 2207 2205 16980823 bf
## 2208 2208 2206 16980825 bf
## 2209 2209 2207 16980917 sf
## 2210 2210 2208 16981010 dldg
## 2211 2211 2209 16981018 dg
## 2212 2212 2210 16981029 city
## 2213 2213 2211 16981100 dl
## 2214 2214 2212 16981100 lif
## 2215 2215 2213 16981119 dl
## 2216 2216 2214 16981122 sh
## 2217 2217 2215 16981126 dl
## 2218 2218 2216 16981128 dl
## 2219 2219 2217 16981200 dl
## 2220 2220 2218 16981213 dllif
## 2221 2221 2219 16981222 yb
## 2222 2222 2220 16990104 yb
## 2223 2223 2221 16990105 lif
## 2224 2224 2222 16990106 lif
## 2225 2225 2223 16990128 dlordg
## 2226 2226 2224 16990130 none
## 2227 2227 2228 16990200 lif
## 2228 2228 2225 16990202 dl
## 2229 2229 2226 16990203 dl
## 2230 2230 2227 16990207 dl
## 2231 2231 2229 16990217 yb
## 2232 2232 2230 16990220 dlordg
## 2233 2233 2231 16990228 dl
## 2234 2234 2232 16990300 lif
## 2235 2235 2233 16990304 lif
## 2236 2236 2234 16990308 yb
## 2237 2237 2235 16990317 yb
## 2238 2238 2236 16990318 dl
## 2239 2239 2237 16990325 dlordg
## 2240 2240 2238 16990329 yb
## 2241 2241 2239 16990400 dl
## 2242 2242 2243 16990400 lif
## 2243 2243 2240 16990403 none
## 2244 2244 2241 16990408 lif
## 2245 2245 2242 16990410 lif
## 2246 2246 2244 16990415 dl
## 2247 2247 2245 16990422 dllif
## 2248 2248 2246 16990428 yb
## 2249 2249 2247 16990429 dl
## 2250 2250 2248 16990500 mf
## 2251 2251 2249 16990500 dl
## 2252 2252 2250 16990500 lif
## 2253 2253 2251 16990500 lif
## 2254 2254 2252 16990512 yb
## 2255 2255 2253 16990629 dl
## 2256 2256 2254 16990823 bf
## 2257 2257 2255 16990823 bf
## 2258 2258 2256 16990830 bf
## 2259 2259 2257 16990900 stjames
## 2260 2260 2258 16990912 dllif
## 2261 2261 2259 16991006 dl
## 2262 2262 2260 16991024 dl
## 2263 2263 2261 16991028 dl
## 2264 2264 2262 16991030 city
## 2265 2265 2263 16991104 atcourt
## 2266 2266 2264 16991107 lif
## 2267 2267 2265 16991109 dlorlif
## 2268 2268 2266 16991111 dl
## 2269 2269 2267 16991115 atcourt
## 2270 2270 2268 16991121 dl
## 2271 2271 2269 16991122 sh
## 2272 2272 2270 16991125 dg
## 2273 2273 2271 16991126 lif
## 2274 2274 2272 16991128 dl
## 2275 2275 2273 16991129 dg
## 2276 2276 2274 16991200 lif
## 2277 2277 2276 16991200 lif
## 2278 2278 2275 16991200 dl
## 2279 2279 2285 16991200 dl
## 2280 2280 2277 16991201 dg
## 2281 2281 2278 16991207 dg
## 2282 2282 2279 16991213 lif
## 2283 2283 2280 16991213 yb
## 2284 2284 2281 16991214 dl
## 2285 2285 2282 16991216 dl
## 2286 2286 2283 16991218 lif
## 2287 2287 2284 16991225 dllif
## 2288 2288 2286 17000103 dg
## 2289 2289 2287 17000104 dg
## 2290 2290 2288 17000105 dg
## 2291 2291 2289 17000106 dg
## 2292 2292 2290 17000109 lif
## 2293 2293 2291 17000111 dlorlif
## 2294 2294 2292 17000120 dlorlif
## 2295 2295 2293 17000123 dlorlif
## 2296 2296 2294 17000128 lif
## 2297 2297 2295 17000129 lif
## 2298 2298 2296 17000130 none
## 2299 2299 2299 17000200 lif
## 2300 2300 2297 17000200 dllif
## 2301 2301 2298 17000200 lif
## 2302 