Creating a dygraph of Ireland weather stations

Author

Jittrarast Toal

Published

January 7, 2025

Creating a four way dygraph of ireland weather staions through R language

1. Introduction

1.1 R language and environment for statistical computing and graphics

R language is widely used across a variety of disciplines including environmental detection, such as, flooding, rainfall, and other extreme events. R comes with many useful packages that are equipped with analysis, visualization, detection, and include model forecasting. One of the most important elements of the R statistical programme is the well-designed publication, Quarto, which provides an aesthetic presentation of journals and is reproducible. Moreover, researchers can embed their produced R code and visualization effects such as graphs through dygraph, plots through GGplot, and maps through the TMap package, enhancing in an impactful way the appearance of the journal. In this blog, rainfall datasets of Dublin, Belfast, Cork airport and University College Galway are used as an example of how to create rainfall dygrapghs and publish them through Rpub via R programme.

2. Data and method

2.1 Data

RainfallR.data is used and consists of 2 variables, weather stations and rain data. Four weather stations in Dublin, Belfast, Cork airport and University College Galway are selected for analysis along with rainfall data from the period of 1850-2014. Total rainfall data to be used for analysis and plotting dygraph is from a total of 600 months from all four weather stations. R packages, dplyr, tidyverse,sp, and rcolourbrewer; Dplyr is part of tidyverse package and aided with data manipulation and transformation through filtering, selecting and grouping along with pipe operator which acts as a conveyor belt to pass one function to another, making exhaustive data easy to manage and organise in a concise format.

2.2 Method

2.2.1. step one; time series graph with interactive window and rolling mean through dyRange selector.

The timeseries created start with the year 1850 and break down into monthly rainfall totals of twelve months through pull function. Timeframe was rechecked again to ensure data is corrected through pipe operator between rain_ts and window, with results beginning in 1850 for rainfall data and ending in 2014. A total of 1980 months, or 165 years, for all four stations. To create a time series graph, the dygraph package is downloaded. Instruct command rain time series pipe operator with dygraph, add window command with start year 1850 and end year 2014 with 12 months frequency, add value of height and width for a better visualization. Subsequently, use pipe operator command to chain rain timeseries with dygraph and with dyranegselector, the result is a pop-up window timescale at the bottom of the graph that the user can slide a cursor over and enlarge the time series in the graph. Lastly, add pipe operator to dyroller with a rollperiod of the total 1980 months to create roller mean, and connect to previous three functions.

2.2.2 step two; create four-way digraph with rolling mean

To create four-way dygraph, first, assign variables to values, and in this case the variable is Dublin weather station, and the value is rainfall data. Add pipe operator command to filter command to select the weather station which is Dublin airport and chain with group_by (year, month). Connect previous function through pipe operator to get a summary of rainfall sum by month, and discard NA values with na.rm. equal true, remove grouping after summarization to get the single result. Use pull command to extract rainfall column and turn it into a vector act as an input. Then connect previous functions with pipe operator again to time series, start year is 1850 with 12-month frequency. TS function is used to convert rainfall vector into time series object. Repeat the same steps for the remaining three weather stations.

However, as R programme is regularly updated and some packages may be out of date, also new packages emerge which have similar functions of chosen package, conflicts can arise. To avoid and reduce any conflict that may occur, filter and summarise command are used to ensure chosen package is a primary choice. For time efficiency and to minimize unforeseen problems, use function code to instruct R what we would like R to do, and in this case, repeat the previous queries and apply to each selected weather station. The final step is a combined time series for all four weather stations, using cbind command. As previously stated, to avoid unforeseen problems that may arise, ls() function to ensure all listed objects that we created are in the R environment. After checking, combine all timeseries of four stations by using dygraph which creates the graph consisting of all four weather stations monthly rainfall of period given above, including dyrangeselector.

3. Results

From the results, Cork and Galway Counties received more rainfall than Dublin and Belfast. It could be interpreted as Cork and Galway are geographically located along the coast line which is dominated by ocean along with numerous mountainous areas that enhance cloud formation to produce latent heat such as rain , along with wind direction where the dominant wind is a south-westerly wind. Once warm moist air from south-westerly direction encounter moist warm westerly wind from the Atlantic ocean, this could develop the formation of rain. While the east coast , such as Belfast and Dublin, are located along the Irish sea and the UK mainland, have a comparatively low potential for rain to develop due to the land-sea-air interaction.

4. Conclusion

R programme is very useful and time efficient method of analysis and visualization through the production of graphs, in a meaningful format. However, it may be complicated at times for inexperienced users to understand computer code and its functions along with understanding the varieties of packages to choose from. Nevertheless, the benefits in the form of data analysis and representation outweigh any negatives and of course use of the program becomes easier with experience. Overall R is a useful and powerful tool, providing valuable data in an easily understandable format.

Running Code

setwd("C:/Users/21723215/OneDrive - Maynooth University/Documents/Assisgnment2rainfall")
load("rainfall.RData")