2302 2300 17000202 it
## 2303 2303 2301 17000203 dl
## 2304 2304 2302 17000210 dl
## 2305 2305 2303 17000213 dl
## 2306 2306 2304 17000219 dl
## 2307 2307 2305 17000227 lif
## 2308 2308 2306 17000300 dl
## 2309 2309 2318 17000300 lif
## 2310 2310 2307 17000301 ec
## 2311 2311 2308 17000305 lif
## 2312 2312 2309 17000306 lif
## 2313 2313 2310 17000307 lif
## 2314 2314 2311 17000308 ec
## 2315 2315 2312 17000309 lif
## 2316 2316 2313 17000311 lif
## 2317 2317 2314 17000312 dl
## 2318 2318 2315 17000312 lif
## 2319 2319 2316 17000313 dl
## 2320 2320 2317 17000315 ec
## 2321 2321 2319 17000319 yb
## 2322 2322 2320 17000320 yb
## 2323 2323 2321 17000325 none
## 2324 2324 2323 17000400 lif
## 2325 2325 2322 17000411 none
## 2326 2326 2324 17000418 dlorlif
## 2327 2327 2325 17000420 dlorlif
## 2328 2328 2326 17000429 dl
## 2329 2329 2327 17000430 dl
## 2330 2330 2328 17000501 dl
## 2331 2331 2329 17000502 dl
## 2332 2332 2330 17000508 yb
## 2333 2333 2331 17000513 dllif
## 2334 2334 2332 17000516 dl
## 2335 2335 2333 17000521 dllif
## 2336 2336 2334 17000530 dl
## 2337 2337 2335 17000601 dl
## 2338 2338 2336 17000603 dl
## 2339 2339 2337 17000614 dlandlif
## 2340 2340 2338 17000615 dl
## 2341 2341 2339 17000618 dl
## 2342 2342 2340 17000621 yb
## 2343 2343 2341 17000625 bf
## 2344 2344 2342 17000628 dl
## 2345 2345 2343 17000628 lif
## 2346 2346 2344 17000705 lif
## 2347 2347 2345 17000706 dl
## 2348 2348 2346 17000706 bf
## 2349 2349 2347 17000708 dl
## 2350 2350 2348 17000709 dl
## 2351 2351 2349 17000713 dl
## 2352 2352 2350 17000729 dllif
## 2353 2353 2352 17000800 bf
## 2354 2354 2351 17000806 dllif
## 2355 2355 2353 17000925 lif
## 2356 2356 2354 17001000 dl
## 2357 2357 2355 17001019 dl
## 2358 2358 2356 17001026 dl
## 2359 2359 2357 17001029 dl
## 2360 2360 2358 17001104 atcourt
## 2361 2361 2359 17001108 dl
## 2362 2362 2360 17001119 dl
## 2363 2363 2361 17001121 dl
## 2364 2364 2363 17001123 lif
## 2365 2365 2362 17001123 dl
## 2366 2366 2364 17001125 lif
## 2367 2367 2365 17001127 dl
## 2368 2368 2366 17001129 dl
## 2369 2369 2367 17001200 lif
## 2370 2370 2368 17001204 dl
## 2371 2371 2369 17001205 dl
## 2372 2372 2370 17001206 dl
## 2373 2373 2371 17001209 dl
## 2374 2374 2372 17001211 yb
## 2375 2375 2373 17001212 dl
## 2376 2376 2374 17001213 dl
## 2377 2377 2375 17001214 dl
## 2378 2378 2376 17001218 dl
## 2379 2379 2377 17001221 dl
## 2380 2380 2378 17001227 dl
## 2381 2381 2379 17001228 dl
## 2382 2382 2380 17010100 lif
## 2383 2383 2381 17010100 lif
## 2384 2384 2382 17010101 dl
## 2385 2385 2383 17010102 dl
## 2386 2386 2384 17010107 dl
## 2387 2387 2385 17010109 dl
## 2388 2388 2386 17010111 dl
## 2389 2389 2387 17010115 dl
## 2390 2390 2388 17010117 dl
## 2391 2391 2389 17010118 dl
## 2392 2392 2390 17010123 dl
## 2393 2393 2391 17010125 dl
## 2394 2394 2392 17010129 dl
## 2395 2395 2393 17010131 dl
## 2396 2396 2394 17010201 dl
## 2397 2397 2395 17010204 dl
## 2398 2398 2396 17010207 dl
## 2399 2399 2397 17010220 dl
## 2400 2400 2398 17010222 dl
## 2401 2401 2399 17010300 lif
## 2402 2402 2400 17010300 lif
## 2403 2403 2401 17010301 dl
## 2404 2404 2402 17010303 yb
## 2405 2405 2403 17010304 dl
## 2406 2406 2404 17010306 lif
## 2407 2407 2405 17010310 yb
## 2408 2408 2406 17010313 dl
## 2409 2409 2407 17010315 dl
## 2410 2410 2408 17010318 dl
## 2411 2411 2409 17010321 dg
## 2412 2412 2410 17010324 dl
## 2413 2413 2411 17010324 yb
## 2414 2414 2412 17010325 dl
## 2415 2415 2413 17010326 yb
## 2416 2416 2414 17010327 dl
## 2417 2417 2415 17010328 dg
## 2418 2418 2416 17010400 lif
## 2419 2419 2417 17010400 dl
## 2420 2420 2418 17010401 dl
## 2421 2421 2419 17010405 dl
## 2422 2422 2420 17010408 dl
## 2423 2423 2421 17010411 dg
## 2424 2424 2422 17010412 dl
## 2425 2425 2423 17010501 mf
## 2426 2426 2424 17010502 dl
## 2427 2427 2425 17010503 dl
## 2428 2428 2426 17010505 yb
## 2429 2429 2427 17010506 dg
## 2430 2430 2428 17010512 dl
## 2431 2431 2429 17010515 dl
## 2432 2432 2430 17010519 dl
## 2433 2433 2431 17010520 dl
## 2434 2434 2432 17010521 dg
## 2435 2435 2433 17010528 dl
## 2436 2436 2434 17010530 dl
## 2437 2437 2435 17010531 dl
## 2438 2438 2436 17010603 dg
## 2439 2439 2437 17010605 dl
## 2440 2440 2438 17010607 dl
## 2441 2441 2439 17010609 dl
## 2442 2442 2440 17010611 dl
## 2443 2443 2441 17010613 dl
## 2444 2444 2442 17010618 yb
## 2445 2445 2443 17010619 dl
## 2446 2446 2444 17010624 lif
## 2447 2447 2445 17010714 haw
## 2448 2448 2446 17010800 lif
## 2449 2449 2447 17010811 riw
## 2450 2450 2448 17010813 dl
## 2451 2451 2449 17010818 haw
## 2452 2452 2450 17010823 dl
## 2453 2453 2451 17010825 bf
## 2454 2454 2452 17010825 ha
## 2455 2455 2453 17010908 riw
## 2456 2456 2454 17010915 haw
## 2457 2457 2455 17011001 lif
## 2458 2458 2456 17011021 lif
## 2459 2459 2457 17011100 lif
## 2460 2460 2458 17011200 dl
## 2461 2461 2459 17011200 dl
## 2462 2462 2460 17011200 lif
## 2463 2463 2461 17011200 lif
## 2464 2464 2462 17011227 lif
## 2465 2465 2463 17020100 dl
## 2466 2466 2464 17020114 wh
## 2467 2467 2465 17020124 dl
## 2468 2468 2466 17020131 sh
## 2469 2469 2467 17020200 dl
## 2470 2470 2468 17020200 dl
## 2471 2471 2469 17020209 yb
## 2472 2472 2470 17020300 none
## 2473 2473 2471 17020425 cc
## 2474 2474 2472 17020500 dl
## 2475 2475 2473 17020501 sh
## 2476 2476 2474 17020502 dl
## 2477 2477 2475 17020505 mf
## 2478 2478 2476 17020507 sh
## 2479 2479 2477 17020511 haw
## 2480 2480 2478 17020512 shg
## 2481 2481 2479 17020521 cc
## 2482 2482 2480 17020525 cc
## 2483 2483 2481 17020600 lif
## 2484 2484 2482 17020601 haw
## 2485 2485 2483 17020603 dl
## 2486 2486 2484 17020609 dl
## 2487 2487 2485 17020622 lif
## 2488 2488 2486 17020630 pr
## 2489 2489 2487 17020702 yb
## 2490 2490 2488 17020707 dl
## 2491 2491 2489 17020711 dl
## 2492 2492 2490 17020725 ls
## 2493 2493 2491 17020727 haw
## 2494 2494 2492 17020818 dl
## 2495 2495 2493 17020820 dl
## 2496 2496 2494 17020822 dl
## 2497 2497 2495 17020824 bf
## 2498 2498 2496 17020824 bf
## 2499 2499 2497 17020918 dl
## 2500 2500 2498 17020924 lif
## 2501 2501 2499 17021005 lif
## 2502 2502 2500 17021007 lif
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## 24948 24948 24946 17491109 dl