# dplyr library 
library(tidyverse)  
Warning: package 'tidyverse' was built under R version 4.4.2
Warning: package 'ggplot2' was built under R version 4.4.2
Warning: package 'dplyr' was built under R version 4.4.2
Warning: package 'lubridate' was built under R version 4.4.2
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   3.5.1     ✔ tibble    3.2.1
✔ lubridate 1.9.3     ✔ tidyr     1.3.1
✔ purrr     1.0.2     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
# handle spatial data
library(sp)
# 'nice' color palettes
library(RColorBrewer)
# The rainfall data 
load("rainfall.RData")
rain %>% 
  summarise(Rainfall=sum(Rainfall),.by=c(Year,Month)) %>% 
  pull(Rainfall) %>% 
  ts(start=c(1850,1),freq=12) -> rain_ts
rain_ts %>% window(c(1850,1),c(2014,12))
           Jan       Feb       Mar       Apr       May       Jun       Jul
1850 2836.3000 4875.5000 4036.1000 3618.6000 3464.2000  412.5000 2791.2000
1851 3973.4000 2599.5000 1997.6000 3010.5000 3673.0000 2615.9000 3301.5000
1852 2029.5000 4165.4000 1401.1000 4273.1000 2370.6000 2543.1000 1193.6000
1853 2814.2000 2556.0000 2242.4000 2256.5000 3582.6000 1468.1000 1772.9000
1854 1963.7000 3335.7000 2815.3000 2716.8000 1772.6000 4026.8000 3003.7000
1855 2526.9000 1167.4000 2856.2000 4325.5000 1489.0000 2567.4000 1888.3000
1856 3013.6000 2071.7000 3815.9000 2951.2000 4578.1000 3183.5000 3875.3000
1857 2701.8000 1035.2000 3599.7000 4372.7000 3284.3000 3250.7000 2654.8000
1858 3134.2000 3396.8000 5013.1000 1789.6000 1721.2000 3135.5000 3173.8000
1859 3285.5000 2117.9000 2901.5000 3909.4000 3184.1000  731.0000 1077.3000
1860 3195.1000 2553.6000 3617.2000 2516.9000 5127.5000 4063.7000 2733.0000
1861 2625.3000 3174.8000 4504.3000 1965.3000 3406.2000 1399.0000 4863.8000
1862 3707.1000 4315.1000 3656.7000  880.2000 3609.6000 3388.4000 1657.5000
1863 1440.6000 2698.4000 4357.9000 3822.8000 2344.1000 1935.8395 2498.2981
1864 1073.9000  900.9000 1477.4000 2049.6000 1418.2000 1742.8000 1274.1000
1865 2302.1000 2116.0000 2240.2000 2003.9000 2533.0000 1975.3000 2343.7000
1866 1855.2000 1559.5000 3010.7000 2684.2000 2953.5000 2362.1000 4360.4000
1867 2027.5000 1143.0000  253.7000 2024.7000 2556.2000 2372.0000  745.6000
1868 1073.6000 2087.9000 2444.0000 3327.6000 1352.1000 2110.7000 1590.0000
1869 1331.2000 3748.4000 3507.4000 3061.3000 1210.8000 3102.5000 1606.9000
1870 3076.2000 2271.9000 1818.5000 2530.5000 3380.1000  718.8000 2071.9000
1871 3432.5000 1466.6000 2422.1000 3186.5000 2689.6000  980.8000 1378.9000
1872 1788.4000 3468.1000 2466.1000  621.7000 1186.7000 2923.9000 2518.6000
1873 2338.0000 1176.2000 1674.1000 1611.9000  244.2000 4345.1000 2732.2000
1874 1935.0000 2702.4000 1232.5000 1405.3000 4350.8000 2712.5000 1847.2000
1875 1842.1000  163.4000 1992.1000 1996.6000 2554.6000 4812.8000 2224.2000
1876 3364.5000 1009.7000 1541.1000 2792.0000 2013.1000 4004.4000 1631.1000
1877  913.1000 1316.0000 3184.9762 1182.8912 1530.6820 4858.8856  964.1000
1878  897.4000 2458.1000 1292.7000 2253.3000 2156.1000 3013.7000 2604.6000
1879 2616.4000 1904.4000 1500.5000 1731.7000 2237.3000 2292.9000 1351.3000
1880 2296.4000 2587.3000 2104.3000 1226.3000 2946.4000 1896.5000 2517.4000
1881  698.3000  589.2000 1553.9000 2486.5000 2992.7000 3681.8000  852.2000
1882 1927.7000 3377.1000 1691.0000 1891.0000 2658.3000 2297.8000 1688.2000
1883 1464.8000 2079.1000 1323.8000 2016.8000 2550.5000 2367.7000 1469.3000
1884 3298.4000  500.3000 3132.1000 2381.1000 1552.6000 2112.6000 2372.8000
1885 2375.3000 2169.3000 2440.9000  838.3000  421.7000 1057.5000 1479.0000
1886 1690.0000  497.3000 2538.0000  991.2000 2161.0000 3216.8000 2032.8000
1887 3266.1000 2394.9000 1445.5000 1618.1000 1899.2000 1323.6000 1439.6000
1888 2387.4000 2710.0000 2789.8000 2508.9000 2627.1000 3761.9000 2831.2000
1889 2867.3000 3358.7000  954.1000 2731.8000 2697.8000 1678.3000 2991.0000
1890  892.4000 2229.1000 1582.9000 1415.2000 2146.8000 1839.5000 3006.7000
1891  733.4939 1979.0537 2229.4212 3457.2000 1368.1000 1110.0000 1881.9000
1892 2673.3000 1409.7000  899.8000 2501.2000 1386.4000 1145.4000  904.8000
1893 2654.5000 1732.2000  970.9000 1549.9000  884.2000 2034.0000 2956.1000
1894 1666.8000 1129.7000 2254.3000 1568.8000 1243.8000 1397.0000 1863.9000
1895 1442.5000  887.8000 2800.2000 2744.0000 2465.4000 1669.9000 2027.9000
1896 1898.1000 1674.5000 3200.5000 1690.4000 1681.2000  861.4000 2621.7000
1897 1220.5000 2564.9000  651.8000 2051.7000 2429.5000 2161.6000 2661.5000
1898 1956.9000 2157.1000 1117.3000 2014.5000 2103.0000 1225.9000 2061.2000
1899 1372.8000 1710.4000 1075.1000  851.5000 2622.9000 1636.9000 1896.6000
1900 1787.5000  729.7000  828.5000  862.6000 2086.3000 1862.5000 3390.0000
1901  931.7000 1845.3000 1648.0000 2226.9000 1388.9000 1890.5000 1202.7000
1902 1853.9000  625.4000  860.1000  791.3000 1939.9000 1137.3000 1725.5000
1903 3032.6000 2576.8000 2608.7000 2448.2000  826.2000 2346.6000 1038.5000
1904 1982.2000 1685.7000 2627.4000 1182.1000  671.7000 1126.7000 3021.8000
1905 1492.1000 1124.2000 1754.6000  829.1000 2499.1000 1994.5000 3101.9000
1906 2512.4000 1487.3000 1314.1000 2777.9000 1163.3000 2673.7000 1742.8000
1907  972.9000 1698.4000  501.7000 1908.2000 3050.8000 1774.8000  935.0000
1908 2795.1000  969.7000 1918.4000 2567.9000 1898.5000 2192.0000 2808.7000
1909 2234.7000 2194.9000 1984.2000 1227.7000 1738.2000 1766.7000 1633.4000
1910 1625.0000 1404.0000  962.1000 2854.9000 1301.5000 1181.4000 2845.1000
1911 1240.9000 1154.0000 2606.3000 3305.8000 2122.8000 1192.2000 1137.2000
1912 1728.1000  830.9000  965.0000 1387.6000 2490.3000  759.0000 1195.8000
1913 1618.2000 2880.5000 1497.5000 1522.4000  795.7000 1415.4000 1629.2000
1914 2749.9000 1372.1000 1745.7000 1303.6000 1930.8000 1747.4000 1992.8000
1915  799.3000 1341.9000 2829.5000 2488.2000 2392.5000  658.9000 2417.0000
1916 1797.0000 2749.1000  798.1000 2186.0000 3101.0000  803.8000 2076.2000
1917 1698.2000 1708.0000 1752.8000 2062.7000  993.4000 1511.7000 1666.5000
1918 3154.5000 1646.7000 1056.8000 2266.5000 1173.9000 2417.9464 1422.3679
1919 1936.7000 2758.8000 1705.6000 1490.3000 2043.0000 1076.0000  911.3000
1920  649.5000 2230.4000  846.1000  875.6000  703.3000  789.2000 2040.1000
1921 2084.6000 3346.6000 3874.5000 2212.3000 3203.0000 2433.1000 1494.0000
1922  701.0000 2205.3000 1854.9000 1766.5000 1331.0000 1570.8000 1480.9000
1923 1890.2000 1850.7000 1702.2000 1369.7000 1386.4000 1225.5000 2784.8000
1924 1794.9000  788.2000 1222.0000 1658.5000 1507.3000 1137.5000 1658.2000
1925  391.1000 1906.4000 2332.5000 3621.1000 1436.3000 1485.8000 2919.9000
1926 1190.1000 2555.1000 1494.5000  888.7000  629.2000  328.7000 2007.7000
1927  770.0000 1530.8000 1339.9000 1586.6000 1090.1000 1646.5000 3229.1000
1928 1202.7000 1153.0000 1757.2000 2051.5000 2606.9000 2601.0000  744.2000
1929  935.6000 1011.8000  515.4000 1256.0000 1458.0000 1463.0000 1444.4000
1930 1992.6000 2385.4000 2691.0000 1234.6000 1635.8000 2541.0000 2298.7000
1931 2978.7000 3310.3000 1404.3000 1381.7000 1520.8000 2643.2000 2394.4000
1932 1831.2000 1354.6000 2273.3564 4919.2143 2051.8665 1448.2471 2584.8000
1933 1118.0000 1485.5000 2074.3000 1577.5000 1708.1000 4110.1000 2506.2000
1934 1019.8000 1561.1000 1038.6000 3705.0000 2204.2000 3350.5000 2049.7000
1935 3657.7000 1739.8000 3467.1000 2699.9000 2361.2000 1422.4000 2576.8000
1936 2252.2000 1854.2000 2851.6000 3110.2000 3711.8000 1515.8000  796.5000
1937 2495.8000 1229.3000 1619.4000 1743.5000 2032.7000 1892.6000 2220.9000
1938 1488.9000 1696.5000 2510.9000  856.9000 3134.3000 2664.8000 2340.2000
1939 1265.8000 2502.0000 2235.9000 2589.0000 2987.3000 1906.4000 1360.2000
1940 2381.0000 1886.2000 2332.6000 1543.8000 2427.9000 2859.6000 2203.5000
1941  825.7000 3224.9000 2234.3000  473.6000 2993.8000 2506.2000 3030.6000
1942 1802.1000 2160.0000 1292.4000 2081.2000  925.5000 1136.5000 2290.7000
1943 1866.6000 1126.2000 1812.7000  828.2000 2384.5000 1297.7000  508.0000
1944 3277.2000  594.2000 1460.4000 1630.7000 2525.4000 2195.0000 2297.8000
1945 1462.3000 1869.9000 1760.9000 2338.3000 1482.5000 1846.6000 1347.2000
1946 2709.6932 1662.0006 1298.8192 1906.4000 2416.2000 2752.0000 2072.0000
1947 2258.3000 3804.4000 4125.9000 1918.1000 3123.6000 1369.8000 3161.3000
1948 1869.9000 2892.3000 3793.3000 3011.9000 2038.9000 2583.2000 3537.6000
1949 2742.8000 1240.9000 2098.9000 1890.3000 2109.4000 2209.9000 4011.2000
1950 3475.6000 1498.4000 3734.2000 3320.7000 1698.5000 3369.8000 2466.2000
1951 2394.9000 2441.4000 1010.1000 3874.1000 1628.9000 3336.7000  927.3000
1952 2049.7000 1757.0000 2813.6000 2790.0000 3920.0000 2968.6000 1820.0000
1953 2155.2000 1554.7000 1302.2000 3148.6000 1787.1000 1111.3000 1770.9000
1954 2984.7000 1938.3000 1476.4000 3769.1000  694.4000 2454.2000 2602.7000
1955 1178.0000 3528.8000 2198.0000 3545.7000  803.8000 2986.1000 1792.7000
1956 2445.6000 1928.3000 1360.2000 1914.4000 2255.9000 1367.2000 2622.5000
1957 2974.8000 2666.0000  787.8000 2358.6000 1670.8000 2043.4000 4788.7000
1958  993.0000 3556.3000 1153.5000 2081.6000  326.0000 2768.8000 3929.3000
1959  431.1000 3069.8000 1625.4000 1768.8000 2510.3000 4398.6000 3710.9000
1960 1763.1000 1234.5000 1433.1000 1504.1000 1195.4000 1267.8000 2292.7000
1961 1594.6000 2862.8000 2420.4000  740.2000 3230.8000 1798.2000 2286.3000
1962 2690.0000 3727.2000 3142.8000 1981.6000 2318.3000 3040.8000 2120.4000
1963 2729.4000 2138.3000  830.6000 1376.3000 2133.4000 2072.9000 2533.2000
1964 2209.8000 2060.2000 1162.2000 3339.5000 2169.2000 2651.2000 2401.4000
1965  718.6000 1835.2000  629.7000 2677.5000 1567.5000 1235.4000 1379.2000
1966 2211.9000 2710.4000 4101.2000 1909.2000 1478.4000 2875.1000 1686.3000
1967 4022.5000 3890.4000 2659.3000 2571.4000 1897.4000 1478.5000 1632.9000
1968 4072.0000 1993.3000 2340.9000 1585.6000 4102.2000 3217.8000 1339.0000
1969 3497.9000  955.5000 2988.6000 3084.2000 3648.1000 1651.4000 1886.0000
1970 2766.0000 1048.0000  421.5000 2745.3000 4154.9000 3354.6000 2921.5000
1971 2850.2000 3153.2000 2484.3000 2437.1000  188.7000 2774.3000 2003.9000
1972 2183.4000 1662.7000  948.7000 1538.8000 2399.2000 4340.6000 3019.4000
1973 4066.0000 1319.1000 2704.3000 1236.1000 3389.2000 3125.4445 1557.6394
1974 4627.6000 1945.0000 2581.1000 2060.3000 2010.7000 2080.0000 1922.7000
1975 3617.5000 1729.3000 3622.5000 2303.6000 1045.3000 5177.6000 2774.3000
1976 3406.6000 2692.9000 1183.8000 2145.1000 2594.0000 2893.3000 2485.3000
1977 3379.1000 1624.8000 3545.9000 2242.5000 2035.8000 3082.4000 2607.3000
1978 2691.2000 1748.1000 3899.9000 1622.4000 1192.4000 3291.6000 3517.0000
1979 3106.3000 1408.0000 2959.1000 5154.9000 3490.9000 3017.9000  949.6000
1980 2636.9000 2299.2000 2187.3000 4311.8000 3147.7000 4011.6000 1389.3000
1981 1714.6000 4400.8000 2150.7000 4426.2000 2306.9000 1653.2000 3142.5000
1982 3928.9000 2207.1000 1331.5000 3642.8000 2200.4000 4346.3000 1472.7000
1983 2957.9000 1317.8000 3248.2000 2732.9000 1717.2000 3660.2000 4282.5000
1984 1705.6000 1377.9000 2961.2000 4471.1000 4145.0000 1252.1000 3507.5000
1985 1497.9000 2498.1000 3612.6000 3758.3000 3675.1000 4465.9000 3132.5000
1986 2252.7000 3934.3000 1628.1000 4499.6000 3265.3000 4976.6000 1543.8000
1987 3247.1000 2010.2000 3941.5210 2567.0007 4019.5404 3457.9677 2828.5000
1988  982.9000 2392.1000 1715.8000 2999.6000 2273.0000 2862.4000 2194.0000
1989 2733.7000 2575.7000 1733.2000 2000.1000 3629.6000 1879.3000 2967.0000
1990 3335.5000 3667.9000 3708.6000 3174.6000 2431.5000 1858.9000 2281.4000
1991 3358.2000 1633.4000 2911.2000 3544.9000  870.6000 3189.4000 3066.9000
1992 1880.9000 2847.8000 1811.8000 2317.0000 1842.2000 1243.7000 2868.7000
1993 4072.1000 2483.6000 2435.8000 1830.1000 2626.8000 2771.2000 1264.3000
1994 3651.7000 4023.5000 3029.7000 4937.7000 1543.7000 1261.5000 1095.6000
1995 3484.7000 4187.8000  605.8000 2016.0000 4008.0000  854.2000 3416.2000
1996 1992.0000 2607.1000 3625.5000 2193.0000 1667.4000 1099.0000 1727.7000
1997 1787.7000 4026.3000 1809.6000 2017.0000 3137.7000 2764.6000 4145.4000
1998 2236.3000 3010.6000 2876.9000 3223.2000 2704.6000 2215.7000 4067.0000
1999 1387.1000 1500.5000 1869.4000 3017.8000 3290.5000 2121.2000 2557.7000
2000 4510.6000 1487.9000 4683.4000 3128.3000 1354.5000 2476.9000 3557.1000
2001 3006.5345 1850.6969 4006.0357 2600.1000 1719.2000 5205.9000 1209.3000
2002 2897.3000 2209.8000 1961.7000 3167.6000 2368.6000 2044.2000 3180.3000
2003 1902.0000 4867.8000  885.0000 3058.9000 1653.6000 5125.8000 2959.0000
2004 1425.8000 2915.1000 1168.5000 3653.2000 2120.3000 3549.7000 2726.7000
2005 3875.9000 4139.4000 3497.0000 2376.9000 4619.2000 3536.4000 2962.0000
2006 3257.0000 2909.3000 3018.9000 2892.1000 4881.3000 3217.9000 2018.0000
2007 4021.3000 2602.4000 2295.4000 2775.7000 2471.7000 4143.0000 2142.1000
2008 1926.3000 4174.4000 1489.8000 4709.8000 2161.7000 3182.4000 1931.2000
2009 1808.0000 3021.3000 3435.6000 3408.7000 2649.7000 4973.8000 2880.1000
2010 3469.0000 4037.1000 2818.2000 3272.7000 5043.9000 3152.4000 2236.9000
2011 1873.7000 3758.5000 2922.5000 1403.5000 1383.4000 3212.4000 2709.7000
2012 4133.7000 2937.8000 3184.8000 3439.4000 3793.6000 2951.3000 3103.6000
2013 1580.5000 2170.7000 4677.5000 3974.0000 2353.5000 1299.7000 3220.9000
2014 2233.5000 2236.6000 2066.7000 4261.3000 3078.6000 1842.6000 2634.4000
           Aug       Sep       Oct       Nov       Dec
1850 2430.8000 1535.5000 2245.3000 4114.5000 2221.6000
1851 3738.1000 2666.2000 3148.3000 3822.1000 3999.5000
1852  912.6000 2004.4000 4179.5000 3624.0000 2454.8000
1853 2206.7000 3296.4000 2584.5000 1219.5000 1826.9000
1854 1883.6000 3378.9000 1176.1000 2110.2000 1820.0000
1855 1552.1000 2550.5000 2913.8000 3606.3000 2762.0000
1856 1409.6000 3886.8000 2083.9000 3049.9000 2331.6000
1857 2657.5000 3758.3000 4394.1000 2722.2000 2205.1000
1858 1007.8000 1985.7000 2796.8000 2670.5000 3177.0000
1859 3485.1000 2912.2000 2115.2000 3035.7000 4354.3000
1860 2616.1000 2815.0000 2373.1000 2925.9000 1575.3000
1861 2230.1000 3383.4000 2583.9000 1666.9000 3330.0000
1862 1839.8000 3790.9000 2044.6000 3085.6000 3203.4000
1863 3583.7946 4235.0197 2158.9000 1379.9000 2311.2000
1864 1302.3000 2257.6000 1038.1000 1183.6000 1279.2000
1865 2940.2000 1097.5000 2016.1000 1327.0000 3360.9000
1866 3916.5000 3174.8000 2063.9000 1185.6000  643.0000
1867 1411.9000 1813.0000 1978.5000 2501.8000 2687.4000
1868 1681.2000 1328.2000 3635.1000 2044.4000 2633.5000
1869 1671.3000 1178.8000 2718.3000 4353.2000 1206.7000
1870  183.7000 2195.9000  206.7000 2577.9000 2080.0000
1871  923.7000 2571.1000 2199.0000 1798.0000 1689.5000
1872  879.7000 2310.1000 3025.3000  756.8000 2390.2000
1873  967.1000 1485.1000 2865.8000 1478.8000 2511.8000
1874 2971.5000 2222.6000 2802.9000 1485.1000 2123.3000
1875 1789.3000  691.5000 3849.6000 3501.9000 2739.6000
1876 1307.5000 1285.5000 1366.2000 2696.1000 1449.0000
1877 1997.9000 1116.0000 2088.0000  933.4000 2150.8000
1878 2518.4000 2204.9000 1966.1000 2507.9000 2083.1000
1879 1016.0000 2780.2000 2154.0000 1158.3000 1378.1000
1880 1131.5000 2457.8000 1261.6000 2446.4000 1211.6000
1881 1317.9000  643.5000 2014.9000 1679.9000 4215.1000
1882 1415.4000 3064.8000 2664.6000 3137.3000  778.0000
1883 1763.5000  903.6000  674.5000 1060.9000 2737.8000
1884 1136.6000 1845.3000 2358.0000 1186.7000 1991.6000
1885 4620.7000 1870.4000 1438.5000 1438.9000 2145.6000
1886 2392.9000 2085.9000  546.7000 2243.0000 3550.4000
1887 1462.5000 2272.0000  847.5000 1296.9000 1233.9000
1888 2532.1000 1618.7000 2675.6000 3028.0000 2539.2000
1889 2448.0000 2654.1000  910.1000 2272.4000 1492.9000
1890 2006.3000 2838.7000 1218.4000 2153.4000  984.5485
1891  469.0000  916.6000 1905.5000 2967.8000 3588.3000
1892 1708.8000 2426.3000 1727.9000 1833.1000 1024.8000
1893 1885.6000 1761.5000 2517.0000 1130.6000 2940.2000
1894 1146.3000 1535.9000  816.0000  745.7000 2689.9000
1895 1826.7000 1228.7000 1511.9000 1947.6000 1311.0000
1896 1144.3000 1393.7000 2371.1000 1212.1000  971.9000
1897 1581.7000 1216.0000 1702.7000  854.2000 1328.7000
1898  133.1000 1205.6000 2447.1000 1133.9000 1562.2000
1899 2225.1000 1242.1000 1606.6000 1821.9000  716.6000
1900 1612.1000 1935.0000 1817.9000 2026.7000 3579.3000
1901  934.9000 1533.7000  722.2000 1813.9000 1359.0000
1902 1852.7000 1839.9000 1056.2000 2089.2000 1299.9000
1903 3099.5000 2301.9000 1998.5000 2074.5000 2552.6000
1904 1419.8000 1137.1916 1910.4420 2008.8302 1507.4287
1905 1343.9000 2160.3000  407.1000 2535.1000  456.2000
1906 2387.0000 1862.8000  657.6000 1418.5000 1440.6000
1907 1669.6000 1931.6000 1558.2000 1797.2000 1811.1000
1908 1250.2000 1806.5000  457.5000  279.1000 1195.0000
1909  931.8000 2475.9000 2617.9000 1860.1000 1299.8000
1910 2191.2000 1607.8000 1967.1000 2587.9000 1513.7000
1911 1907.5000 1333.5000 2942.6000 2242.1000 2107.6000
1912 1721.3000 2819.6000 2587.9000 1139.8000 2461.4000
1913 1496.0000 2608.3000 2292.0000 1118.2000 1487.8000
1914 2057.7000 2186.5000 3312.1000 1609.1000 2354.1000
1915  712.2000  605.3000 2721.9000  881.4000 3883.3000
1916  522.1000  931.8000  192.8000 1393.9000 3375.4000
1917 1004.9000 3487.1000 2800.3000 1188.4000 2156.5000
1918 2138.3375 2225.9355 1362.4000 2537.1000 4484.9000
1919 3859.2000 2483.9000 2284.7000 2096.6000 1999.2000
1920 2763.0000 1249.0000 1075.5000 2371.0000 1296.2000
1921  657.8000  756.8000 1100.9000  372.1000 3047.9000
1922 1768.6000 2989.1000 1942.1000 1506.9000 2942.3000
1923 1274.5000 1339.4000 2720.7000 1376.7000 3613.7000
1924 1342.3000  209.8000 1172.1000  728.1000 2457.5000
1925 1020.8000 1655.7000 1282.9000 3347.6000 2230.3000
1926 1455.1000 2718.8000 2483.4000 3072.2000 2275.7000
1927 1952.9000 1176.4000 3198.3000 1572.3000 1787.3000
1928 1653.0000 1718.1000 1253.2000 1976.4000 1793.4000
1929 2102.8000 2129.3000 3285.3000 1389.3000 1126.6000
1930  984.6000 2392.3000 1384.1000  792.3000 1019.1000
1931 2061.1000 1296.7000  744.8000 3532.0000 2548.4000
1932 2258.3000 1716.0000 2512.3000 2565.2000 2102.2000
1933  668.3000  993.3000 2131.1000 1193.1000 2488.8000
1934 1976.2000 1298.0000 2069.5000 1012.7000 2996.7000
1935 1789.7000 3496.2000 1591.8000 1828.0000 1340.3000
1936 1924.6000 1884.0000  833.7000 2016.9000 3246.8000
1937 2008.6000 2932.8000  606.4000 2134.2000 3355.0000
1938 1981.7000 2693.9000 2231.8000 1994.4000 2435.6000
1939  685.9000 4238.5000 2928.7000 3352.4000 2978.3000
1940 2300.2000 1770.7000 1557.1000 3152.6000 1723.4000
1941 1578.4000 3623.7000 2033.6000 1764.5000 1769.9000
1942 1658.1000 1485.1000 1705.3000 2213.0000 1762.2000
1943  637.4000 1047.0000 2174.4000 1703.7000 1188.1000
1944 2157.4000 1611.5000 1925.1000 2093.3000 1103.5000
1945 3324.7000 3095.9000 4367.3000 3498.5000 1528.4744
1946 1512.0000 2623.8000 2191.6000 1658.8000 1737.7000
1947 2800.3000 2145.0000 3253.3000 1065.6000 1510.5000
1948 2870.8000 3064.7000 1299.0000 3258.4000 2270.0000
1949 2117.9000 4031.8000 4116.0000 2843.5000 2216.8000
1950 1904.7000 3763.4000 2855.2000 3935.0000 2176.8000
1951 3145.5000 2080.0000 2112.8000 4892.0000 1907.6000
1952 2207.5000 3471.2000 3473.1000 2931.3000 3967.7000
1953 2234.8000 1260.0000  454.4000 2341.0000 3118.1000
1954 3802.1000 3364.6000 2500.9000 2399.9000 1977.3000
1955 2803.0000 2594.3000 2770.6000 2345.3000 2014.8000
1956 2451.5000 1203.5000  299.4000 2369.3000 2439.6000
1957 4367.4000 2091.9000 3013.6000 2645.8000 1787.0000
1958 2068.3000 2736.7000 2044.6000 2649.8000 1547.6000
1959 1091.8000 1629.9891 3563.2141 1670.2534 3185.3696
1960 2265.2000 2132.5000 3310.5000 1308.1000 4367.8000
1961 3981.5000 2045.5000 2083.4000 3114.7000 2361.3000
1962 1858.9000 2294.0000 3351.6000 1804.8000 3599.3000
1963 1456.1000  408.7000  711.3000 3980.5000 1933.3000
1964 1316.5000  861.8000 1001.2000 3784.5000 1576.8000
1965 1417.8000 4351.0000 1838.8000 1663.3000 1040.8000
1966  801.9000 2890.7000 1941.8000 2101.3000  846.8000
1967  800.0000 2899.2000 2409.6000 3322.3000 2302.8000
1968 2695.5000 3231.8000 2074.0000 3064.9000 4149.7000
1969 2401.6000 2096.3000 3372.4000 3606.1000 1135.3000
1970 1713.4000 1708.1000 1497.7000 3416.1000 4141.7000
1971 1497.1000  992.9000 1974.0000 2443.9000 3373.9000
1972 1654.2000  981.4000 1429.0000 2547.6000 2164.3000
1973 1305.8861  440.6565 1567.8000 2834.2000 2217.7000
1974 1917.2000 2480.0000 3810.5000 4317.1000 2434.8000
1975 3499.0000 2817.0000 3447.7000 4327.8000 3369.5000
1976 1827.9000 2880.4000 3773.4000 1747.7000 1623.9000
1977 2524.6000 2252.7000 3088.4000 1446.4000 3330.3000
1978 1511.9000 3960.1000 1748.3000 2765.7000 2105.3000
1979 3258.8000 2158.3000  977.7000 3077.8000 2510.7000
1980 2784.3000 2198.4000 2957.6000 2861.1000 1832.6000
1981 3477.0000 2636.2000 1717.4000 1792.1000 2670.4000
1982 1847.4000 2752.6000 1798.0000 3649.7000 3505.6000
1983 3236.9000 1297.0000 2030.9000 2138.8000 1660.0000
1984 3617.8000 2654.9000 3915.1000 3075.8000 3057.7000
1985 1408.0000 1563.6000 1742.2000 4101.3000 4231.4000
1986 4167.4000 3652.1000 3641.0000 1304.3000 3808.9000
1987 1134.3000 5581.2000 2651.1000 1866.0000 1230.0000
1988 3101.2000 3914.0000 4033.1000 2229.0000  812.2000
1989 2963.5000 3280.4000 4059.8000 1651.4000  713.8000
1990 2361.0000 3231.4000 1436.9000 4294.2000 2576.4000
1991 2322.5000 4094.1000 2410.9000 3619.0000 1829.7000
1992 3271.7000 1884.0000 3010.0000 2942.1000 2230.1000
1993 2440.5000 2778.6000 1827.0000 3635.2000 2542.0000
1994 3203.7000 2754.5000 1729.3000 3983.3000 4838.6000
1995 3366.2000 2351.0000 2562.0000 2338.7000 3839.6000
1996 3048.6000 4176.8000 1907.0000 2018.6000 4263.9000
1997 2418.6000 3369.1000 3057.4000 2469.8000 2247.2000
1998 1124.2000 3653.0000 2304.9000 3459.7000 1978.2000
1999 3406.1000 3163.3000 4061.2000 3258.1000 2563.9000
2000 1873.8000 2009.2000 6122.1000 3397.5000 3565.6582
2001 2373.3000 2185.4000 2883.2000 1610.4000 3527.7000
2002 2959.9000 1567.8000 4820.1000 3554.6000 1902.2000
2003 1684.1000 1411.4000 2480.2000 3135.2000 2905.7000
2004 1756.6000 3970.7000 1869.3000 2916.3000 2428.8000
2005 2410.1000 2605.1000 2077.2000 1896.0000 2250.4000
2006 5275.9000 4257.6000 2339.3000 1780.3000 3628.8000
2007  778.0000 2626.7000 2875.8000 5478.6000 2928.2000
2008 3099.3000 2099.5000 2865.0000 1560.8000 3501.5000
2009 2480.3000 4057.3000 2618.7000 2195.6000 3198.9000
2010 2572.1000 1308.4000 3561.8000 3991.4000 3035.7000
2011 2290.8000 1024.9000 2549.6000 3075.6000 5658.8000
2012 4481.8000 2518.4000 1821.2000 2977.7000 3024.2000
2013 3389.2000 4820.7000 3965.4000 1506.3000 2822.9000
2014 1563.7000 3141.8945 3150.6091 4224.8872 2153.8520
library(dygraphs) 
Warning: package 'dygraphs' was built under R version 4.4.2
rain_ts %>% dygraph()  
rain_ts %>% 
  window(c(1850,1),c(2014,12)) %>%
  dygraph(height=300,width=960) 
rain_ts %>% dygraph() %>% 
  dyRangeSelector()
start(rain_ts)  
[1] 1850    1
end(rain_ts)    
[1] 2014   12
rain_ts %>% dygraph(width=960,height=330) %>% 
  dyRangeSelector() %>% dyRoller(rollPeriod = 1980)
library(dplyr)
library(dplyr)

dub_ts <- rain %>% 
  filter(Station == "Dublin Airport") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)
bel_ts <- rain %>% 
  filter(Station == "Belfast") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)
galway_ts <- rain %>% 
  filter(Station == "University College Galway") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)
cork_ts <- rain %>% 
  filter(Station == "Cork Airport") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)
# Example code to create the beldubcorkgalway_ts object
beldubcorkgalway_ts <- data.frame(
  Year = 1850:2014,
  Rainfall = runif(1980, min = 0, max = 1980) 
)

# Convert to time series
beldubcorkgalway_ts <- ts(beldubcorkgalway_ts$Rainfall, start = c(1850, 1), frequency = 12)
# Install conflicted package if not already installed
if (!requireNamespace("conflicted", quietly = TRUE)) {
  install.packages("conflicted")
}
# Load conflicted package
library(conflicted)
Warning: package 'conflicted' was built under R version 4.4.2
conflicts_prefer(dplyr::filter)
[conflicted] Will prefer dplyr::filter over any other package.
conflicts_prefer(dplyr::summarise)
[conflicted] Will prefer dplyr::summarise over any other package.
library(dplyr)

# Ensure you're using dplyr's functions and avoid conflicts
conflicts_prefer(dplyr::filter)
[conflicted] Removing existing preference.
[conflicted] Will prefer dplyr::filter over any other package.
conflicts_prefer(dplyr::summarise)
[conflicted] Removing existing preference.
[conflicted] Will prefer dplyr::summarise over any other package.
# Process data for Dublin Airport
dub_ts <- rain %>% 
  filter(Station == "Dublin Airport") %>%  # Filter data for Dublin Airport
  group_by(Year, Month) %>%  # Group by Year and Month
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>%  # Sum Rainfall
  pull(Rainfall) %>%  # Extract the Rainfall values as a vector
  ts(start = c(1850, 1), freq = 12)  # Convert to time series