## 24949 24949 24947 17491109 cg
## 24950 24950 24949 17491110 dl
## 24951 24951 24950 17491111 dl
## 24952 24952 24951 17491111 cg
## 24953 24953 24952 17491111 hay
## 24954 24954 24953 17491113 dl
## 24955 24955 24954 17491113 cg
## 24956 24956 24955 17491114 dl
## 24957 24957 24956 17491114 cg
## 24958 24958 24957 17491114 hay
## 24959 24959 24958 17491115 dl
## 24960 24960 24959 17491115 hay
## 24961 24961 24961 17491116 cg
## 24962 24962 24962 17491116 hay
## 24963 24963 24960 17491116 dl
## 24964 24964 24963 17491117 dl
## 24965 24965 24964 17491117 cg
## 24966 24966 24965 17491117 hay
## 24967 24967 24966 17491118 dl
## 24968 24968 24967 17491118 cg
## 24969 24969 24969 17491120 hay
## 24970 24970 24968 17491120 dl
## 24971 24971 24972 17491121 hay
## 24972 24972 24970 17491121 dl
## 24973 24973 24971 17491121 cg
## 24974 24974 24973 17491122 dl
## 24975 24975 24974 17491122 cg
## 24976 24976 24975 17491122 hay
## 24977 24977 24976 17491123 dl
## 24978 24978 24977 17491123 cg
## 24979 24979 24978 17491124 dl
## 24980 24980 24980 17491124 hay
## 24981 24981 24979 17491124 cg
## 24982 24982 24981 17491125 dl
## 24983 24983 24982 17491125 cg
## 24984 24984 24983 17491125 hay
## 24985 24985 24985 17491127 cg
## 24986 24986 24986 17491127 nwc
## 24987 24987 24984 17491127 dl
## 24988 24988 24988 17491128 cg
## 24989 24989 24987 17491128 dl
## 24990 24990 24989 17491128 hay
## 24991 24991 24990 17491129 dl
## 24992 24992 24991 17491129 cg
## 24993 24993 24992 17491129 hay
## 24994 24994 24993 17491130 dl
## 24995 24995 24994 17491130 cg
## 24996 24996 24995 17491130 hay
## 24997 24997 24996 17491201 dl
## 24998 24998 24997 17491201 cg
## 24999 24999 24998 17491202 dl
## [ reached 'max' / getOption("max.print") -- omitted 27618 rows ]The EventDate column contains the data information, but notice that R does not think it’s a date
class(london_stage_raw$EventDate)## [1] "integer"R thinks this is a character (dates encoded like '16591029'), because of the details of the data and the type guessing used by the process of reading in this data. This is not helpful for us, as we need to store this information as date type in order to explore the dates of this London stage data. We will use a function ymd() from the lubridate package to convert it (There are other similar functions in lubridate, like ymd_hms() if you have time information, mdy() if your information is arrangeed differently, etc)
library(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, unionlondon_stage <- london_stage_raw %>%
mutate(EventDate = ymd(EventDate)) %>%
filter(!is.na(EventDate))## Warning: 378 failed to parse.Getting years and months
This dataset on the London stage spans more than a century. How can we look at the distribution of stage events over the years? The lubridate package contains functions like year() that let us get year components of a date
year(today())## [1] 2020Let’s count up the stage events by year in this dataset
london_stage %>%
mutate(EventYear = year(EventDate)) %>%
count(EventYear)## EventYear n
## 1 1659 2
## 2 1660 58
## 3 1661 138
## 4 1662 91
## 5 1663 68
## 6 1664 53
## 7 1665 20
## 8 1666 30
## 9 1667 149
## 10 1668 147
## 11 1669 83
## 12 1670 26
## 13 1671 49
## 14 1672 41
## 15 1673 32
## 16 1674 54
## 17 1675 72
## 18 1676 58
## 19 1677 37
## 20 1678 20
## 21 1679 13
## 22 1680 31
## 23 1681 19
## 24 1682 57
## 25 1683 15
## 26 1684 22
## 27 1685 34
## 28 1686 40
## 29 1687 34
## 30 1688 24
## 31 1689 20
## 32 1690 30
## 33 1691 33
## 34 1692 41
## 35 1693 28
## 36 1694 36
## 37 1695 27
## 38 1696 27
## 39 1697 79
## 40 1698 60
## 41 1699 53
## 42 1700 85
## 43 1701 71
## 44 1702 60
## 45 1703 160
## 46 1704 307
## 47 1705 303
## 48 1706 278
## 49 1707 295
## 50 1708 205
## 51 1709 269
## 52 1710 320
## 53 1711 299
## 54 1712 281
## 55 1713 250
## 56 1714 272
## 57 1715 450
## 58 1716 438
## 59 1717 489
## 60 1718 443
## 61 1719 413
## 62 1720 474
## 63 1721 538
## 64 1722 527
## 65 1723 502
## 66 1724 515
## 67 1725 475
## 68 1726 485
## 69 1727 458
## 70 1728 488
## 71 1729 583
## 72 1730 790
## 73 1731 710
## 74 1732 721
## 75 1733 745
## 76 1734 832
## 77 1735 800
## 78 1736 733
## 79 1737 563
## 80 1738 434
## 81 1739 449
## 82 1740 522
## 83 1741 611
## 84 1742 561
## 85 1743 464
## 86 1744 510
## 87 1745 521
## 88 1746 533
## 89 1747 455
## 90 1748 493
## 91 1749 545
## 92 1750 447
## 93 1751 407
## 94 1752 454
## 95 1753 468
## 96 1754 524
## 97 1755 476
## 98 1756 470
## 99 1757 508
## 100 1758 518
## 101 1759 563
## 102 1760 531
## 103 1761 573
## 104 1762 517
## 105 1763 488
## 106 1764 483
## 107 1765 485
## 108 1766 473
## 109 1767 545
## 110 1768 552
## 111 1769 534
## 112 1770 613
## 113 1771 590
## 114 1772 533
## 115 1773 582
## 116 1774 566
## 117 1775 534
## 118 1776 544
## 119 1777 579
## 120 1778 571
## 121 1779 540
## 122 1780 567
## 123 1781 573
## 124 1782 598
## 125 1783 561
## 126 1784 574
## 127 1785 584
## 128 1786 546
## 129 1787 567
## 130 1788 557
## 131 1789 573
## 132 1790 560
## 133 1791 617
## 134 1792 550
## 135 1793 626
## 136 1794 574
## 137 1795 569
## 138 1796 582
## 139 1797 575
## 140 1798 560
## 141 1799 576
## 142 1800 406Looks to me like there are some big differences year-to-year. It would be easier to see this if we made a visualization
london_stage %>%
count(EventYear = year(EventDate)) %>%
ggplot(aes(x = EventYear, n)) +
geom_area(fill = 'midnightblue', alpha = 0.8) +
labs( y = 'Number of events',
x = NULL)
There was a dramatic increase in theater events between about 1710 and 1730. After 1750, the yearly count looks pretty stable.