# View the result
dub_ts
       Jan   Feb   Mar   Apr   May   Jun   Jul   Aug   Sep   Oct   Nov   Dec
1850  75.8  47.8  18.5  97.5  58.6  43.6  66.0  41.2  54.2  40.4  60.0  81.1
1851 112.0  26.2  63.1  44.4  29.3  78.5  70.5  55.2  24.6  88.0  27.5  23.5
1852  80.3  70.5  18.2  30.4  93.0 162.2  56.0  97.2  78.2  78.7 156.1  97.2
1853  74.7  52.3  71.7  44.8  22.7  58.9  49.9  81.3  35.5 123.7  40.3  52.3
1854 101.1  15.7  18.4  15.7  69.3  93.6  58.1  29.1  33.1  45.9  76.8  51.2
1855  11.3 101.2  38.6  12.6  42.1  52.1  81.2  65.5  41.9 113.8  43.1  32.6
1856  58.4  36.5   9.2  41.8 121.2  62.8  47.3  72.3  83.9  32.6  17.1  51.5
1857  51.5  29.2  50.5  86.8  34.7  87.8  51.8  40.2  33.1  58.1  51.3  13.7
1858  31.8  15.0  33.1 112.8  35.5  40.2  87.8  33.9  66.8  79.9  24.7  50.5
1859  38.6  13.9  55.5  99.4  15.8  36.5  29.7  36.8  66.0  34.2  73.9  67.6
1860  91.5  15.8  54.9  54.4  79.4 109.6  65.2 107.5  59.7  51.8  70.5  58.1
1861  44.7  68.4  81.8  36.5  15.2  71.8 129.3  83.1  77.8  45.7  41.5  26.8
1862  76.5   9.7  79.9 110.2  72.6  68.1  94.4  35.0  46.8  82.3  64.4  53.6
1863  56.8  15.5  29.9  31.2  38.9  62.7  23.2 106.4  72.8 153.4  59.2  54.4
1864  33.3  25.6  75.3  20.9  45.7  41.2  25.6  34.3  49.4  72.6  87.4  41.5
1865  45.9  74.4  40.3  34.7  94.7  24.3  52.5 110.9   2.7  88.8  94.7  89.1
1866  61.1  51.7  88.0  51.2  58.7  96.3  38.1  57.6  78.7  30.9  48.5  49.1
1867  71.2  48.5  95.2  58.9  65.6  13.3  71.5  58.9  30.4  83.7  21.6  21.3
1868  78.7  36.5  50.4  37.9  29.3  17.6  16.8 110.7  83.5  29.6  41.6 120.3
1869  96.8  45.9  70.1  42.9 139.0  18.7  19.2  33.3 111.5  36.5  71.5  73.6
1870  38.4  45.9  55.5  20.3  31.2  26.1  34.9  44.5  70.1 159.2  31.2  63.7
1871 100.5  39.5  47.7  92.0   7.7  65.6 132.5  38.1  37.3  94.7  31.7  30.9
1872  77.1  50.9  89.9  74.9  48.0  82.7  29.9  88.5  81.3 119.2  90.7 121.9
1873  76.0  14.4  72.0  10.9  30.1  32.0  97.6 115.7  65.1  85.3  61.1  20.5
1874  60.5  49.6  30.1  28.8  53.1  17.9  60.8 135.8  65.3  79.2  86.4  74.7
1875  54.1  94.9  32.8  25.3  27.7  80.5  80.8  62.4  85.3 177.9 102.7  50.9
1876   8.2  78.0  58.2  69.5  27.7  39.3  40.0  59.5  81.8  94.4  86.7 163.4
1877 101.3  41.3  66.2  99.0  55.2  28.0  85.2  95.2  33.4  45.2  69.3  51.1
1878  31.7  37.1  29.9  63.2 112.7 139.0  19.1 116.5  42.8  49.2  37.9  59.8
1879  36.9  82.0  50.3  38.2  55.9 109.3 115.8  75.5  63.4  34.0  38.7  33.5
1880  17.5  64.8  91.4  48.3  20.1  72.6 137.2  33.5  50.3 200.9 103.6  80.0
1881  43.7  76.2  38.1  36.3  51.1  64.3  40.6 131.3  33.3  99.6  66.3  39.4
1882  39.9  55.6  71.1  92.5  54.6  62.0 104.1  60.5  75.4  76.7  99.1  94.2
1883  68.6  71.6  25.9  41.9  55.6  47.2  74.4  95.5  84.3  55.4  89.9  41.1
1884  71.1  69.1  37.3  36.8  38.1  38.1  64.5  24.4  32.0  27.9  45.7  54.9
1885  51.8  42.2  42.9  53.8  52.3  26.7  33.5  69.8  75.7  84.6  45.2  18.5
1886  87.1  44.4  53.3  39.1 125.0  25.1  51.8  32.5  81.5 119.4  56.6  81.5
1887  39.6  18.3  37.6  37.1  27.2   3.8  25.1  32.0  47.0  28.4  82.8  35.3
1888  26.9  23.1  99.8  46.0  23.6  97.3 127.5  38.6  17.3  32.8 137.9  58.7
1889  39.6  57.9  25.1  59.9  48.3   2.5  63.0 164.6  25.7 119.6  29.7  48.0
1890  68.3  16.5  75.7  35.1  48.8  51.6  54.6  77.0  51.8  22.4 101.3  43.9
1891  22.6   1.5  26.7  32.8  67.8  60.2  44.7 121.4  64.0  72.6  67.1  89.2
1892  54.6  49.0  27.7  35.3 108.5  41.7  63.0 103.1  73.2  69.3  73.4  40.9
1893  61.5  72.4  11.7  19.8  54.4  51.1  74.2  64.0  21.8  30.2  43.9  65.0
1894  65.5  59.7  39.4  73.4 105.4  45.2 101.1  94.0   5.1  92.2  38.6  48.8
1895 112.3  26.2  67.3  40.4   7.1  67.1 126.7 121.9  14.7  72.9  76.2  96.5
1896  27.4  32.8  97.8  29.0  10.2  39.4 133.6  34.8 122.4  68.6  20.3 115.1
1897  70.4  39.4  84.3  67.8  27.9  76.2  38.9 114.0  65.8  44.2  96.0  57.1
1898  51.3  42.7  31.5  59.2  85.9  49.5  25.1  96.8  45.2 102.9 139.7  28.4
1899  65.0  35.8  23.4  51.3  54.4  40.1  79.2  71.1  79.2  43.9  47.5  93.7
1900  72.6  81.5  25.7  41.9  52.3  94.0 116.6 156.7  30.2  87.4 132.1  54.4
1901  76.7  28.4  47.8  20.6  26.4  33.8  48.5  71.1  72.9  70.9 103.4  53.8
1902  43.4  37.6  42.2  32.5  74.4  72.4  67.1  60.2  67.1  69.3  64.8  41.1
1903  89.7  53.1  96.5  26.7  55.6  46.5 131.3  94.7  72.6  59.4  63.2  46.2
1904  65.0  83.8  58.4  34.3  59.4  37.3  36.6  71.1  39.1  16.5  35.8  39.1
1905  36.6  22.9  65.3  58.2  31.5  27.4  24.1 164.6  29.7  34.5  94.7  31.7
1906  91.2  49.3  41.1  39.9  64.8  39.1  31.2  47.8  18.8  77.5  48.3  53.3
1907  14.5  34.0  61.0  62.0  70.4  77.5  54.6  72.9  11.7 132.1  59.9  55.1
1908  58.9  46.2  53.8  57.4  45.5  35.6  56.9  72.9  78.2  36.1  32.8  45.5
1909  37.8  17.3  74.9  93.2  28.4  48.5  73.2  34.5  47.8  82.8  37.8  94.7
1910  77.5  70.6  17.0  60.2  62.5 130.8  55.9  72.9  15.0  40.1  78.2 120.6
1911  22.1  35.1  42.7  32.3  30.0  39.1  56.4  31.7  32.3  90.2  95.0  83.6
1912  75.4  39.6  55.9  30.0  30.2  86.1  83.3 139.2  10.7  40.6  43.4  52.3
1913  99.1  18.3  63.0  69.8  76.2  35.3  20.3  18.5 104.1 112.5  56.9  48.5
1914  32.8  56.1  48.5  23.6  53.6  28.7  59.4  97.8  31.2  42.4  97.3 165.6
1915  75.2  75.9  21.6  41.1  40.6  37.6 139.7  58.4  23.4 102.4 101.1 124.5
1916  48.0  93.2  91.4  53.1 106.9  28.4  61.5  76.2  56.4 167.6 159.0  77.5
1917  33.5  49.0  65.5  36.6  73.9  31.7  42.9 185.2  43.4  84.3  49.3  69.1
1918  40.9  52.1  32.5  51.6  56.4  30.5  98.6  56.6 124.2  69.1  57.1  76.5
1919  73.7  37.3  63.8  30.2  46.5  61.7  28.7  55.9  50.5  52.8  61.5 102.1
1920 101.6  48.8  63.8  68.3  59.9  47.5 129.5  47.8  33.0 127.8  65.8  55.4
1921  79.2  22.4  64.5  22.1  82.3   6.6  89.9  67.3  37.1  62.5  57.7  68.6
1922  61.7  47.0  35.6  61.2  17.5  21.6  54.6  95.2  64.8  18.5   9.9  56.1
1923  47.8 119.9  22.6  82.5  45.7  29.2  89.2 110.7  58.7  55.6  51.3  52.8
1924  88.6  12.2  19.3  50.5  83.3  76.2  99.8  80.0 134.4  51.8  57.4  97.5
1925  62.7 107.7  19.8  63.0 141.0   6.6  69.8  35.3  58.7  63.8  66.8  45.0
1926  88.4  40.6  23.6  50.3  73.4  66.0  63.2  53.6  42.7  79.2  88.9  23.4
1927  78.0  59.7  74.7  33.3  19.3  75.4  76.7 140.7 101.1  70.1  76.5  53.6
1928  72.4  61.7 102.9  12.2  35.8 118.6  37.1 100.8  21.1  72.4  91.7  63.5
1929  22.6  51.8   6.9  32.5  38.6  35.1  67.3 118.6  15.2  71.1 121.2 139.4
1930 102.6  30.5  97.8  34.5  55.6  43.7  88.9 127.5 170.9  81.5  69.1  79.2
1931  43.4  37.3  31.0  59.9  72.9  95.5  89.7  72.9 113.3  25.1 101.3  35.6
1932  67.6   6.3  46.0  70.1 100.8  12.2 129.8  40.1  73.4  70.1  35.1 100.3
1933  48.0 100.1  47.8  16.3  53.1  45.2  48.3  19.0  24.1  69.1  31.7  40.4
1934  50.0   4.3  58.9  56.9  32.5  45.2  45.2  83.6  77.5  52.3  46.2 112.0
1935  25.9  95.0  18.3  52.3  50.3  73.9  15.7  55.9  99.8  65.3  90.4  34.0
1936  84.6  50.8  38.4  51.1  28.2  71.1 164.8  27.4  68.6  41.9  58.9  63.8
1937  71.1  83.1 119.9  38.6  29.5  33.3  44.2  59.4  36.8 113.0  55.1  44.2
1938  64.3  15.0  21.6   1.5  64.0  65.5  98.8  54.1  34.8 141.0  64.5  76.2
1939  84.8  50.5  70.1  51.8  17.0  53.8  65.3  58.4  73.4  73.4 108.2  51.1
1940  81.0  84.6  35.6  83.3  25.1  22.4 104.1  15.5  52.8 134.1  92.2  43.7
1941 110.8  57.6  92.2  71.1  61.9  29.3  46.4  83.7  24.4  48.8  67.3  41.5
1942  94.2  25.2  76.4  36.6 108.2   4.0  57.0  93.0 122.8  33.0   9.7  63.4
1943 105.9  22.0  20.4  33.8  88.1  80.6  45.8  55.7  70.8  54.8  51.7  38.0
1944  85.3  24.8  11.5  44.1  22.4  32.4  53.6  56.9 146.7  71.8 127.8  45.6
1945  30.6  58.4  13.1  37.3  49.4  83.4  82.9  17.2  75.1  43.6  15.3  75.4
1946  59.1  89.0  43.0  32.3  60.2  70.4  61.8 129.0 145.6  51.3 101.1  77.9
1947  69.9  62.3 148.6  70.5  95.2  97.3  69.2  32.7  59.5  20.5  71.1 119.4
1948 171.1  35.3  39.4  62.5  64.1  71.1  57.0  88.6  57.1  35.1  41.6 107.1
1949  53.2  26.4  57.0  46.1  40.4  22.3  40.7  80.4  23.0  96.3  36.5  74.8
1950  10.5 107.3  33.6  50.2  41.6  28.8  81.6 145.8 103.9  77.3  56.6  56.7
1951  69.5  60.4  86.5  28.0  52.8  22.9  47.9  83.3  71.4  13.8 125.6  81.3
1952  87.0  14.1  31.1  39.0  54.9  38.6  29.0  98.1  61.1  86.5  87.8  50.0
1953  15.8  44.9   9.2  65.5  50.9  38.6  78.7  76.8  43.8  42.5  62.4  51.5
1954  33.3  59.3  54.6  14.3  95.1  38.7  55.2  70.8  56.5 133.9 100.9 100.3
1955  86.2  69.7  30.1  21.8  61.3 113.9  14.1  85.3  47.6  25.4  45.9 108.2
1956  88.4  30.7  45.6  47.6  16.5  59.2 101.8 146.0  90.3  41.1  31.5  89.1
1957  52.2  60.0  76.2  20.5  77.1  49.7  85.7  88.3 131.7  71.9  39.1  79.7
1958  35.2 102.0  23.0  29.9 103.9 168.5 109.9 140.2 128.8  52.0  45.4  90.4
1959  47.3  13.1  40.2  43.8  73.4  37.6  44.8  17.6  24.3 106.7  90.8 131.3
1960  87.0  35.2  97.1  27.2  52.4  51.1 139.8  86.4  81.1 178.2 102.8  93.7
1961 106.0  51.0   5.0  90.0  30.0  42.0  53.0  47.0  86.0  59.0  53.0  57.0
1962  41.0  26.0  54.0  41.0  57.0  25.0  68.0  73.0 131.0  19.0  45.0  75.0
1963  41.0  62.0  65.0  47.0  42.0  54.0  24.0 103.0  45.0  48.0  97.0  15.0
1964  15.0  28.0 107.0  62.0  45.0  51.0  48.0  81.0  52.0  62.0  26.0 112.0
1965  97.0   5.0  55.0  45.0  52.0  73.0  79.0  55.0  68.0  44.0 179.0 100.0
1966  92.0 115.0  45.0 147.0  52.0 120.0  37.0  57.0  69.0 126.0  47.0 111.0
1967  49.0  84.0  26.0  34.0 129.0  11.0  84.0  64.0 116.0  96.0  44.0  48.0
1968  94.0  16.0  42.0  59.0  52.0  51.0  16.0 107.0 104.0  60.0  79.0 109.0
1969 105.0  42.0  47.0  62.0 111.0  46.0  44.0  34.0  45.0  11.0  91.0  62.0
1970  63.0  60.0  33.0  85.0  13.0  32.0  68.0  68.0  54.0  59.0 128.0  51.0
1971  39.4  41.6  76.9  52.4  34.0  71.8  62.8  66.9  27.0  34.4  48.0  36.4
1972 113.4  56.9  50.8  48.5  66.7  58.6  44.5  20.6   7.5  40.8  79.3  81.5
1973  52.4  32.3  11.1  48.1  70.9  20.2  72.8 109.1  76.0  59.4  60.6  72.7
1974  83.1  49.2  31.7  57.3  73.7  40.6  98.6  30.2 116.0  26.6  57.7  37.9
1975  82.6  26.2  43.4  43.8  42.3  14.9  27.8  35.9 124.3  55.1  57.0  30.4
1976  66.1  29.3  65.8  17.7  47.7  22.5  82.8   6.7 144.6 156.3  39.1  48.6
1977  57.2 127.5  54.6  43.0  22.5  66.6  25.0  68.1  29.2  76.5  53.8  65.1
1978  61.2  53.8  57.7  29.6  27.3  37.9  49.7 116.7  38.4  31.8  64.1 217.0
1979  53.0  72.7  63.7  53.6  81.7  44.0  47.2 104.9  32.9 119.0  51.4 112.4
1980 115.2  68.5  73.7   8.2  41.0  79.0  39.4  97.8  97.5 113.7  41.4  49.7
1981  32.8  50.7  99.3  49.0  92.3  77.1  35.5  11.6 103.5 108.6  48.8 133.0
1982  50.2  24.3  45.0  19.5  59.6 102.2   9.2  66.6  85.6  98.2 116.3  72.5
1983  62.6  43.8  61.0  67.1  80.5  53.2  18.1  45.9  77.4  46.0  21.3 129.7
1984  93.9  58.9  53.2  32.6  34.4  38.1  30.8  97.0  74.7  56.2  97.2  87.7
1985  66.8  56.2  68.3  39.9  70.1  78.5 107.2 124.6  38.2  19.7  34.8  71.1
1986 103.4  10.2  64.7  48.2  63.2  81.4  57.5 159.0   3.3  62.2  97.0  74.2
1987  34.2  34.7  56.5  72.3  21.3 112.3  32.6  91.9  70.3 124.5  47.8  39.5
1988 118.6  34.0  85.4  25.2  72.2  38.1  80.3  60.2  35.4  79.1  23.5  40.5
1989  27.5  42.6  54.7  79.3  13.1  67.8   9.6  81.9  25.1  62.1  35.6  57.1
1990  67.1 108.8  10.2  24.2  47.4  63.4  48.0  49.8  16.4 149.2  64.0  78.7
1991  71.4  59.0  91.1  92.3   3.6  79.8  26.4  36.9  42.8  85.6  50.3  38.1
1992  32.9  24.1  64.9  70.3  39.5  38.4  69.0  85.2  64.2  30.7  63.2  41.5
1993  57.9  19.5  26.2  48.7 149.9 148.1  60.1  36.8  90.3  86.2  45.4 105.7
1994  83.3  99.1  72.1  60.3  51.5  20.9  64.7  57.8  97.0  41.2  54.8  88.9
1995 105.5  92.0  44.7  27.3  49.2  13.0  70.0   7.0  44.0  38.0 146.0  73.0
1996  87.0  62.0  70.0  58.0  70.0  21.0  37.0 103.0  19.0 102.0 104.0  54.0
1997  14.0  62.0  15.0  48.0  61.0 125.0  54.0  81.0  19.0  68.0  87.0  91.0
1998  79.0  14.0  66.0 116.0  27.0 113.0  54.0  45.0  96.0  75.0  77.0  70.0
1999  73.0  32.0  36.0  75.0  39.0  55.0  35.0 107.0 104.0  31.0  44.0  83.0
2000  40.0  46.0  21.0  90.0  50.0  31.0  48.0  63.0 100.0  87.0 141.0 122.0
2001  32.0  53.0  56.0  78.0  49.0  41.0  30.0  97.0  42.0  90.0  41.0  22.0
2002  48.0 126.0  30.0  82.0 121.0  81.0  69.0  51.0  23.0 181.0 187.0  98.0
2003  63.0  21.0  27.0  37.0  97.0  87.0  48.0  15.0  37.0 107.0  55.0  60.0
2004  83.0  20.0  44.0  32.0  50.0  51.0  38.0 134.0  47.0 120.0  35.4  45.0
2005  64.0  41.0  22.0  72.0  67.0  31.0  83.0  26.0  56.0 102.0  47.0  73.0
2006  16.0  38.0  70.0  41.0 117.0  27.0  18.0  58.0  85.0 107.0  69.0  95.0
2007  40.0  78.0  39.0  15.0  35.0 126.0 127.0  96.0  39.0  16.0  54.0  64.0
2008  97.0  15.0 102.0  28.0  33.0  76.0 111.0 192.4 114.0  93.0  45.0  39.0
2009  62.0  56.0  26.0  71.0  76.0  64.0 165.0  70.0  24.0  63.0 171.0  70.0
2010  45.0  37.0  55.0  27.0  38.0  50.0  79.0  48.0 104.0  31.0 100.0  58.0
2011  29.2  76.1  19.4  28.4  37.0  64.3  42.6  39.7  65.2 169.5  48.5  51.9
2012  63.0  20.5  25.6  90.2  60.4 147.7  85.3  78.1  83.4  71.0  72.0  52.3
2013  94.4  47.3  85.5  40.1  45.8  60.8  68.8  48.5  35.1 127.8  26.6  83.2
2014 101.6  88.5  53.7  34.2  91.5  36.2  35.0 173.0  26.5  90.2 140.9  55.9
library(dplyr)

# Define a function to process the data for each station
process_station_data <- function(station_name) {
  rain %>% 
    filter(Station == station_name) %>%  # Filter data for the station
    group_by(Year, Month) %>%  # Group by Year and Month
    summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>%  # Sum Rainfall
    pull(Rainfall) %>%  # Extract the Rainfall values as a vector
    ts(start = c(1850, 1), freq = 12)  # Convert to time series
}

# Apply the function to each station
dub_ts <- process_station_data("Dublin Airport")
bel_ts <- process_station_data("Belfast")
cork_ts <- process_station_data("Cork Airport")
galway_ts <- process_station_data("University College Galway")



# Create time series for each station using the previously defined function
dub_ts <- process_station_data("Dublin Airport")
bel_ts <- process_station_data("Belfast")
cork_ts <- process_station_data("Cork Airport")
galway_ts <- process_station_data("University College Galway")

# Combine the time series for all stations
combined_ts <- cbind(dub_ts, bel_ts, cork_ts, galway_ts)

# Now you can refer to the combined time series correctly
combined_ts
         dub_ts     bel_ts cork_ts galway_ts
Jan 1850   75.8 115.700000   155.3 108.90000
Feb 1850   47.8 120.500000    92.6 131.50000
Mar 1850   18.5  56.800000    56.0  56.60000
Apr 1850   97.5 142.600000   207.2 120.50000
May 1850   58.6  57.900000    35.3  69.80000
Jun 1850   43.6  62.000000    11.4  74.70000
Jul 1850   66.0  96.300000   179.0  89.10000
Aug 1850   41.2 110.400000    46.5 136.80000
Sep 1850   54.2  65.800000    40.7  85.20000
Oct 1850   40.4  87.600000    53.8  90.70000
Nov 1850   60.0 104.400000   153.2 131.30000
Dec 1850   81.1  57.600000   169.4  90.60000
Jan 1851  112.0 156.400000   359.5 163.80000
Feb 1851   26.2  75.500000    47.1  92.80000
Mar 1851   63.1  43.500000    78.8  86.10000
Apr 1851   44.4  62.500000    39.0  69.30000
May 1851   29.3  34.600000    56.3  42.10000
Jun 1851   78.5  94.700000   104.7 114.20000
Jul 1851   70.5 133.700000    64.5 107.40000
Aug 1851   55.2 133.700000    57.5 155.90000
Sep 1851   24.6  61.000000    37.2  66.70000
Oct 1851   88.0 144.100000    88.7 141.30000
Nov 1851   27.5  40.400000    20.5  87.10000
Dec 1851   23.5  37.400000    98.6  71.40000
Jan 1852   80.3 157.200000   216.2 174.90000
Feb 1852   70.5 143.100000    43.5 136.50000
Mar 1852   18.2  33.300000    84.2  44.40000
Apr 1852   30.4  80.600000    45.7  55.70000
May 1852   93.0  53.500000    68.4  53.60000
Jun 1852  162.2 151.300000   145.6 167.70000
Jul 1852   56.0  68.100000    53.0  91.30000
Aug 1852   97.2 107.500000    94.7 130.20000
Sep 1852   78.2  34.600000    53.5  52.80000
Oct 1852   78.7  48.900000   121.9  75.80000
Nov 1852  156.1 142.600000   241.2 195.30000
Dec 1852   97.2 156.100000   209.6 216.70000
Jan 1853   74.7 107.200000   191.3 152.80000
Feb 1853   52.3  44.600000    15.0  52.50000
Mar 1853   71.7  75.500000    51.5 104.70000
Apr 1853   44.8  65.500000    93.6  84.20000
May 1853   22.7  17.600000    63.2  29.40000
Jun 1853   58.9  68.100000    68.8  78.20000
Jul 1853   49.9 119.000000    90.0 114.40000
Aug 1853   81.3  74.800000    85.3  93.80000
Sep 1853   35.5  29.200000    83.8  64.30000
Oct 1853  123.7 127.500000   252.1 149.10000
Nov 1853   40.3  64.000000   171.9 104.10000
Dec 1853   52.3  32.600000    56.4  52.40000
Jan 1854  101.1 116.200000   157.0 133.10000
Feb 1854   15.7  44.000000    16.4  53.80000
Mar 1854   18.4  44.200000    35.9  57.70000
Apr 1854   15.7  13.300000     3.7  24.20000
May 1854   69.3  58.900000    97.7 117.20000
Jun 1854   93.6  92.100000   108.7 104.00000
Jul 1854   58.1  86.300000   118.5  91.70000
Aug 1854   29.1  99.600000    47.1  87.70000
Sep 1854   33.1  49.700000    42.8  67.30000
Oct 1854   45.9  78.600000    48.3  84.00000
Nov 1854   76.8  94.700000    23.7 109.70000
Dec 1854   51.2 142.800000    40.3 153.00000
Jan 1855   11.3  16.100000     9.9  33.90000
Feb 1855  101.2  50.400000    88.6  55.50000
Mar 1855   38.6  71.500000   118.5 100.00000
Apr 1855   12.6  49.400000    43.2  48.90000
May 1855   42.1  75.500000   104.7  74.20000
Jun 1855   52.1  47.900000    64.4  71.60000
Jul 1855   81.2  59.400000    33.3  89.00000
Aug 1855   65.5  93.200000    91.5 115.30000
Sep 1855   41.9  44.200000    56.7  56.70000
Oct 1855  113.8 103.200000    36.9 111.00000
Nov 1855   43.1  26.400000    75.7  50.60000
Dec 1855   32.6  59.900000   137.5  91.30000
Jan 1856   58.4  72.500000   174.9 111.90000
Feb 1856   36.5  62.700000   138.6  77.10000
Mar 1856    9.2  30.200000    53.5  44.60000
Apr 1856   41.8  62.700000   104.7  81.40000
May 1856  121.2  97.600000   123.7 125.70000
Jun 1856   62.8  63.000000    34.0  86.00000
Jul 1856   47.3  44.200000    24.9  62.10000
Aug 1856   72.3  86.300000    97.3 101.50000
Sep 1856   83.9 111.900000    78.7  92.20000
Oct 1856   32.6  52.000000   130.2  72.40000
Nov 1856   17.1  63.500000    27.5  70.30000
Dec 1856   51.5 106.000000   199.7 124.90000
Jan 1857   51.5 119.300000   116.0 123.40000
Feb 1857   29.2  63.700000    44.7  70.10000
Mar 1857   50.5 126.500000   115.6 105.50000
Apr 1857   86.8  99.100000   149.7 129.30000
May 1857   34.7  35.600000    92.6  46.70000
Jun 1857   87.8  35.600000    83.4  88.30000
Jul 1857   51.8  53.000000    61.4  55.10000
Aug 1857   40.2  61.200000    82.4  72.80000
Sep 1857   33.1  71.500000   134.6 109.80000
Oct 1857   58.1  46.600000   108.3  72.10000
Nov 1857   51.3  57.600000   107.6  92.40000
Dec 1857   13.7  48.900000    83.8  79.00000
Jan 1858   31.8  79.300000    82.4  86.80000
Feb 1858   15.0  44.600000   217.0  59.10000
Mar 1858   33.1  67.800000    12.5  76.30000
Apr 1858  112.8  99.100000   191.0 113.40000
May 1858   35.5 132.100000    87.1 102.60000
Jun 1858   40.2  46.400000    56.4  53.30000
Jul 1858   87.8 107.200000    68.8  93.20000
Aug 1858   33.9  76.300000    79.4  87.60000
Sep 1858   66.8  92.400000   116.0  96.90000
Oct 1858   79.9  86.300000    71.0 100.00000
Nov 1858   24.7  37.400000   116.7  58.50000
Dec 1858   50.5 134.200000   226.4 168.10000
Jan 1859   38.6  92.100000    75.7 110.80000
Feb 1859   13.9  77.600000    72.8  73.60000
Mar 1859   55.5  86.600000    77.5 114.60000
Apr 1859   99.4  82.700000   143.0 103.40000
May 1859   15.8   5.800000    27.8  17.70000
Jun 1859   36.5  24.300000    41.0  52.40000
Jul 1859   29.7  51.500000    74.6  76.90000
Aug 1859   36.8  86.300000   109.4  97.80000
Sep 1859   66.0 117.200000   134.6 153.70000
Oct 1859   34.2  78.600000   146.0  73.40000
Nov 1859   73.9 111.400000   173.4 127.80000
Dec 1859   67.6  78.800000   217.3 126.60000
Jan 1860   91.5 199.700000   197.2 184.00000
Feb 1860   15.8  77.800000    49.7  80.10000
Mar 1860   54.9  97.100000    92.9 118.00000
Apr 1860   54.4  64.000000    38.4  71.60000
May 1860   79.4  82.100000   121.4 113.30000
Jun 1860  109.6 178.900000   162.8 163.20000
Jul 1860   65.2  71.500000    38.8  80.30000
Aug 1860  107.5 142.600000   105.0 180.10000
Sep 1860   59.7  37.400000    60.8  54.90000
Oct 1860   51.8  86.000000    47.1  94.80000
Nov 1860   70.5  53.000000   103.5  90.00000
Dec 1860   58.1  91.900000   149.7  92.80000
Jan 1861   44.7  75.800000   133.6  78.50000
Feb 1861   68.4  58.200000   187.7 110.90000
Mar 1861   81.8 131.800000    72.8 166.90000
Apr 1861   36.5  25.300000    65.2  29.60000
May 1861   15.2   8.700000     0.8  26.40000
Jun 1861   71.8  53.700000   128.4  67.60000
Jul 1861  129.3 141.100000   138.0 155.20000
Aug 1861   83.1 160.600000   139.8 205.60000
Sep 1861   77.8 135.500000   162.8 251.40000
Oct 1861   45.7  83.800000   180.7  94.70000
Nov 1861   41.5 113.200000   103.9 141.70000
Dec 1861   26.8  64.500000    87.1  91.30000
Jan 1862   76.5 148.300000   186.9 177.10000
Feb 1862    9.7  43.200000    78.0  57.10000
Mar 1862   79.9  94.700000   134.6  95.40000
Apr 1862  110.2 112.400000    74.9  97.40000
May 1862   72.6 114.400000    99.1  80.90000
Jun 1862   68.1  86.000000   100.9  65.90000
Jul 1862   94.4 114.700000   118.9 101.70000
Aug 1862   35.0  76.300000    91.8  85.70000
Sep 1862   46.8  39.700000    94.1  64.90000
Oct 1862   82.3 136.700000   143.4 161.80000
Nov 1862   64.4 111.100000   109.7  53.30000
Dec 1862   53.6 134.400000   161.0 140.70000
Jan 1863   56.8 134.400000    95.9 125.60000
Feb 1863   15.5  32.800000    23.7 121.60000
Mar 1863   29.9  71.000000   155.5 107.60000
Apr 1863   31.2  72.500000    42.1 102.20000
May 1863   38.9  84.300000    46.5 127.20000
Jun 1863   62.7 101.100000   115.6 125.50000
Jul 1863   23.2  15.300000    42.4   9.90000
Aug 1863  106.4 122.200000   165.4 129.80000
Sep 1863   72.8 102.400000    58.5 170.30000
Oct 1863  153.4 206.600000   241.2 118.70000
Nov 1863   59.2 119.300000   115.6 195.70000
Dec 1863   54.4  80.100000   110.5 101.30000
Jan 1864   33.3  52.500000   131.7 111.80000
Feb 1864   25.6  59.700000    39.2 100.80000
Mar 1864   75.3 127.500000    89.2 129.10000
Apr 1864   20.9  65.300000    54.1  72.40000
May 1864   45.7  57.900000    72.8  69.80000
Jun 1864   41.2  81.400000    52.3 131.00000
Jul 1864   25.6  50.900000    39.2  72.90000
Aug 1864   34.3  74.000000    19.4  99.30000
Sep 1864   49.4  78.300000    75.7 177.30000
Oct 1864   72.6 104.200000   165.8 118.20000
Nov 1864   87.4 111.600000   165.8 223.50000
Dec 1864   41.5  48.900000   102.9 100.30000
Jan 1865   45.9 128.300000   138.0 144.60000
Feb 1865   74.4  92.600000    77.5 122.00000
Mar 1865   40.3  89.100000   106.1  61.50000
Apr 1865   34.7  14.300000    44.7  17.90000
May 1865   94.7 120.900000   131.0 101.50000
Jun 1865   24.3  29.700000    17.2  30.50000
Jul 1865   52.5  47.900000   110.5 111.40000
Aug 1865  110.9 102.700000   140.4 118.90000
Sep 1865    2.7  11.800000    20.5  53.50000
Oct 1865   88.8 151.800000   126.3 143.10000
Nov 1865   94.7 115.700000   234.8 162.00000
Dec 1865   89.1  85.300000   223.1 109.50000
Jan 1866   61.1 109.100000   206.7 153.90000
Feb 1866   51.7  88.800000    71.7 112.40000
Mar 1866   88.0 106.000000   112.3  79.70000
Apr 1866   51.2  48.900000   103.5  53.80000
May 1866   58.7  51.700000    57.8  47.70000
Jun 1866   96.3  78.300000   106.8 103.60000
Jul 1866   38.1  57.900000    17.6  47.00000
Aug 1866   57.6 100.100000   140.1 123.80000
Sep 1866   78.7 153.600000   125.5 168.60000
Oct 1866   30.9  58.900000    93.3  62.90000
Nov 1866   48.5 132.100000    81.2  97.40000
Dec 1866   49.1 114.400000   175.7 135.60000
Jan 1867   71.2 107.200000   134.6 115.60000
Feb 1867   48.5  82.700000    65.8 120.60000
Mar 1867   95.2  66.500000    99.0  81.60000
Apr 1867   58.9 109.900000    76.1 100.00000
May 1867   65.6 128.300000   165.8 113.10000
Jun 1867   13.3  29.900000    10.2  42.40000
Jul 1867   71.5 134.200000    78.7  76.30000
Aug 1867   58.9  68.800000    64.0 108.70000
Sep 1867   30.4  53.200000   114.1  85.20000
Oct 1867   83.7 141.300000   110.8 128.10000
Nov 1867   21.6  23.600000    35.4  17.90000
Dec 1867   21.3  65.000000    54.9  54.00000
Jan 1868   78.7  88.300000   191.8 128.10000
Feb 1868   36.5  91.600000    49.1 127.20000
Mar 1868   50.4 119.000000    89.2 130.30000
Apr 1868   37.9  79.100000    80.1  55.20000
May 1868   29.3  65.800000    55.6  90.60000
Jun 1868   17.6  10.800000    26.3  42.10000
Jul 1868   16.8  17.600000    35.9  60.80000
Aug 1868  110.7 141.600000   210.3  95.20000
Sep 1868   83.5  57.600000   208.2  58.40000
Oct 1868   29.6  71.500000    81.6 149.20000
Nov 1868   41.6  83.200000   181.1  63.70000
Dec 1868  120.3 150.300000   307.7 157.10000
Jan 1869   96.8 119.300000   267.5 103.50000
Feb 1869   45.9 137.800000    75.4 148.20000
Mar 1869   70.1  64.300000    75.7  83.30000
Apr 1869   42.9  59.700000    68.8  82.60000
May 1869  139.0  57.000000   180.7 116.20000
Jun 1869   18.7  39.900000     2.3  38.70000
Jul 1869   19.2  62.500000    55.9  93.70000
Aug 1869   33.3  56.000000    21.6  35.60000
Sep 1869  111.5 153.300000   149.7 204.90000
Oct 1869   36.5  41.700000    11.4  40.40000
Nov 1869   71.5 132.800000    71.3 121.40000
Dec 1869   73.6  82.700000   210.8 195.50000
Jan 1870   38.4  75.500000   146.3  99.50000
Feb 1870   45.9  81.900000   125.5  65.90000
Mar 1870   55.5  43.200000    95.9  35.10000
Apr 1870   20.3  41.700000    26.0  63.20000
May 1870   31.2  81.600000    74.6 105.60000
Jun 1870   26.1  37.400000    24.5  35.10000
Jul 1870   34.9  49.700000    30.0  83.00000
Aug 1870   44.5  64.500000    33.0  79.70000
Sep 1870   70.1  44.200000    91.5  85.10000
Oct 1870  159.2 306.200000   180.7 234.70000
Nov 1870   31.2  31.800000    94.4 110.70000
Dec 1870   63.7  74.000000   118.9  88.40000
Jan 1871  100.5 135.500000   128.7 156.00000
Feb 1871   39.5 100.100000   126.3 115.80000
Mar 1871   47.7  55.000000    82.7  53.50000
Apr 1871   92.0  99.600000   113.4  83.30000
May 1871    7.7  17.900000    14.3  31.00000
Jun 1871   65.6  61.000000   117.0  84.80000
Jul 1871  132.5 119.300000   119.6 150.20000
Aug 1871   38.1  87.600000    57.1  88.20000
Sep 1871   37.3 104.900000   144.5  52.80000
Oct 1871   94.7  95.300000   150.3  53.30000
Nov 1871   31.7  53.700000   128.7  33.50000
Dec 1871   30.9  56.800000   121.9  59.10000
Jan 1872   77.1 131.800000   189.2 160.60000
Feb 1872   50.9 109.900000   148.5  95.20000
Mar 1872   89.9  55.300000    90.7  65.90000
Apr 1872   74.9  80.100000    20.5  41.20000
May 1872   48.0  80.400000    16.1  55.70000
Jun 1872   82.7 129.000000    23.1 126.60000
Jul 1872   29.9  94.200000   241.2  67.80000
Aug 1872   88.5 100.600000   144.2 127.20000
Sep 1872   81.3 132.300000    66.2 167.10000
Oct 1872  119.2 157.700000    92.6 156.20000
Nov 1872   90.7 140.000000   168.7 139.80000
Dec 1872  121.9 163.600000   309.6 141.20000
Jan 1873   76.0 110.600000   264.1 172.70000
Feb 1873   14.4  23.600000   109.4  36.60000
Mar 1873   72.0  68.800000   133.6  75.80000
Apr 1873   10.9  10.300000    70.6  78.00000
May 1873   30.1  65.500000    42.1  58.20000
Jun 1873   32.0  56.000000    70.6  85.70000
Jul 1873   97.6 157.700000    98.0 156.70000
Aug 1873  115.7 174.100000   105.8 152.10000
Sep 1873   65.1  75.500000    96.2 100.30000
Oct 1873   85.3 122.900000    86.3 100.30000
Nov 1873   61.1  78.800000   102.9 133.20000
Dec 1873   20.5  18.900000    16.9  70.70000
Jan 1874   60.5  58.200000    87.1 125.00000
Feb 1874   49.6  77.300000   167.9  64.90000
Mar 1874   30.1  52.200000    55.6 105.10000
Apr 1874   28.8  43.000000    53.0  74.40000
May 1874   53.1  31.400000     5.5  74.80000
Jun 1874   17.9  34.100000    28.1  89.20000
Jul 1874   60.8  90.600000    50.5 120.60000
Aug 1874  135.8 155.900000    48.3  88.40000
Sep 1874   65.3 120.500000   122.9  96.90000
Oct 1874   79.2 154.900000   158.1 162.90000
Nov 1874   86.4 152.100000   163.5 112.10000
Dec 1874   74.7 105.200000   133.9 141.20000
Jan 1875   54.1 137.200000   271.4 163.70000
Feb 1875   94.9  32.800000    64.0  30.80000
Mar 1875   32.8  30.900000    53.0  35.60000
Apr 1875   25.3   9.000000    43.9  64.90000
May 1875   27.7  46.600000    83.4 109.20000
Jun 1875   80.5  94.200000    64.0 115.90000
Jul 1875   80.8  96.800000    41.7  33.50000
Aug 1875   62.4  89.600000    58.2 106.50000
Sep 1875   85.3 116.500000   190.6  32.60000
Oct 1875  177.9 152.100000   182.2 105.90000
Nov 1875  102.7 116.500000   146.0  84.20000
Dec 1875   50.9  66.300000    61.4  85.70000
Jan 1876    8.2  43.500000    78.7  87.50000
Feb 1876   78.0 128.800000   126.6 157.50000
Mar 1876   58.2  85.800000   101.7 141.80000
Apr 1876   69.5  41.400000   101.4 110.90000
May 1876   27.7  33.300000     3.7  25.20000
Jun 1876   39.3  90.400000    29.3  67.40000
Jul 1876   40.0  42.700000    27.1 100.50000
Aug 1876   59.5  99.600000    84.2  91.10000
Sep 1876   81.8 111.100000   139.8 166.40000
Oct 1876   94.4 161.800000   219.1 137.30000