Do we see month-to-month changes? The lubridate has a function very similar to year() but instead for finding the month of a date
london_stage %>%
ggplot(aes( x =month(EventDate))) +
geom_bar(fill = 'midnightblue', alpha = 0.8) +
labs( y = 'Number of events')
Wow, that is dramatic! There are dramatically fewer events during the summer months than the rest of the year. We can make this plot easier to read by making a change to how we call the month() function, with label = TRUE
london_stage %>%
ggplot(aes(x = month(EventDate, label = TRUE))) +
geom_bar(fill = 'midnightblue', alpha = 0.8) +
labs( x= NULL, y = 'Number of events')
When you use label = TRUE here, the information is being stored as an ordered factor
In this dataset, London playhouses staged the most events in Janurary.
What day of week has more events? The lubridate package has a function wday() package to get the day of the week for any date. This function also has a label = TRUE argument, like month()
london_stage %>%
ggplot(aes(x = wday(EventDate, label = TRUE))) +
geom_bar(fill = 'midnightblue', alpha = 0.8) +
labs( x = NULL,
y = 'Number of events')
London theaters did not stage events on Sunday or Wednesday. Who knew?
Time Differences
One of the most challenging parts of handling dates is finding time intervals, and lubridate can help with that!
Let’s look at the individual theaters (tabulated in TheaterId) and see how long individual theaters tend to be in operation
london_by_theater <- london_stage %>%
filter(TheatreCode != 'none') %>%
group_by(TheatreCode) %>%
summarise(TotalEvents = n(),
MinDate = min(EventDate),
MaxDate = max(EventDate),
TimeSpan = as.duration(MaxDate - MinDate)) %>%
arrange(-TotalEvents)## `summarise()` ungrouping output (override with `.groups` argument)london_by_theater## # A tibble: 233 x 5
## TheatreCode TotalEvents MinDate MaxDate TimeSpan
## <chr> <int> <date> <date> <Duration>
## 1 dl 18451 1674-03-26 1800-06-18 3983385600s (~126.23 years)
## 2 cg 12826 1662-05-09 1800-06-16 4358102400s (~138.1 years)
## 3 hay 5178 1720-12-29 1800-09-16 2515536000s (~79.71 years)
## 4 king's 4299 1714-10-23 1800-08-02 2706825600s (~85.77 years)
## 5 lif 4117 1661-06-28 1745-10-07 2659478400s (~84.27 years)
## 6 gf 1832 1729-10-31 1772-10-23 1356307200s (~42.98 years)
## 7 queen's 884 1705-04-09 1714-06-23 290476800s (~9.2 years)
## 8 marly 403 1750-08-16 1776-08-10 820022400s (~25.98 years)
## 9 bf 257 1661-08-22 1767-09-07 3346358400s (~106.04 years)
## 10 dg 235 1671-06-26 1706-11-28 1117843200s (~35.42 years)
## # ... with 223 more rowsWe have created a new dataframe here, with one row for each theater. The columns tell us
- How many theater events that theatered had
- The first date that theater had an event
- The last date that theater had an event
- The duration of the difference between those two
A duration is a special concept in lubridate of a time difference, but don’t get too bogged down in this. How did we calculate this duration? We only had to subtract the two dates, and then wrap it in the lubridate function as.duration().