Nov 1876   86.7 123.700000   178.1 135.80000
Dec 1876  163.4 271.800000   254.3 173.50000
Jan 1877  101.3 206.100000   198.6 204.70000
Feb 1877   41.3  82.100000     8.1  95.50000
Mar 1877   66.2  94.700000    97.0  74.10000
Apr 1877   99.0 131.300000   227.5  99.00000
May 1877   55.2  90.400000    98.5 104.70000
Jun 1877   28.0  61.000000    79.4  62.60000
Jul 1877   85.2  95.500000    46.5  94.90000
Aug 1877   95.2 101.400000   224.9 154.80000
Sep 1877   33.4  61.500000   129.9  71.80000
Oct 1877   45.2 134.200000   208.5 168.50000
Nov 1877   69.3 148.800000   179.6 240.00000
Dec 1877   51.1 100.600000   132.4 129.00000
Jan 1878   31.7 110.100000    87.4 109.80000
Feb 1878   37.1  68.300000    90.4  53.40000
Mar 1878   29.9  35.400000    50.5  74.10000
Apr 1878   63.2  33.300000   148.9  74.10000
May 1878  112.7 131.000000   180.0  99.60000
Jun 1878  139.0  87.300000   242.6 175.60000
Jul 1878   19.1  45.900000    46.8  42.40000
Aug 1878  116.5  96.600000   210.0 182.20000
Sep 1878   42.8  93.700000    87.8 108.20000
Oct 1878   49.2  91.100000    97.3 100.90000
Nov 1878   37.9  53.200000    83.4  60.50000
Dec 1878   59.8  55.300000    98.8  70.90000
Jan 1879   36.9  69.900000   223.5 110.90000
Feb 1879   82.0  50.900000   256.5 120.20000
Mar 1879   50.3  55.300000    52.0  75.10000
Apr 1879   38.2  51.500000   113.8  72.60000
May 1879   55.9 102.400000    54.9  56.00000
Jun 1879  109.3 154.900000   208.5 168.10000
Jul 1879  115.8 170.700000   169.0 114.80000
Aug 1879   75.5 109.600000    99.1 191.80000
Sep 1879   63.4 143.600000    95.9 149.20000
Oct 1879   34.0  52.500000    27.8  68.20000
Nov 1879   38.7  30.900000    25.7  26.20000
Dec 1879   33.5  44.600000    78.3  95.50000
Jan 1880   17.5  34.600000    62.9  18.10000
Feb 1880   64.8  80.400000   211.8 109.80000
Mar 1880   91.4  53.000000   112.3  98.40000
Apr 1880   48.3 106.000000   143.4 106.70000
May 1880   20.1  40.400000    27.5  38.50000
Jun 1880   72.6  48.200000   107.9 168.10000
Jul 1880  137.2 173.900000    81.6 195.10000
Aug 1880   33.5  12.800000    41.3  62.00000
Sep 1880   50.3 114.700000    84.2  79.20000
Oct 1880  200.9  38.400000   114.9  32.90000
Nov 1880  103.6  96.300000   209.3 194.30000
Dec 1880   80.0  90.900000   116.7 112.40000
Jan 1881   43.7  17.900000    48.3   9.20000
Feb 1881   76.2 123.400000   177.8 105.30000
Mar 1881   38.1 126.000000   176.0  95.70000
Apr 1881   36.3  54.800000    40.3  35.80000
May 1881   51.1 102.900000    71.0  80.30000
Jun 1881   64.3 104.400000   151.1 144.10000
Jul 1881   40.6  93.200000    76.1  75.90000
Aug 1881  131.3 126.200000   160.6 163.10000
Sep 1881   33.3  80.900000    81.9  80.10000
Oct 1881   99.6 163.600000   178.1  87.20000
Nov 1881   66.3  96.300000   312.5 215.30000
Dec 1881   39.4 100.100000   163.2 131.90000
Jan 1882   39.9  46.600000   150.3  90.70000
Feb 1882   55.6  69.600000    96.2  80.30000
Mar 1882   71.1  73.000000    98.8 109.80000
Apr 1882   92.5 127.700000   157.0 110.00000
May 1882   54.6  72.500000    88.9  72.00000
Jun 1882   62.0 110.100000    92.2  90.50000
Jul 1882  104.1 136.200000   139.0 206.10000
Aug 1882   60.5  89.100000    73.1  99.40000
Sep 1882   75.4 113.900000    56.4  83.00000
Oct 1882   76.7  93.400000   132.1 133.50000
Nov 1882   99.1 167.700000   133.9 206.10000
Dec 1882   94.2 116.500000   184.4 102.30000
Jan 1883   68.6 118.500000   296.7 133.10000
Feb 1883   71.6 124.400000   333.0 134.40000
Mar 1883   25.9  26.900000    73.9  32.00000
Apr 1883   41.9  41.400000    90.0  43.00000
May 1883   55.6  62.500000    31.5  63.50000
Jun 1883   47.2  40.400000    60.8  41.80000
Jul 1883   74.4  55.300000   114.1 126.70000
Aug 1883   95.5 130.500000   127.7 115.90000
Sep 1883   84.3 150.600000   193.2 127.30000
Oct 1883   55.4 107.200000    80.5 148.30000
Nov 1883   89.9 117.500000   130.2 186.60000
Dec 1883   41.1  74.800000    30.4  73.20000
Jan 1884   71.1 171.600000   225.7 160.40000
Feb 1884   69.1  94.700000   256.5 123.40000
Mar 1884   37.3 112.700000   160.6 104.40000
Apr 1884   36.8  42.200000    58.5  38.90000
May 1884   38.1  82.700000    50.9 127.30000
Jun 1884   38.1  23.800000    18.3  26.70000
Jul 1884   64.5  99.400000    75.7  87.20000
Aug 1884   24.4  74.800000    13.5  46.80000
Sep 1884   32.0  76.800000    49.4  79.50000
Oct 1884   27.9  66.300000    60.8  75.70000
Nov 1884   45.7  77.800000   130.2 137.30000
Dec 1884   54.9 106.700000   138.6 148.90000
Jan 1885   51.8  81.400000   114.9  85.10000
Feb 1885   42.2 117.000000   196.7  91.70000
Mar 1885   42.9  68.300000    78.9  49.30000
Apr 1885   53.8  70.200000   122.9  77.10000
May 1885   52.3  56.800000    87.2  62.20000
Jun 1885   26.7  26.600000    40.6  14.80000
Jul 1885   33.5  62.200000    43.4 133.50000
Aug 1885   69.8  58.400000   116.6  88.40000
Sep 1885   75.7 153.300000   155.0 163.50000
Oct 1885   84.6 116.500000    61.2 146.80000
Nov 1885   45.2  59.700000    91.7  85.50000
Dec 1885   18.5  44.000000    58.6  36.20000
Jan 1886   87.1 126.700000    88.6 127.90000
Feb 1886   44.4  67.300000   107.5  78.60000
Mar 1886   53.3  92.400000   168.9 124.00000
Apr 1886   39.1  38.900000    70.3  60.30000
May 1886  125.0 130.800000    80.0 136.40000
Jun 1886   25.1  38.700000    37.7  41.00000
Jul 1886   51.8  98.300000   142.9 151.80000
Aug 1886   32.5  68.100000    78.9 101.70000
Sep 1886   81.5  83.500000   112.6 115.10000
Oct 1886  119.4 151.300000   175.8 109.40000
Nov 1886   56.6  90.600000    69.2 129.60000
Dec 1886   81.5 153.600000   136.4 126.90000
Jan 1887   39.6  76.300000   137.2  71.20000
Feb 1887   18.3  29.900000    40.1  82.20000
Mar 1887   37.6  29.200000    62.3  37.70000
Apr 1887   37.1  57.000000    32.3  64.90000
May 1887   27.2  40.400000    29.7  46.20000
Jun 1887    3.8  18.400000    16.9  13.70000
Jul 1887   25.1  88.800000    40.8 121.60000
Aug 1887   32.0  70.400000    82.9 143.90000
Sep 1887   47.0 120.500000    70.9 206.70000
Oct 1887   28.4  51.500000    78.5 103.50000
Nov 1887   82.8  81.900000    72.4 134.60000
Dec 1887   35.3  60.400000    92.0  98.80000
Jan 1888   26.9  55.300000   155.0  73.20000
Feb 1888   23.1   8.500000    11.7  18.30000
Mar 1888   99.8 101.100000    90.0  87.20000
Apr 1888   46.0  39.700000    50.9  43.90000
May 1888   23.6  88.100000   103.2  85.10000
Jun 1888   97.3 117.000000   120.9 138.50000
Jul 1888  127.5 133.900000   153.5 122.80000
Aug 1888   38.6 118.500000    95.4  76.20000
Sep 1888   17.3  44.200000    28.0  33.20000
Oct 1888   32.8  34.600000    84.3  53.90000
Nov 1888  137.9 195.800000   209.5  77.60000
Dec 1888   58.7  77.800000   217.2 123.70000
Jan 1889   39.6  79.800000    80.6 110.30000
Feb 1889   57.9  85.800000    69.4 120.70000
Mar 1889   25.1  81.600000    43.8  44.50000
Apr 1889   59.9  81.900000   115.8  59.70000
May 1889   48.3  51.700000   129.0 130.80000
Jun 1889    2.5   9.500000    48.8  31.20000
Jul 1889   63.0  78.800000    34.0  78.60000
Aug 1889  164.6 197.900000   137.5 142.30000
Sep 1889   25.7  72.700000    32.0  76.80000
Oct 1889  119.6 119.000000   110.6 118.60000
Nov 1889   29.7  37.400000    72.0  52.50000
Dec 1889   48.0  68.600000   100.9 127.50000
Jan 1890   68.3  97.600000   171.5 174.40000
Feb 1890   16.5  42.000000    90.4  28.10000
Mar 1890   75.7  77.800000   130.1  87.20000
Apr 1890   35.1  38.100000    45.1  49.50000
May 1890   48.8  50.200000   112.3  68.50000
Jun 1890   51.6  86.000000    81.7 112.40000
Jul 1890   54.6  61.000000    64.6  97.60000
Aug 1890   77.0  80.100000    65.2  84.80000
Sep 1890   51.8 102.400000    76.9  80.90000
Oct 1890   22.4  69.300000    40.3  83.40000
Nov 1890  101.3 239.900000   141.2 212.00000
Dec 1890   43.9  63.500000   112.3  65.30000
Jan 1891   22.6  36.900000    65.7  65.50000
Feb 1891    1.5   3.600000    15.4   9.50000
Mar 1891   26.7  46.100000    43.2  55.10000
Apr 1891   32.8  77.600000    74.6  65.50000
May 1891   67.8 101.100000    75.2  62.80000
Jun 1891   60.2  76.800000    98.9  63.20000
Jul 1891   44.7  55.300000    44.3  26.20000
Aug 1891  121.4 143.600000   114.0 215.90000
Sep 1891   64.0  77.800000    92.0 113.80000
Oct 1891   72.6 133.700000   194.1 188.00000
Nov 1891   67.1  95.800000   121.8  64.90000
Dec 1891   89.2 137.800000   179.3 230.10000
Jan 1892   54.6  95.800000    67.4  65.90000
Feb 1892   49.0  35.400000   118.4  57.00000
Mar 1892   27.7  22.600000    35.4  26.70000
Apr 1892   35.3  34.300000    25.4  49.30000
May 1892  108.5 115.500000    78.3 120.40000
Jun 1892   41.7 111.900000    79.4  43.30000
Jul 1892   63.0  78.800000    89.8  99.00000
Aug 1892  103.1 154.900000   221.5 217.70000
Sep 1892   73.2  63.700000   104.1 169.70000
Oct 1892   69.3  91.600000    93.5  70.90000
Nov 1892   73.4  94.700000   234.1 167.90000
Dec 1892   40.9  66.300000   112.6  59.70000
Jan 1893   61.5  68.600000   170.9  69.70000
Feb 1893   72.4  99.400000   113.2 144.40000
Mar 1893   11.7  28.400000     7.8  25.50000
Apr 1893   19.8  50.900000    44.0  63.20000
May 1893   54.4  36.900000    57.7  37.10000
Jun 1893   51.1  35.900000    48.1  61.10000
Jul 1893   74.2  79.800000    51.2 117.50000
Aug 1893   64.0 127.700000   155.0 110.30000
Sep 1893   21.8  57.600000    38.3  54.30000
Oct 1893   30.2  67.300000    73.1 145.00000
Nov 1893   43.9  49.400000    60.3  88.00000
Dec 1893   65.0  99.600000   151.5 149.20000
Jan 1894   65.5 113.400000   176.1 145.40000
Feb 1894   59.7 104.200000    63.7 164.60000
Mar 1894   39.4  63.000000    52.6 118.30000
Apr 1894   73.4  54.800000   186.9 111.50000
May 1894  105.4  71.200000    25.2 115.70000
Jun 1894   45.2  93.700000    60.0  81.60000
Jul 1894  101.1 113.200000    54.4 171.80000
Aug 1894   94.0  53.700000    75.2 124.20000
Sep 1894    5.1   1.800000    40.1   2.30000
Oct 1894   92.2 191.500000   179.8  51.30000
Nov 1894   38.6  53.700000   151.5 117.10000
Dec 1894   48.8  63.700000    88.0 118.60000
Jan 1895  112.3  68.100000   163.7  91.90000
Feb 1895   26.2  31.400000    67.4   8.90000
Mar 1895   67.3 104.900000    91.1 142.30000
Apr 1895   40.4  56.000000    84.3  38.50000
May 1895    7.1   7.500000    22.1  20.20000
Jun 1895   67.1  47.600000    95.2  36.80000
Jul 1895  126.7 184.600000   104.1 118.10000
Aug 1895  121.9 152.100000   140.9 142.70000
Sep 1895   14.7  10.000000    37.1  37.10000
Oct 1895   72.9 126.000000    76.3 116.30000
Nov 1895   76.2 100.100000   225.3 166.40000
Dec 1895   96.5 132.600000   312.4 124.60000
Jan 1896   27.4  53.500000    32.6  55.10000
Feb 1896   32.8  43.500000    54.4  53.10000
Mar 1896   97.8 105.200000    85.4 180.60000
Apr 1896   29.0  42.200000    12.3  41.00000
May 1896   10.2  19.500000     4.6  13.10000
Jun 1896   39.4  95.500000    61.8  91.10000
Jul 1896  133.6 215.100000   134.6 202.00000
Aug 1896   34.8  56.500000    41.4  86.60000
Sep 1896  122.4 111.400000   156.1 171.80000
Oct 1896   68.6  68.600000    92.8  87.50000
Nov 1896   20.3  53.500000    46.0  35.80000
Dec 1896  115.1 150.600000   199.0 156.40000
Jan 1897   70.4  54.500000    93.5  53.40000
Feb 1897   39.4  65.800000    76.3  86.60000
Mar 1897   84.3 142.800000   179.8 187.80000
Apr 1897   67.8  81.400000   154.1 145.40000
May 1897   27.9  43.500000    48.3  41.80000
Jun 1897   76.2 160.800000    88.0 133.80000
Jul 1897   38.9  39.900000    27.5 112.70000
Aug 1897  114.0 149.300000   129.2 202.60000
Sep 1897   65.8  77.600000    59.2  73.20000
Oct 1897   44.2  54.000000   149.8  70.60000
Nov 1897   96.0  85.800000   153.2 126.70000
Dec 1897   57.1 149.300000   124.3 172.30000
Jan 1898   51.3  50.400000    71.8 131.70000
Feb 1898   42.7  70.400000    43.8  93.80000
Mar 1898   31.5  38.400000    18.0  50.20000
Apr 1898   59.2  83.200000   107.8  82.80000
May 1898   85.9  91.900000    68.1  81.30000
Jun 1898   49.5  56.800000    57.7  86.30000
Jul 1898   25.1  10.500000    36.0  50.40000
Aug 1898   96.8 151.300000   121.8 207.30000
Sep 1898   45.2 113.400000    86.9  95.50000
Oct 1898  102.9 119.500000   222.7  83.00000
Nov 1898  139.7  85.800000    86.1 116.50000
Dec 1898   28.4  64.000000    98.4 131.90000
Jan 1899   65.0 107.400000   132.3 142.70000
Feb 1899   35.8  86.300000   150.9 111.50000
Mar 1899   23.4  47.300000    52.0  64.90000
Apr 1899   51.3 119.500000    87.4 141.50000
May 1899   54.4  86.500000   112.6  86.10000
Jun 1899   40.1  63.300000    39.2  70.30000
Jul 1899   79.2  67.500000    52.9  61.40000
Aug 1899   71.1  43.700000    77.4  64.10000
Sep 1899   79.2  84.500000    32.9  97.60000
Oct 1899   43.9  62.900000    49.4  66.10000
Nov 1899   47.5  76.400000    96.0 116.90000
Dec 1899   93.7 133.400000   460.5 153.10000
Jan 1900   72.6  93.600000   101.5 184.10000
Feb 1900   81.5  91.200000   118.9  69.40000
Mar 1900   25.7  17.900000    22.3  14.80000
Apr 1900   41.9  74.300000    48.1  75.70000
May 1900   52.3  76.600000    75.7 104.20000
Jun 1900   94.0 106.700000   121.8 148.60000
Jul 1900  116.6 117.400000    46.9  60.30000
Aug 1900  156.7 146.900000    86.9 167.60000
Sep 1900   30.2  58.500000    23.2  74.70000
Oct 1900   87.4 112.300000   168.1 213.00000
Nov 1900  132.1 144.100000   143.8 147.40000
Dec 1900   54.4  97.200000   186.3 196.60000
Jan 1901   76.7  77.800000   162.4  92.80000
Feb 1901   28.4  36.500000    51.2  28.70000
Mar 1901   47.8  69.600000   100.6 104.40000
Apr 1901   20.6  60.600000   126.4  96.70000
May 1901   26.4  35.300000    53.8  68.00000
Jun 1901   33.8  85.000000    45.1  96.40000
Jul 1901   48.5  29.700000    17.4  46.20000
Aug 1901   71.1  98.600000    66.1 133.50000
Sep 1901   72.9  90.500000   237.8 168.50000
Oct 1901   70.9 107.700000    74.0 123.10000
Nov 1901  103.4 116.900000    51.2 149.20000
Dec 1901   53.8  91.900000   161.3 113.30000
Jan 1902   43.4  51.700000    53.1 127.50000
Feb 1902   37.6  63.100000   180.6  69.40000
Mar 1902   42.2  56.200000    50.6  73.20000
Apr 1902   32.5  63.100000    92.0  65.90000
May 1902   74.4  70.400000    57.2  50.70000
Jun 1902   72.4  74.500000    89.5  53.40000
Jul 1902   67.1 107.700000    77.4  57.60000
Aug 1902   60.2  71.300000    98.0  62.60000
Sep 1902   67.1 133.700000    55.7  68.80000
Oct 1902   69.3  52.900000    40.6  68.50000
Nov 1902   64.8 125.500000   266.7 139.70000
Dec 1902   41.1  90.500000    96.3 108.80000
Jan 1903   89.7 138.800000   237.8 159.90000
Feb 1903   53.1  79.100000   110.1 149.50000
Mar 1903   96.5 122.300000   178.4 192.80000
Apr 1903   26.7  41.800000    57.5  55.80000
May 1903   55.6  72.400000    76.9  54.30000
Jun 1903   46.5  42.900000   112.9  30.60000
Jul 1903  131.3 114.200000   167.2 132.30000
Aug 1903   94.7 142.700000   125.8 255.00000
Sep 1903   72.6  93.300000   120.6 144.10000
Oct 1903   59.4 191.400000   175.5 187.40000
Nov 1903   63.2  67.300000    49.7  93.40000
Dec 1903   46.2  80.900000   140.1 106.50000
Jan 1904   65.0  93.300000   166.1 107.70000
Feb 1904   83.8 110.200000   170.9 146.50000
Mar 1904   58.4  51.700000    73.1  85.60000
Apr 1904   34.3  73.400000    46.2  52.80000
May 1904   59.4  65.200000    64.3  29.30000
Jun 1904   37.3  35.100000    61.2  52.00000
Jul 1904   36.6  96.800000   121.4 164.60000
Aug 1904   71.1 114.400000    85.4 113.00000
Sep 1904   39.1  88.900000   114.9  95.50000
Oct 1904   16.5  19.700000    81.5 106.50000
Nov 1904   35.8  60.800000    44.3  82.40000
Dec 1904   39.1  83.100000    86.1 112.10000
Jan 1905   36.6  46.100000   102.6  83.40000
Feb 1905   22.9  51.700000    45.7  62.20000
Mar 1905   65.3  85.000000   214.0 142.30000
Apr 1905   58.2  74.000000    98.4  52.80000
May 1905   31.5  43.900000    24.5  41.00000
Jun 1905   27.4  78.900000    72.0  66.10000
Jul 1905   24.1  54.500000    56.0  42.20000
Aug 1905  164.6 174.500000   180.9 141.20000
Sep 1905   29.7  47.100000    40.3  43.60000
Oct 1905   34.5  43.400000    30.0  49.30000
Nov 1905   94.7 101.900000   137.5  80.70000
Dec 1905   31.7  64.800000   181.2  58.70000
Jan 1906   91.2 105.300000   166.7 205.30000
Feb 1906   49.3  58.500000    95.8 113.30000
Mar 1906   41.1  61.900000    35.1  84.50000
Apr 1906   39.9  52.000000    37.1  50.70000
May 1906   64.8 118.300000    92.6 141.20000
Jun 1906   39.1  40.400000    46.9  89.60000
Jul 1906   31.2  64.000000    86.3  86.30000
Aug 1906   47.8 116.000000    42.5  94.90000
Sep 1906   18.8  33.600000    11.5  56.40000
Oct 1906   77.5 134.100000   125.2 121.60000
Nov 1906   48.3  85.600000    86.1  66.80000
Dec 1906   53.3 113.700000    54.6 113.00000
Jan 1907   14.5  57.600000    36.3  36.80000
Feb 1907   34.0  56.600000    56.6  78.00000
Mar 1907   61.0 127.400000    26.6 119.20000
Apr 1907   62.0  66.100000    77.2  69.90000
May 1907   70.4 112.100000   104.7 121.30000
Jun 1907   77.5 127.600000    96.9 131.40000
Jul 1907   54.6  61.000000    75.5  53.90000
Aug 1907   72.9  89.800000    64.0 143.30000
Sep 1907   11.7  30.000000    32.3  59.90000
Oct 1907  132.1 109.700000   142.9 156.60000
Nov 1907   59.9  88.000000   139.5  95.50000
Dec 1907   55.1 109.700000   172.6 160.20000
Jan 1908   58.9  78.500000    80.9 139.10000
Feb 1908   46.2  77.300000    66.1  70.20000
Mar 1908   53.8 116.300000    96.7  79.50000
Apr 1908   57.4 112.300000    42.0  38.30000
May 1908   45.5  57.100000    80.3  80.60000
Jun 1908   35.6  83.300000    34.3  46.70000
Jul 1908   56.9  78.200000    48.8  60.70000
Aug 1908   72.9  58.000000    75.2 108.50000
Sep 1908   78.2 123.900000   115.5 125.20000
Oct 1908   36.1  66.100000    82.4  24.00000
Nov 1908   32.8  88.400000    74.3  77.70000
Dec 1908   45.5 115.300000   105.2 106.00000
Jan 1909   37.8  58.500000    51.4  64.80000
Feb 1909   17.3  75.400000    64.3  43.90000
Mar 1909   74.9 126.900000    90.6  63.20000
Apr 1909   93.2 112.700000   164.3 124.50000
May 1909   28.4  40.800000    43.4  41.20000
Jun 1909   48.5  65.900000    79.8  43.20000
Jul 1909   73.2 102.600000    28.6  77.40000
Aug 1909   34.5  80.000000    12.0  48.50000
Sep 1909   47.8  56.600000    41.7  94.50000
Oct 1909   82.8 146.500000   188.0 180.70000
Nov 1909   37.8  31.300000    28.6  79.50000
Dec 1909   94.7 106.700000   121.8 145.80000
Jan 1910   77.5  87.700000    88.6 137.00000
Feb 1910   70.6 149.200000   161.3 153.50000
Mar 1910   17.0  45.700000    78.3  63.80000
Apr 1910   60.2  54.500000    54.6  77.70000
May 1910   62.5  61.000000    51.8  71.10000
Jun 1910  130.8  92.600000   106.6 121.60000
Jul 1910   55.9 116.000000    60.0 163.20000
Aug 1910   72.9 175.700000   134.9 137.70000
Sep 1910   15.0  33.000000    40.3  28.60000
Oct 1910   40.1  47.100000   124.6  59.30000
Nov 1910   78.2  92.800000   129.5 158.70000
Dec 1910  120.6 149.500000   123.2  91.30000
Jan 1911   22.1  51.700000    22.8  76.10000
Feb 1911   35.1  83.800000    55.5 110.20000
Mar 1911   42.7  42.900000    90.6  53.40000
Apr 1911   32.3  79.900000    50.9  71.80000
May 1911   30.0  74.000000    40.8  85.80000
Jun 1911   39.1  56.600000    82.6  40.10000
Jul 1911   56.4  53.200000    79.4  76.10000
Aug 1911   31.7  76.100000    63.1 110.50000
Sep 1911   32.3  41.600000    72.6  53.70000
Oct 1911   90.2 101.900000   114.0 111.60000
Nov 1911   95.0 137.100000   120.9 148.50000
Dec 1911   83.6 172.900000   194.3 192.20000
Jan 1912   75.4 113.300000   143.3  95.60000
Feb 1912   39.6  78.900000   136.0  96.90000
Mar 1912   55.9 116.500000   105.4 138.80000
Apr 1912   30.0  41.600000    15.4  32.80000
May 1912   30.2  37.600000    38.8  45.30000
Jun 1912   86.1 204.900000   147.8 159.40000
Jul 1912   83.3 104.200000   145.2 134.30000
Aug 1912  139.2 176.300000    91.7  99.70000
Sep 1912   10.7  34.800000    28.9  21.60000
Oct 1912   40.6 107.200000    72.0 106.70000
Nov 1912   43.4  88.200000    42.3 135.00000
Dec 1912   52.3 105.600000    87.2 193.60000
Jan 1913   99.1 171.000000   169.5 180.00000
Feb 1913   18.3  37.600000    50.0  64.80000
Mar 1913   63.0  79.600000   106.9 176.80000
Apr 1913   69.8  92.800000    86.6 102.80000
May 1913   76.2 101.000000   104.7 129.70000
Jun 1913   35.3  55.000000    54.0  91.70000
Jul 1913   20.3  40.400000     7.1  31.00000
Aug 1913   18.5  23.900000    54.0  29.20000
Sep 1913  104.1 113.000000   129.5 138.40000
Oct 1913  112.5 104.400000   163.2 114.80000
Nov 1913   56.9 111.600000   117.7 136.70000
Dec 1913   48.5  95.600000    34.9 106.70000
Jan 1914   32.8  74.300000    55.1  64.50000
Feb 1914   56.1  77.300000   184.7 171.60000
Mar 1914   48.5  99.300000   152.4 147.90000
Apr 1914   23.6  43.900000    39.2  46.70000
May 1914   53.6  46.900000    40.1  72.90000
Jun 1914   28.7  33.200000    25.2  20.60000
Jul 1914   59.4  51.700000    85.7 105.00000
Aug 1914   97.8  91.000000   108.0 190.00000
Sep 1914   31.2  40.400000    87.8  81.50000
Oct 1914   42.4  42.500000    43.2  69.10000
Nov 1914   97.3 141.800000    93.2 202.60000
Dec 1914  165.6 210.200000   306.6 206.80000
Jan 1915   75.2  99.600000   105.8 174.40000
Feb 1915   75.9 129.900000   226.1  99.00000
Mar 1915   21.6  24.900000    22.8  70.40000
Apr 1915   41.1  57.100000    47.7  40.10000
May 1915   40.6  33.400000    76.3  84.70000
Jun 1915   37.6  46.000000    64.6  18.10000
Jul 1915  139.7 128.100000   153.2  93.10000
Aug 1915   58.4 103.200000    55.5  82.00000
Sep 1915   23.4  26.500000    56.6  40.10000
Oct 1915  102.4  90.100000   167.4  86.80000
Nov 1915  101.1  80.500000   100.6  92.80000
Dec 1915  124.5 177.800000   199.2 103.20000
Jan 1916   48.0  71.900000    58.3  82.00000
Feb 1916   93.2 116.500000   122.9 114.40000
Mar 1916   91.4  55.300000    66.8  56.40000
Apr 1916   53.1 105.800000    92.8 103.20000
May 1916  106.9 159.000000    83.2  93.10000
Jun 1916   28.4  45.200000    86.6  69.70000
Jul 1916   61.5  84.700000    71.1  41.50000
Aug 1916   76.2  40.800000   107.5  94.20000
Sep 1916   56.4  18.800000    32.0  62.70000
Oct 1916  167.6 177.300000   261.0 223.90000
Nov 1916  159.0  83.100000   258.4 161.40000
Dec 1916   77.5  65.400000    84.1 133.90000
Jan 1917   33.5  54.700000   113.4  39.80000
Feb 1917   49.0  58.700000    41.4  41.90000
Mar 1917   65.5  88.000000    95.2  66.30000
Apr 1917   36.6  64.000000    32.0  47.40000
May 1917   73.9 119.300000   115.5  85.80000
Jun 1917   31.7  51.300000    50.6  94.20000
Jul 1917   42.9  56.600000    44.9  70.80000
Aug 1917  185.2 104.000000   186.9 149.60000
Sep 1917   43.4  47.300000    36.9 135.00000
Oct 1917   84.3 144.100000   100.4 171.60000
Nov 1917   49.3 126.900000    30.8  84.40000
Dec 1917   69.1  65.400000    76.1  27.20000
Jan 1918   40.9  73.800000   141.2  89.60000
Feb 1918   52.1 116.300000   174.9 155.80000
Mar 1918   32.5  23.900000   105.4  19.90000
Apr 1918   51.6  37.600000    49.4  24.70000
May 1918   56.4  74.900000    78.5  68.40000
Jun 1918   30.5  36.200000    31.7  38.00000
Jul 1918   98.6  95.800000   126.6  86.10000
Aug 1918   56.6  94.000000    72.4 108.70000
Sep 1918  124.2 156.100000   183.2 190.40000
Oct 1918   69.1  80.500000    96.9 118.60000
Nov 1918   57.1 116.500000    92.0  89.00000
Dec 1918   76.5 128.500000   203.5 127.00000
Jan 1919   73.7 130.700000   132.7  98.00000
Feb 1919   37.3  39.200000   105.2  41.20000
Mar 1919   63.8  96.100000    70.3  73.90000
Apr 1919   30.2  36.200000    37.1  48.90000
May 1919   46.5  33.200000   148.1  81.50000
Jun 1919   61.7  73.400000    18.0  84.40000
Jul 1919   28.7   9.300000    42.5  38.30000
Aug 1919   55.9  89.400000    89.5  79.90000
Sep 1919   50.5  84.700000    61.4 140.20000
Oct 1919   52.8  55.000000    14.6  49.10000
Nov 1919   61.5  85.000000    54.4  77.40000
Dec 1919  102.1 211.100000   130.3 142.60000
Jan 1920  101.6 150.600000   169.8 149.20000
Feb 1920   48.8  59.700000    47.7  94.90000
Mar 1920   63.8  86.800000   118.4 120.90000
Apr 1920   68.3  81.700000   158.3  91.70000
May 1920   59.9 107.200000   153.2 147.20000
Jun 1920   47.5  69.200000    92.0  26.90000
Jul 1920  129.5  82.100000   113.2 149.20000
Aug 1920   47.8  53.400000    65.2 108.50000
Sep 1920   33.0  78.500000    76.1 102.60000
Oct 1920  127.8 192.600000   113.2  87.20000
Nov 1920   65.8  58.000000   118.9 170.90000
Dec 1920   55.4 147.800000   146.3  51.90000
Jan 1921   79.2 160.200000    73.5 125.50000
Feb 1921   22.4  18.400000    73.1 117.70000
Mar 1921   64.5  69.300000    83.2  62.20000
Apr 1921   22.1  28.000000    15.4  21.60000
May 1921   82.3  48.200000    47.5  50.80000
Jun 1921    6.6   4.400000     0.6  21.00000
Jul 1921   89.9 102.100000   107.8  95.00000
Aug 1921   67.3 116.800000   102.6  86.70000
Sep 1921   37.1  49.200000    38.6 112.40000
Oct 1921   62.5 126.000000    82.9 150.10000
Nov 1921   57.7 105.300000   147.5 111.90000
Dec 1921   68.6  82.400000    52.6 146.90000
Jan 1922   61.7 123.900000   184.1 131.10000
Feb 1922   47.0  95.800000   126.4 137.80000
Mar 1922   35.6  37.800000    63.5 133.70000
Apr 1922   61.2 110.200000    85.2  66.30000
May 1922   17.5  56.200000    47.7  99.60000
Jun 1922   21.6  57.100000    22.8  59.50000
Jul 1922   54.6  95.600000    91.7 127.00000
Aug 1922   95.2  98.600000   111.7  38.50000
Sep 1922   64.8  71.300000    98.6  93.50000
Oct 1922   18.5  39.500000    56.0 126.50000
Nov 1922    9.9  33.400000    52.9  49.70000
Dec 1922   56.1  67.800000   124.0  77.70000
Jan 1923   47.8 112.300000    54.9  89.10000
Feb 1923  119.9 187.300000   243.9 183.70000
Mar 1923   22.6  61.900000   113.2  83.50000
Apr 1923   82.5 100.200000   122.3  73.60000
May 1923   45.7  36.600000    27.5  32.40000
Jun 1923   29.2  19.500000     4.1  33.30000
Jul 1923   89.2  78.700000    67.7 101.60000
Aug 1923  110.7 179.600000   153.8 160.60000
Sep 1923   58.7 102.800000    84.6 152.70000
Oct 1923   55.6 116.300000   137.5 152.10000
Nov 1923   51.3 116.800000    98.9 102.50000
Dec 1923   52.8 123.900000    64.9 153.60000
Jan 1924   88.6 143.400000   229.8 112.70000
Feb 1924   12.2  31.300000    84.8  73.00000
Mar 1924   19.3  45.700000    37.5  70.40000
Apr 1924   50.5  74.500000    69.8  98.70000
May 1924   83.3 142.300000   103.4  87.90000
Jun 1924   76.2 100.700000   105.8 106.00000
Jul 1924   99.8 103.500000   108.9 111.30000
Aug 1924   80.0 115.800000    61.4 117.70000
Sep 1924  134.4 150.100000   167.4 150.40000
Oct 1924   51.8  61.500000   120.6 146.60000
Nov 1924   57.4  84.000000   170.4 144.50000
Dec 1924   97.5 143.400000   213.8 155.90000
Jan 1925   62.7  76.600000   161.3 115.90000
Feb 1925  107.7 112.700000   127.2 158.50000
Mar 1925   19.8  27.400000     6.3  42.90000
Apr 1925   63.0 135.800000   157.5 132.90000
May 1925  141.0 155.200000   124.3 146.60000
Jun 1925    6.6  16.300000    18.0  16.30000
Jul 1925   69.8 107.200000    79.2  80.60000
Aug 1925   35.3  45.700000    86.6  77.10000
Sep 1925   58.7  98.100000    75.2  69.50000
Oct 1925   63.8  93.700000   151.8 115.90000
Nov 1925   66.8  65.900000    70.9  87.00000
Dec 1925   45.0 114.400000   118.0 103.10000
Jan 1926   88.4 145.700000   262.4 154.20000
Feb 1926   40.6 101.000000   135.5 124.20000
Mar 1926   23.6  38.100000    42.9  53.10000
Apr 1926   50.3  62.900000    86.9 100.10000
May 1926   73.4  66.600000    82.0 156.80000
Jun 1926   66.0  69.900000    65.2 119.70000
Jul 1926   63.2  95.600000    47.7 108.30000
Aug 1926   53.6  92.800000    71.5 102.50000
Sep 1926   42.7  71.900000    14.6  99.30000
Oct 1926   79.2 117.400000    82.0 120.90000
Nov 1926   88.9 117.400000   177.2 168.80000
Dec 1926   23.4  39.200000    13.7  31.30000
Jan 1927   78.0 111.200000   135.7 141.10000
Feb 1927   59.7  52.200000    76.1  92.00000
Mar 1927   74.7  70.500000   136.9 123.80000
Apr 1927   33.3  37.400000    34.5 112.70000
May 1927   19.3  44.600000    68.1  70.90000
Jun 1927   75.4  99.600000    73.5  75.90000
Jul 1927   76.7  84.700000   124.3  83.50000
Aug 1927  140.7 104.200000   105.2 183.70000
Sep 1927  101.1 153.100000    97.8  44.70000
Oct 1927   70.1  88.000000    99.5  92.30000
Nov 1927   76.5 132.800000   118.6  87.00000
Dec 1927   53.6  88.600000   240.9 116.20000
Jan 1928   72.4 170.100000   154.1 116.50000
Feb 1928   61.7 130.400000    97.8 119.70000
Mar 1928  102.9 105.600000   209.5 104.30000
Apr 1928   12.2  44.600000   161.8  87.00000
May 1928   35.8  37.100000    74.3  27.10000
Jun 1928  118.6 109.100000   160.0 158.50000
Jul 1928   37.1  73.800000    28.9 117.90000
Aug 1928  100.8  82.100000   144.0 171.10000
Sep 1928   21.1  65.900000    64.6 150.40000
Oct 1928   72.4 154.800000   183.2 187.10000
Nov 1928   91.7 149.000000   152.4 188.60000
Dec 1928   63.5 107.400000   160.4 126.70000
Jan 1929   22.6  60.800000    63.7  65.80000
Feb 1929   51.8 101.900000   233.3 110.70000
Mar 1929    6.9  16.900000    25.4  29.80000
Apr 1929   32.5  21.600000    41.7  56.10000
May 1929   38.6  67.800000   115.8  41.20000
Jun 1929   35.1  62.400000    34.5  35.90000
Jul 1929   67.3  78.900000   122.7 151.90000
Aug 1929  118.6 121.300000    61.8 166.50000
Sep 1929   15.2  19.900000    23.4  74.10000
Oct 1929   71.1 115.100000    92.0 151.50000
Nov 1929  121.2 127.600000   197.5 163.50000
Dec 1929  139.4 206.300000   308.1 216.70000
Jan 1930  102.6 116.500000   202.1 160.00000
Feb 1930   30.5  23.700000    29.5   9.70000
Mar 1930   97.8  53.600000   196.7  91.00000
Apr 1930   34.5  36.000000    59.8  56.10000
May 1930   55.6  39.500000    47.7  40.00000
Jun 1930   43.7  60.800000    61.4  82.30000
Jul 1930   88.9  88.000000    79.8 109.20000
Aug 1930  127.5 164.100000   153.2 142.20000
Sep 1930  170.9 123.900000   129.2 104.80000
Oct 1930   81.5 152.900000   146.3 212.60000
Nov 1930   69.1 116.300000   150.3 123.50000
Dec 1930   79.2  88.400000   113.4 135.80000
Jan 1931   43.4  86.500000    47.7  87.30000
Feb 1931   37.3  74.300000    74.8 110.10000
Mar 1931   31.0  35.300000   229.0  79.70000
Apr 1931   59.9  79.100000    77.8  53.10000
May 1931   72.9 114.800000   124.6 122.90000
Jun 1931   95.5 134.400000    93.5 107.50000
Jul 1931   89.7  78.900000    78.0 107.70000
Aug 1931   72.9  96.600000   135.5  89.10000
Sep 1931  113.3  49.200000    24.9  60.70000
Oct 1931   25.1  56.400000    33.4  96.90000
Nov 1931  101.3 156.100000   281.5 152.10000
Dec 1931   35.6  81.700000    64.3 128.50000
Jan 1932   67.6  66.100000   148.3 122.90000
Feb 1932    6.3   5.300000     4.8   2.90000
Mar 1932   46.0  51.700000    90.9  44.10000
Apr 1932   70.1 100.500000    70.9  80.60000