Look at the data type that was printed out at the top of the column for TimeSpan it’s not numeric, or integer, or any of the normal data types in R. It say <Duration>
What do you think will happen if we try to make to make a histogram for TimeSpan?
london_by_theater %>%
filter(TotalEvents > 100) %>%
ggplot(aes(as.numeric(TimeSpan, 'year'))) +
geom_histogram()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
london_by_theater %>%
mutate(TimeSpan = as.numeric(TimeSpan, 'year'))## # A tibble: 233 x 5
## TheatreCode TotalEvents MinDate MaxDate TimeSpan
## <chr> <int> <date> <date> <dbl>
## 1 dl 18451 1674-03-26 1800-06-18 126.
## 2 cg 12826 1662-05-09 1800-06-16 138.
## 3 hay 5178 1720-12-29 1800-09-16 79.7
## 4 king's 4299 1714-10-23 1800-08-02 85.8
## 5 lif 4117 1661-06-28 1745-10-07 84.3
## 6 gf 1832 1729-10-31 1772-10-23 43.0
## 7 queen's 884 1705-04-09 1714-06-23 9.20
## 8 marly 403 1750-08-16 1776-08-10 26.0
## 9 bf 257 1661-08-22 1767-09-07 106.
## 10 dg 235 1671-06-26 1706-11-28 35.4
## # ... with 223 more rowsA number of these theaters had events for over a century!
If we wanted to see the number of months that each theater had events, we would change the argument.
london_by_theater %>%
mutate(TimeSpan = as.numeric(TimeSpan, 'month'))## # A tibble: 233 x 5
## TheatreCode TotalEvents MinDate MaxDate TimeSpan
## <chr> <int> <date> <date> <dbl>
## 1 dl 18451 1674-03-26 1800-06-18 1515.
## 2 cg 12826 1662-05-09 1800-06-16 1657.
## 3 hay 5178 1720-12-29 1800-09-16 957.
## 4 king's 4299 1714-10-23 1800-08-02 1029.
## 5 lif 4117 1661-06-28 1745-10-07 1011.
## 6 gf 1832 1729-10-31 1772-10-23 516.
## 7 queen's 884 1705-04-09 1714-06-23 110.
## 8 marly 403 1750-08-16 1776-08-10 312.
## 9 bf 257 1661-08-22 1767-09-07 1272.
## 10 dg 235 1671-06-26 1706-11-28 425.
## # ... with 223 more rowsWe can use this kind of transformation to see the relationship between the number of events and length of time in operation. Convert the Duration object to a numeric value in months in order to make a plot.
library(ggrepel)
london_by_theater %>%
mutate(TimeSpan = as.numeric(TimeSpan, 'month')) %>%
filter(TotalEvents > 10) %>%
ggplot(aes(x = TimeSpan, y = TotalEvents, label = TheatreCode)) +
geom_label_repel(family = 'IBMPlexSans') +
geom_point() +
scale_x_log10() +
scale_y_log10() +
labs( x = 'Months that theater was in operation',
y = 'Total events staged by theater')## Warning in grid.Call(C_textBounds, as.graphicsAnnot(x$label), x$x, x$y, : font
## family not found in Windows font database
It makes sense that theaters open much longer had many more events, but we can also notice which theaters are particularly high or low in this chart. Theaters high in this chart hosted many events for how long they were in operation, and theaters low in this chart hosted few events for how long they were open