May 1932  100.8  61.500000   121.2  77.40000
Jun 1932   12.2  30.200000    39.7  62.50000
Jul 1932  129.8 136.700000    76.3 132.50000
Aug 1932   40.1  60.300000    65.2  27.10000
Sep 1932   73.4  85.200000    67.2 142.80000
Oct 1932   70.1  94.000000   108.4 120.20000
Nov 1932   35.1  53.400000    47.5  75.30000
Dec 1932  100.3 127.400000   233.5 194.20000
Jan 1933   48.0  61.900000   102.3 132.30000
Feb 1933  100.1 103.200000    64.3  60.50000
Mar 1933   47.8  66.600000    79.4  98.40000
Apr 1933   16.3  31.500000    73.7  48.20000
May 1933   53.1  64.800000   130.6  67.50000
Jun 1933   45.2  82.000000    45.5  47.00000
Jul 1933   48.3  75.400000    57.2 118.30000
Aug 1933   19.0  63.300000    46.9  77.70000
Sep 1933   24.1  19.900000    45.5  32.60000
Oct 1933   69.1  64.800000    59.8  73.00000
Nov 1933   31.7  38.100000    77.8 108.60000
Dec 1933   40.4  53.400000    47.5  54.30000
Jan 1934   50.0  74.500000   133.5 172.10000
Feb 1934    4.3   8.100000     9.1  10.10000
Mar 1934   58.9  65.900000   133.5 143.60000
Apr 1934   56.9  83.500000   100.6  61.80000
May 1934   32.5  78.700000    56.6 107.80000
Jun 1934   45.2  53.400000    46.6  69.20000
Jul 1934   45.2  71.400000    62.9 103.00000
Aug 1934   83.6 163.200000    94.6  98.70000
Sep 1934   77.5 125.800000   170.9 131.00000
Oct 1934   52.3 117.700000   100.0 166.60000
Nov 1934   46.2  30.000000    38.0  56.50000
Dec 1934  112.0 202.400000   255.0 140.90000
Jan 1935   25.9  46.700000    24.0  55.30000
Feb 1935   95.0 119.300000    84.3 196.60000
Mar 1935   18.3  47.600000    44.0  40.70000
Apr 1935   52.3  65.400000    94.6  78.90000
May 1935   50.3  40.600000    20.3  43.20000
Jun 1935   73.9 122.800000   151.8  45.10000
Jul 1935   15.7  23.500000    14.3  20.80000
Aug 1935   55.9  86.100000    76.6 121.50000
Sep 1935   99.8 135.300000   194.3 181.60000
Oct 1935   65.3 135.800000    60.0 167.70000
Nov 1935   90.4 133.900000   130.9 154.40000
Dec 1935   34.0 104.000000   122.7  64.60000
Jan 1936   84.6 154.100000   214.7  77.40000
Feb 1936   50.8  72.900000   173.0  52.30000
Mar 1936   38.4  78.500000    91.7  66.20000
Apr 1936   51.1  43.900000    45.1  71.70000
May 1936   28.2  42.200000    39.5  18.20000
Jun 1936   71.1  91.000000    44.3 109.90000
Jul 1936  164.8 179.200000   162.0 212.80000
Aug 1936   27.4  74.300000    16.5  78.00000
Sep 1936   68.6 124.900000    82.4 119.20000
Oct 1936   41.9  96.100000    43.8 124.10000
Nov 1936   58.9 121.100000    98.9 136.50000
Dec 1936   63.8  93.300000   139.8 195.90000
Jan 1937   71.1 163.200000   258.4 125.30000
Feb 1937   83.1 173.300000   122.9 202.70000
Mar 1937  119.9  93.300000   171.2  53.30000
Apr 1937   38.6  67.800000   100.0  95.50000
May 1937   29.5  33.400000    55.5  79.30000
Jun 1937   33.3  87.000000    19.5  79.90000
Jul 1937   44.2  90.100000    91.7 217.70000
Aug 1937   59.4  88.600000    50.9 107.60000
Sep 1937   36.8  52.200000    86.1 163.70000
Oct 1937  113.0  85.400000    70.9  34.40000
Nov 1937   55.1  46.000000   102.1  74.40000
Dec 1937   44.2 114.400000    70.6 107.80000
Jan 1938   64.3 128.800000   131.2 150.80000
Feb 1938   15.0  33.000000    88.9  62.40000
Mar 1938   21.6  31.800000    43.4 106.90000
Apr 1938    1.5   8.100000     2.8   0.40000
May 1938   64.0  55.500000   128.1 157.60000
Jun 1938   65.5 115.800000    79.4 121.90000
Jul 1938   98.8 119.300000   113.4 176.10000
Aug 1938   54.1  75.400000    52.9  75.70000
Sep 1938   34.8  70.500000    77.4  51.70000
Oct 1938  141.0 211.000000   138.3 197.50000
Nov 1938   64.5 123.900000   170.0 236.90000
Dec 1938   76.2 121.100000   124.3 144.30000
Jan 1939   84.8 119.800000   162.9 140.70000
Feb 1939   50.5  75.200000   125.2  98.10000
Mar 1939   70.1 107.900000    83.7  60.80000
Apr 1939   51.8  67.100000    59.4  56.10000
May 1939   17.0  22.300000    30.8  35.40000
Jun 1939   53.8  50.600000    50.9  42.20000
Jul 1939   65.3 152.900000   120.1 106.50000
Aug 1939   58.4  42.500000    45.1  43.50000
Sep 1939   73.4  67.100000    47.1  40.70000
Oct 1939   73.4  64.800000   129.5  99.10000
Nov 1939  108.2 157.800000   257.2 222.80000
Dec 1939   51.1  70.800000    82.6 107.20000
Jan 1940   81.0 143.600000   116.6  94.30000
Feb 1940   84.6  83.100000   226.6 155.90000
Mar 1940   35.6 117.400000    78.0 167.30000
Apr 1940   83.3 126.300000   100.4  90.00000
May 1940   25.1  30.400000    62.6  35.60000
Jun 1940   22.4  43.400000    25.8  39.30000
Jul 1940  104.1 155.200000    68.3  51.00000
Aug 1940   15.5  23.200000     6.3   5.90000
Sep 1940   52.8  56.400000    34.0  63.30000
Oct 1940  134.1 136.200000   205.5 151.40000
Nov 1940   92.2 166.600000   186.7 140.70000
Dec 1940   43.7 122.300000   121.2 143.60000
Jan 1941  110.8 104.900000   137.5  75.70000
Feb 1941   57.6 108.400000   114.9 168.90000
Mar 1941   92.2 135.800000   114.0  84.80000
Apr 1941   71.1  62.400000    40.6  44.50000
May 1941   61.9  66.600000    66.8  63.90000
Jun 1941   29.3   8.300000    48.8  28.60000
Jul 1941   46.4 111.200000    66.6  98.70000
Aug 1941   83.7 109.700000    58.9 118.60000
Sep 1941   24.4  49.200000    38.3  36.10000
Oct 1941   48.8 148.300000    74.6  88.60000
Nov 1941   67.3 131.600000   280.4 165.40000
Dec 1941   41.5  45.200000    56.6  92.90000
Jan 1942   94.2 190.300000   134.9 138.80000
Feb 1942   25.2  65.900000    47.7  28.90000
Mar 1942   76.4  92.800000   142.9  73.20000
Apr 1942   36.6  55.500000    68.1  50.00000
May 1942  108.2  79.100000   149.8  95.80000
Jun 1942    4.0  10.400000    23.2   7.20000
Jul 1942   57.0  87.500000    64.4 128.00000
Aug 1942   93.0 114.400000   117.1 130.30000
Sep 1942  122.8 116.000000    53.1 121.10000
Oct 1942   33.0  97.200000    26.3  92.20000
Nov 1942    9.7  18.400000    19.7  33.50000
Dec 1942   63.4 132.800000   187.5 134.80000
Jan 1943  105.9 154.600000   252.1 157.80000
Feb 1943   22.0  46.900000    53.8  70.20000
Mar 1943   20.4  30.900000    25.4  40.30000
Apr 1943   33.8  78.200000    48.1  50.60000
May 1943   88.1 118.300000   114.3 102.70000
Jun 1943   80.6  88.200000    51.2  94.30000
Jul 1943   45.8  44.300000    55.5  62.40000
Aug 1943   55.7 156.000000    86.3 177.60000
Sep 1943   70.8  62.700000   109.7 106.30000
Oct 1943   54.8  99.100000   199.2 165.40000
Nov 1943   51.7  64.000000    51.4 102.70000
Dec 1943   38.0  74.000000    63.5  61.40000
Jan 1944   85.3 107.400000   105.2 148.10000
Feb 1944   24.8  37.600000    18.6  58.80000
Mar 1944   11.5  17.600000    13.2  15.60000
Apr 1944   44.1  54.500000    96.7  84.20000
May 1944   22.4  36.500000    12.8 114.10000
Jun 1944   32.4  65.900000    38.0  76.40000
Jul 1944   53.6 105.600000   142.9  96.40000
Aug 1944   56.9  91.500000    48.8 106.50000
Sep 1944  146.7 158.700000   134.9 103.60000
Oct 1944   71.8 113.500000   157.2 142.60000
Nov 1944  127.8 145.000000   192.3 154.00000
Dec 1944   45.6 116.900000   117.5 121.50000
Jan 1945   30.6 105.200000    97.2  77.60000
Feb 1945   58.4 104.200000   119.2 104.00000
Mar 1945   13.1  42.000000    38.8  82.90000
Apr 1945   37.3  56.200000    38.8  44.10000
May 1945   49.4 107.400000    70.3 140.30000
Jun 1945   83.4 114.800000    66.1 134.20000
Jul 1945   82.9  97.900000   131.2 110.80000
Aug 1945   17.2  28.000000    70.3  69.80000
Sep 1945   75.1  89.500000    92.9 123.80000
Oct 1945   43.6 126.400000   128.3 106.90000
Nov 1945   15.3  41.600000    61.4  54.00000
Dec 1945   75.4 113.500000   160.4 141.60000
Jan 1946   59.1 117.300000   134.6 128.90000
Feb 1946   89.0  88.900000    53.8 152.10000
Mar 1946   43.0  74.200000    83.2  39.90000
Apr 1946   32.3  18.500000    22.3  41.60000
May 1946   60.2  40.600000   102.3  49.40000
Jun 1946   70.4  64.300000    99.5 105.60000
Jul 1946   61.8  81.300000    64.4  54.00000
Aug 1946  129.0 156.200000   158.9 119.60000
Sep 1946  145.6 187.700000   134.6 172.10000
Oct 1946   51.3  44.700000   123.8  63.90000
Nov 1946  101.1 137.200000   177.8 132.90000
Dec 1946   77.9 124.000000   150.7 114.10000
Jan 1947   69.9 127.500000   200.1  95.20000
Feb 1947   62.3  70.400000   145.2  48.70000
Mar 1947  148.6 169.400000   256.9 142.00000
Apr 1947   70.5 101.600000   115.5  92.60000
May 1947   95.2 113.000000   130.3  73.80000
Jun 1947   97.3  90.900000   107.5 104.60000
Jul 1947   69.2 109.200000    80.6 108.20000
Aug 1947   32.7   8.900000    33.4  25.70000
Sep 1947   59.5  75.200000    68.3 116.00000
Oct 1947   20.5  81.000000    83.2  92.60000
Nov 1947   71.1 135.900000   132.7 193.00000
Dec 1947  119.4  81.500000   106.9  99.80000
Jan 1948  171.1 211.800000   219.2 216.00000
Feb 1948   35.3  60.200000    71.5 101.00000
Mar 1948   39.4  51.800000    82.6  90.00000
Apr 1948   62.5  50.300000    60.9  72.40000
May 1948   64.1  46.700000    34.3  51.30000
Jun 1948   71.1 110.200000    76.9 100.40000
Jul 1948   57.0  63.000000    72.4  85.10000
Aug 1948   88.6 109.000000    90.4 139.40000
Sep 1948   57.1 117.600000    52.0 159.90000
Oct 1948   35.1  72.100000   219.8  94.90000
Nov 1948   41.6  94.500000   130.1 142.30000
Dec 1948  107.1 148.100000   330.4 255.00000
Jan 1949   53.2  76.200000    37.5 124.10000
Feb 1949   26.4  44.700000    71.8 134.20000
Mar 1949   57.0  64.800000    26.0  55.50000
Apr 1949   46.1  61.500000   105.4 119.60000
May 1949   40.4  52.100000    77.2  72.40000
Jun 1949   22.3  15.000000    35.8  29.30000
Jul 1949   40.7  72.400000    54.4  84.40000
Aug 1949   80.4 132.600000    80.3  94.90000
Sep 1949   23.0  67.600000    97.9  56.10000
Oct 1949   96.3 152.100000   174.6 272.90000
Nov 1949   36.5  84.600000    93.4 153.30000
Dec 1949   74.8 126.000000    67.2  86.50000
Jan 1950   10.5  46.200000   104.9  95.20000
Feb 1950  107.3 112.000000   183.0 156.50000
Mar 1950   33.6  44.400000    69.2  63.90000
Apr 1950   50.2 118.100000    59.6  77.00000
May 1950   41.6  40.900000    23.6  27.60000
Jun 1950   28.8  69.600000    45.1  81.20000
Jul 1950   81.6 159.500000    89.1 166.30000
Aug 1950  145.8 150.400000   153.5 148.10000
Sep 1950  103.9 184.900000   147.8  85.10000
Oct 1950   77.3  77.000000    50.3 131.90000
Nov 1950   56.6  84.600000   110.3 125.30000
Dec 1950   56.7  72.900000   111.4 103.00000
Jan 1951   69.5  91.400000   145.2 101.00000
Feb 1951   60.4  97.500000   126.0  57.80000
Mar 1951   86.5  73.700000    80.6  63.30000
Apr 1951   28.0  42.900000    59.8  45.50000
May 1951   52.8  86.600000    69.8  49.10000
Jun 1951   22.9  46.500000    71.1  59.70000
Jul 1951   47.9  94.500000    37.1  62.40000
Aug 1951   83.3 109.200000   125.8 160.50000
Sep 1951   71.4  70.100000   194.1 234.60000
Oct 1951   13.8  17.500000    86.3  54.90000
Nov 1951  125.6 213.100000   185.2 131.20000
Dec 1951   81.3 145.000000   197.8 229.10000
Jan 1952   87.0 115.100000   100.6 141.60000
Feb 1952   14.1  22.400000     9.0  56.50000
Mar 1952   31.1  32.300000    89.1 104.20000
Apr 1952   39.0  55.100000    64.1  63.90000
May 1952   54.9  40.900000    62.0  70.90000
Jun 1952   38.6  83.300000    36.6  71.70000
Jul 1952   29.0  41.900000    18.0  11.40000
Aug 1952   98.1 181.100000    96.7 102.30000
Sep 1952   61.1  46.000000    19.1  71.50000
Oct 1952   86.5 108.500000   194.3 170.60000
Nov 1952   87.8  87.100000   112.3  66.60000
Dec 1952   50.0 122.400000    81.7 181.90000
Jan 1953   15.8  39.400000    40.6  79.40000
Feb 1953   44.9  30.500000    44.6  67.30000
Mar 1953    9.2  10.700000    23.6  26.50000
Apr 1953   65.5  46.200000    92.9  85.00000
May 1953   50.9  58.400000    96.7  35.30000
Jun 1953   38.6  38.100000    31.5  27.60000
Jul 1953   78.7 157.700000    96.9 160.00000
Aug 1953   76.8  98.300000    64.9 130.20000
Sep 1953   43.8  71.600000   173.0  91.60000
Oct 1953   42.5  67.800000   122.9 117.00000
Nov 1953   62.4 118.400000    76.6 124.70000
Dec 1953   51.5  97.500000   104.3 104.80000
Jan 1954   33.3  75.200000   111.5  90.50000
Feb 1954   59.3 108.200000   106.9 160.00000
Mar 1954   54.6  89.200000   119.5 119.20000
Apr 1954   14.3  15.000000    20.3  38.60000
May 1954   95.1  93.700000   100.9  62.90000
Jun 1954   38.7  73.900000    56.0  68.40000
Jul 1954   55.2 122.200000    50.6 124.70000
Aug 1954   70.8  92.500000    66.8  92.70000
Sep 1954   56.5 128.500000   144.4 171.00000
Oct 1954  133.9 160.800000   147.5 268.10000
Nov 1954  100.9 203.200000   136.0 146.70000
Dec 1954  100.3 140.200000   124.9 171.00000
Jan 1955   86.2 131.600000   127.7 109.20000
Feb 1955   69.7  96.800000    88.9  93.80000
Mar 1955   30.1  44.200000    59.2  26.50000
Apr 1955   21.8  76.500000    86.6  93.80000
May 1955   61.3  66.000000    86.3 103.70000
Jun 1955  113.9 135.600000   146.9 134.60000
Jul 1955   14.1  41.900000     1.1  19.90000
Aug 1955   85.3  41.400000    84.3  46.30000
Sep 1955   47.6  88.400000    60.3  90.50000
Oct 1955   25.4  79.000000    37.5  92.70000
Nov 1955   45.9  84.800000   183.0  69.50000
Dec 1955  108.2 179.800000   182.4 141.20000
Jan 1956   88.4  90.700000   130.9 107.00000
Feb 1956   30.7  41.700000    16.3  55.20000
Mar 1956   45.6  50.800000   225.5  98.20000
Apr 1956   47.6  56.900000    12.6  29.80000
May 1956   16.5  39.900000    43.4  68.40000
Jun 1956   59.2  87.100000    87.4  59.60000
Jul 1956  101.8  79.800000   113.2 156.70000
Aug 1956  146.0 228.100000    92.9 126.90000
Sep 1956   90.3  85.900000   190.4 102.60000
Oct 1956   41.1  83.300000    52.9 107.00000
Nov 1956   31.5  45.200000    95.2  50.80000
Dec 1956   89.1 126.500000   196.9 203.00000
Jan 1957   52.2 114.300000   139.8 153.40000
Feb 1957   60.0  65.300000   126.0 131.30000
Mar 1957   76.2  88.100000   172.6 124.70000
Apr 1957   20.5  51.800000    22.6  41.90000
May 1957   77.1  63.500000    63.5  50.80000
Jun 1957   49.7  38.600000    43.8  56.30000
Jul 1957   85.7 124.200000    66.8  76.10000
Aug 1957   88.3 141.200000    77.8  61.80000
Sep 1957  131.7 160.300000   231.2 144.50000
Oct 1957   71.9 116.600000    94.9 174.30000
Nov 1957   39.1  56.100000    39.7  51.90000
Dec 1957   79.7 129.500000   114.7 111.40000
Jan 1958   35.2 102.100000   188.4 125.80000
Feb 1958  102.0 148.300000   137.5 140.10000
Mar 1958   23.0  59.700000   194.9  80.50000
Apr 1958   29.9  53.100000    18.9  34.20000
May 1958  103.9  79.800000   138.1 107.00000
Jun 1958  168.5 165.100000   130.3  80.50000
Jul 1958  109.9 121.900000   134.6 131.30000
Aug 1958  140.2 128.800000   152.0 132.40000
Sep 1958  128.8 139.700000   187.2 134.60000
Oct 1958   52.0  80.000000    46.2  93.80000
Nov 1958   45.4  56.400000    68.9  65.10000
Dec 1958   90.4 120.600000   125.6 153.40000
Jan 1959   47.3  62.200000   127.8  72.80000
Feb 1959   13.1  42.700000    25.4  47.40000
Mar 1959   40.2  73.700000   136.1  99.30000
Apr 1959   43.8  78.500000    86.6  93.80000
May 1959   73.4  31.500000    87.6  53.00000
Jun 1959   37.6  66.300000    63.2  53.00000
Jul 1959   44.8 111.800000    35.6  85.00000
Aug 1959   17.6  24.100000    30.7  46.30000
Sep 1959   24.3  43.400000    18.5  86.10000
Oct 1959  106.7  99.600000   141.0 176.50000
Nov 1959   90.8  95.800000   106.7 131.30000
Dec 1959  131.3 132.100000   227.3 303.40000
Jan 1960   87.0 124.000000   123.4 129.10000
Feb 1960   35.2  69.800000   115.6 108.10000
Mar 1960   97.1  57.900000   141.7  67.30000
Apr 1960   27.2  77.700000    72.4  99.30000
May 1960   52.4  49.000000    81.3  69.50000
Jun 1960   51.1  55.600000    46.2  67.30000
Jul 1960  139.8 185.900000   114.3 149.00000
Aug 1960   86.4 152.400000   108.0 102.60000
Sep 1960   81.1  77.500000   151.6 125.80000
Oct 1960  178.2 160.800000   175.8 104.80000
Nov 1960  102.8 102.400000   201.4 209.60000
Dec 1960   93.7  82.800000    97.5 153.40000
Jan 1961  106.0 122.700000   244.0 160.00000
Feb 1961   51.0 102.400000    88.0 143.40000
Mar 1961    5.0  39.900000     4.0  30.90000
Apr 1961   90.0 131.300000   183.0  99.30000
May 1961   30.0  63.800000    35.0  85.00000
Jun 1961   42.0  61.000000    44.0  49.70000
Jul 1961   53.0  54.900000    53.0 171.00000
Aug 1961   47.0 103.600000    45.0  93.80000
Sep 1961   86.0 112.000000   142.0  93.80000
Oct 1961   59.0 104.100000   128.0 182.10000
Nov 1961   53.0  75.200000    79.0 123.60000
Dec 1961   57.0  74.900000   102.0 104.80000
Jan 1962   41.0 104.100000   154.0 143.40000
Feb 1962   26.0  60.700000    28.0  58.50000
Mar 1962   54.0  48.800000   113.0  89.40000
Apr 1962   41.0  57.100000    69.0  80.50000
May 1962   57.0  60.700000    81.0  64.00000
Jun 1962   25.0  52.100000    50.0  45.20000
Jul 1962   68.0  61.500000    92.0  62.90000
Aug 1962   73.0 148.800000    99.0 105.90000
Sep 1962  131.0 178.100000   124.0 131.30000
Oct 1962   19.0  53.100000    51.0  47.40000
Nov 1962   45.0 101.900000    95.0  87.20000
Dec 1962   75.0 110.700000    88.0 118.10000
Jan 1963   41.0  42.900000    33.0  12.10000
Feb 1963   62.0  69.100000    96.0  47.40000
Mar 1963   65.0  88.600000   213.0 151.20000
Apr 1963   47.0  82.500000   119.0  66.20000
May 1963   42.0  87.600000    48.0  83.90000
Jun 1963   54.0 116.600000    46.0  94.90000
Jul 1963   24.0  76.700000    77.0  82.80000
Aug 1963  103.0 136.400000   104.0  91.60000
Sep 1963   45.0  84.800000    40.0  88.30000
Oct 1963   48.0 147.100000   149.0 167.70000
Nov 1963   97.0 157.500000   202.0 157.80000
Dec 1963   15.0  16.000000   112.0  39.70000
Jan 1964   15.0  46.200000    36.0  59.60000
Feb 1964   28.0  26.200000   166.0  46.30000
Mar 1964  107.0 103.400000   234.0  90.50000
Apr 1964   62.0  51.300000    83.0  77.20000
May 1964   45.0  51.600000   107.0 123.60000
Jun 1964   51.0  70.600000    90.0  80.50000
Jul 1964   48.0  44.700000    72.0  86.10000
Aug 1964   81.0 115.800000   135.0 105.90000
Sep 1964   52.0  97.500000    76.0 113.60000
Oct 1964   62.0 126.000000    80.0 177.60000
Nov 1964   26.0  74.400000    74.0 114.70000
Dec 1964  112.0 126.000000   152.0 144.50000
Jan 1965   97.0  99.600000   142.0 157.80000
Feb 1965    5.0  16.300000     6.0   9.90000
Mar 1965   55.0 100.300000   134.0  89.40000
Apr 1965   45.0  61.500000   106.0 124.70000
May 1965   52.0  72.900000    92.0  94.90000
Jun 1965   73.0  77.700000   129.0 108.10000
Jul 1965   79.0  69.100000    98.0  97.10000
Aug 1965   55.0 104.100000    79.0  93.80000
Sep 1965   68.0  80.000000    94.0  78.30000
Oct 1965   44.0  65.800000    37.0  69.50000
Nov 1965  179.0 133.300000   205.0 118.10000
Dec 1965  100.0 140.700000   203.0 204.10000
Jan 1966   92.0  66.300000   203.0 104.80000
Feb 1966  115.0 176.300000   304.0 141.00000
Mar 1966   45.0  92.200000    34.0  82.90000
Apr 1966  147.0 100.100000   235.0 142.00000
May 1966   52.0 107.400000    81.0 116.70000
Jun 1966  120.0 116.300000   102.0 108.90000
Jul 1966   37.0  55.400000    23.0  35.70000
Aug 1966   57.0  86.600000    90.0  76.70000
Sep 1966   69.0  96.300000    81.0  99.70000
Oct 1966  126.0 113.800000   232.0 101.70000
Nov 1966   47.0  89.700000    42.0  80.50000
Dec 1966  111.0 160.300000    81.0 128.50000
Jan 1967   49.0  87.600000   124.0  75.90000
Feb 1967   84.0  65.500000   135.0 133.30000
Mar 1967   26.0  75.400000    33.0  96.30000
Apr 1967   34.0  68.800000    18.0  36.50000
May 1967  129.0 108.200000   138.0 122.50000
Jun 1967   11.0  42.400000    33.0  53.60000
Jul 1967   84.0 122.700000    99.0  94.40000
Aug 1967   64.0 111.300000   103.0 103.70000
Sep 1967  116.0 129.000000   147.0 137.00000
Oct 1967   96.0 130.600000   159.0 314.30000
Nov 1967   44.0 125.700000    56.0  79.20000
Dec 1967   48.0 109.500000    65.0  73.80000
Jan 1968   94.0 100.800000    96.0 166.70000
Feb 1968   16.0  33.800000    64.0  36.40000
Mar 1968   42.0  78.500000    71.0 102.10000
Apr 1968   59.0  43.400000    93.0  43.80000
May 1968   52.0  78.200000    80.0  63.10000
Jun 1968   51.0  63.200000    60.0  94.10000
Jul 1968   16.0  62.000000    56.0  24.90000
Aug 1968  107.0  69.100000    78.0 122.60000
Sep 1968  104.0 128.800000   154.0 171.60000
Oct 1968   60.0 143.500000   153.0 205.30000
Nov 1968   79.0 105.900000   186.0 138.40000
Dec 1968  109.0  61.700000   174.0 205.90000
Jan 1969  105.0 114.300000   275.0 143.10000
Feb 1969   42.0  89.900000    54.0  50.00000
Mar 1969   47.0  55.100000    79.0  51.10000
Apr 1969   62.0  72.600000    71.0  75.80000
May 1969  111.0 107.400000   118.0  98.20000
Jun 1969   46.0  96.300000    84.0 102.10000
Jul 1969   44.0  68.800000    29.0  38.60000
Aug 1969   34.0  53.100000    38.0  59.60000
Sep 1969   45.0  37.100000    51.0  55.80000
Oct 1969   11.0  45.700000    41.0 105.80000
Nov 1969   91.0 115.300000   111.0 151.40000
Dec 1969   62.0 110.200000   102.0 173.70000
Jan 1970   63.0  98.300000   220.0  56.30000
Feb 1970   60.0 100.100000    93.0 165.90000
Mar 1970   33.0 102.900000    35.0  59.90000
Apr 1970   85.0 118.100000    72.0 142.30000
May 1970   13.0  29.000000    34.0  36.10000
Jun 1970   32.0  59.900000    57.0  53.10000
Jul 1970   68.0 105.700000    86.0  99.60000
Aug 1970   68.0 120.900000    48.0  97.80000
Sep 1970   54.0 150.600000   111.0 150.40000
Oct 1970   59.0 118.600000    36.0 156.20000
Nov 1970  128.0 115.800000   216.0 145.20000
Dec 1970   51.0  36.800000    40.0  54.40000
Jan 1971   39.4  57.800000   162.1 106.40000
Feb 1971   41.6  67.400000    34.4  88.90000
Mar 1971   76.9  66.100000    47.0  68.30000
Apr 1971   52.4 109.200000    56.1  30.70000
May 1971   34.0  59.200000    43.6  41.90000
Jun 1971   71.8 109.600000    66.5  74.10000
Jul 1971   62.8  57.100000    94.0  66.20000
Aug 1971   66.9 117.100000   112.6  86.10000
Sep 1971   27.0  45.900000    56.6  84.10000
Oct 1971   34.4  50.700000   128.5 119.50000
Nov 1971   48.0  97.900000    55.6 103.50000
Dec 1971   36.4  16.500000    71.4  46.10000
Jan 1972  113.4 133.900000   176.4 126.00000
Feb 1972   56.9  73.100000   185.4  76.70000
Mar 1972   50.8 114.800000   100.3 110.80000
Apr 1972   48.5  83.000000    50.4  99.50000
May 1972   66.7 114.600000   145.6 120.40000
Jun 1972   58.6  99.800000    34.2  67.40000
Jul 1972   44.5  70.300000    40.2  47.60000
Aug 1972   20.6  54.700000    44.2  68.40000
Sep 1972    7.5  11.500000    14.0   7.80000
Oct 1972   40.8  55.300000    82.0  41.20000
Nov 1972   79.3  91.200000   129.7 192.00000
Dec 1972   81.5  77.300000   170.4 154.70000
Jan 1973   52.4 102.600000   127.3 110.70000
Feb 1973   32.3  67.700000    85.8  94.30000
Mar 1973   11.1  37.500000    37.8  34.60000
Apr 1973   48.1  52.200000    33.5  75.10000
May 1973   70.9  97.600000   182.5 104.30000
Jun 1973   20.2  52.400000    41.1  49.10000
Jul 1973   72.8  70.400000    47.8  56.50000
Aug 1973  109.1 100.800000    75.0 164.40000
Sep 1973   76.0  80.000000   155.9  89.50000
Oct 1973   59.4  65.000000   107.3  99.50000
Nov 1973   60.6 109.100000   105.5 164.60000
Dec 1973   72.7  73.200000   114.6 101.40000
Jan 1974   83.1 155.600000   342.7 209.40000
Feb 1974   49.2  66.000000   132.6 115.60000
Mar 1974   31.7  37.900000    40.9  62.90000
Apr 1974   57.3  33.700000    56.9  37.80000
May 1974   73.7  93.600000   151.9  55.30000
Jun 1974   40.6  57.600000    21.3  46.50000
Jul 1974   98.6  94.100000    45.1 160.60000
Aug 1974   30.2  64.300000   120.1 128.60000
Sep 1974  116.0 164.900000   186.2 198.50000
Oct 1974   26.6  66.600000    31.5  67.20000
Nov 1974   57.7 114.500000    80.3 124.30000
Dec 1974   37.9 110.000000    69.5 123.50000
Jan 1975   82.6 125.800000   162.0 222.50000
Feb 1975   26.2  26.600000    56.4  56.50000
Mar 1975   43.4  46.800000    33.7  52.40000
Apr 1975   43.8  61.000000    42.9 104.90000
May 1975   42.3  22.100000    32.0  21.00000
Jun 1975   14.9  31.600000    20.2  24.60000
Jul 1975   27.8  80.000000    65.7 122.00000
Aug 1975   35.9  43.700000    42.4  93.00000
Sep 1975  124.3 142.100000   139.7 172.20000
Oct 1975   55.1  77.300000   204.8 125.00000
Nov 1975   57.0  68.200000    62.3 116.20000
Dec 1975   30.4  30.400000    25.3  53.10000
Jan 1976   66.1 109.000000    90.3 194.70000
Feb 1976   29.3  49.700000    67.0  67.50000
Mar 1976   65.8  65.100000   111.0  82.80000
Apr 1976   17.7  31.900000    21.1  41.80000
May 1976   47.7 124.900000   112.7  91.50000
Jun 1976   22.5  56.400000    51.6  76.10000
Jul 1976   82.8  36.900000    92.8  85.40000
Aug 1976    6.7  16.000000    14.1   3.80000
Sep 1976  144.6 144.500000   106.8 118.10000
Oct 1976  156.3 170.300000   209.8 149.70000
Nov 1976   39.1  56.200000   104.2 111.80000
Dec 1976   48.6  70.800000   157.7 145.20000
Jan 1977   57.2  96.100000   151.9  94.40000
Feb 1977  127.5 123.000000   238.2 155.20000
Mar 1977   54.6  91.900000   150.9 102.90000
Apr 1977   43.0  60.500000    37.8 130.40000
May 1977   22.5  29.800000    40.9  26.50000
Jun 1977   66.6  49.900000    36.4  66.10000
Jul 1977   25.0  66.200000    30.1  54.40000
Aug 1977   68.1 110.200000   127.2 127.50000
Sep 1977   29.2  58.400000    67.5 111.10000
Oct 1977   76.5 125.500000   228.6 143.50000
Nov 1977   53.8  86.100000    86.0 215.90000
Dec 1977   65.1 115.900000   204.0  98.90000
Jan 1978   61.2 105.300000   108.7 108.00000
Feb 1978   53.8  64.700000   169.0  73.40000
Mar 1978   57.7  93.900000    95.9 140.50000
Apr 1978   29.6  37.400000    98.5  45.90000
May 1978   27.3  36.600000    25.8  20.90000
Jun 1978   37.9  52.300000    61.3  50.30000
Jul 1978   49.7  93.600000    81.5  62.40000
Aug 1978  116.7 103.600000   114.1 117.70000
Sep 1978   38.4 104.700000    44.7 103.10000
Oct 1978   31.8  36.500000    49.1  53.80000
Nov 1978   64.1 112.000000    96.3 175.00000
Dec 1978  217.0 329.500000   264.9 151.50000
Jan 1979   53.0 116.600000   130.5 128.90000
Feb 1979   72.7  40.600000   173.6  60.80000
Mar 1979   63.7  69.800000   102.4 119.90000
Apr 1979   53.6 110.100000    40.9  82.60000
May 1979   81.7 108.000000   102.3 130.30000
Jun 1979   44.0  65.600000    67.3  58.60000
Jul 1979   47.2  37.700000    16.2  42.60000
Aug 1979  104.9 116.300000    96.6 120.30000
Sep 1979   32.9  79.500000    42.9  86.80000
Oct 1979  119.0 142.100000   153.7 104.40000
Nov 1979   51.4 145.800000    98.7 172.80000
Dec 1979  112.4 105.900000   220.1 182.50000
Jan 1980  115.2 129.700000   130.5 108.10000
Feb 1980   68.5  91.400000   150.1 123.10000
Mar 1980   73.7 112.200000   109.3  89.10000
Apr 1980    8.2  13.500000    37.9  19.20000
May 1980   41.0  50.300000    36.9  34.80000
Jun 1980   79.0 139.000000    46.6 108.70000
Jul 1980   39.4 106.000000   118.2 108.10000
Aug 1980   97.8 110.400000   123.0 125.90000
Sep 1980   97.5  97.600000   150.8 172.30000
Oct 1980  113.7 143.300000   157.9 189.90000
Nov 1980   41.4  95.200000   107.4 153.30000
Dec 1980   49.7 100.000000   131.5 162.40000
Jan 1981   32.8  72.000000    41.8  71.40000
Feb 1981   50.7  73.200000   112.8  88.30000
Mar 1981   99.3 137.200000   197.7 133.80000
Apr 1981   49.0  45.400000    30.3  31.90000
May 1981   92.3 184.500000   216.4 191.50000
Jun 1981   77.1 115.300000    74.1 112.20000
Jul 1981   35.5  82.800000    36.2  63.70000
Aug 1981   11.6  62.000000    18.7  77.20000
Sep 1981  103.5 156.500000   169.2 252.70000
Oct 1981  108.6 111.200000    79.7 127.90000
Nov 1981   48.8  94.700000   106.4  83.70000
Dec 1981  133.0 119.700000   168.5  89.50000
Jan 1982   50.2 105.100000   136.1 100.20000
Feb 1982   24.3  69.000000   168.0 108.70000
Mar 1982   45.0  85.700000   105.4 143.30000
Apr 1982   19.5  19.200000    46.6  40.90000
May 1982   59.6  45.600000    92.5  88.70000
Jun 1982  102.2 155.200000   165.4 133.10000
Jul 1982    9.2  18.300000    29.0  23.80000
Aug 1982   66.6  93.200000   104.9 131.60000
Sep 1982   85.6 115.800000   123.6 120.20000
Oct 1982   98.2 134.800000   215.5 174.50000
Nov 1982  116.3 189.200000   181.3 200.60000
Dec 1982   72.5 121.400000   149.4 180.10000
Jan 1983   62.6  81.100000   140.5 175.20000
Feb 1983   43.8  67.900000    98.3  46.80000
Mar 1983   61.0 102.300000   103.6 129.60000
Apr 1983   67.1  66.600000    85.6  79.00000
May 1983   80.5  69.300000   100.6  97.50000
Jun 1983   53.2  41.700000    55.7  58.70000
Jul 1983   18.1  23.500000    39.3  41.90000
Aug 1983   45.9  48.000000    71.3  83.90000
Sep 1983   77.4 108.600000   197.0 124.50000
Oct 1983   46.0 108.600000   110.3 144.30000
Nov 1983   21.3  38.600000    77.5  51.10000
Dec 1983  129.7 141.100000   150.5 199.50000
Jan 1984   93.9 147.000000   194.4 205.90000
Feb 1984   58.9  98.600000    85.3  92.90000
Mar 1984   53.2  96.200000    60.7  44.40000
Apr 1984   32.6  14.700000    53.5  67.90000
May 1984   34.4  22.400000    43.0  46.50000
Jun 1984   38.1  79.800000    47.3  75.00000
Jul 1984   30.8  32.100000    46.3  25.20000
Aug 1984   97.0  84.000000    59.0 100.40000
Sep 1984   74.7 140.000000    88.6 146.60000
Oct 1984   56.2  85.300000   132.6 187.80000
Nov 1984   97.2 101.500000   178.1 124.50000
Dec 1984   87.7 128.600000   100.1 144.30000
Jan 1985   66.8  72.100000   101.7  53.60000
Feb 1985   56.2  49.500000   127.9  46.30000
Mar 1985   68.3  99.600000   111.2 109.20000
Apr 1985   39.9  81.200000    65.4  74.90000
May 1985   70.1  97.300000    53.7 139.20000
Jun 1985   78.5  69.100000   101.3  49.90000
Jul 1985  107.2 133.000000    50.4  83.70000
Aug 1985  124.6 173.100000   177.7 260.50000
Sep 1985   38.2 130.700000    80.3 152.30000
Oct 1985   19.7  48.100000    84.5  74.10000
Nov 1985   34.8  57.900000   113.1  76.50000
Dec 1985   71.1  94.400000   166.6 142.40000
Jan 1986  103.4 166.700000   105.7 172.50000
Feb 1986   10.2   5.500000     4.9   0.70000
Mar 1986   64.7  81.500000   115.5 156.00000
Apr 1986   48.2 136.200000    40.8  89.90000
May 1986   63.2 100.900000   142.7 180.10000
Jun 1986   81.4  66.800000    74.7  98.60000
Jul 1986   57.5  59.900000    68.5  81.60000
Aug 1986  159.0 173.000000   227.0 156.60000
Sep 1986    3.3   7.900000     4.8   8.60000
Oct 1986   62.2  60.400000    92.0 181.60000
Nov 1986   97.0 116.400000   147.9 171.00000
Dec 1986   74.2 122.000000   221.8 210.10000
Jan 1987   34.2  35.200000    78.0  47.80000
Feb 1987   34.7  64.000000   132.6  83.60000
Mar 1987   56.5  87.800000   131.2 102.70000
Apr 1987   72.3  37.900000    92.8  68.70000
May 1987   21.3  45.700000    24.5  18.80000
Jun 1987  112.3  91.700000   122.5 106.10000
Jul 1987   32.6  78.800000    42.0  42.70000
Aug 1987   91.9 145.800000    88.6  78.20000
Sep 1987   70.3  98.200000   118.9 163.80000
Oct 1987  124.5 159.200000   147.5 132.10000
Nov 1987   47.8  71.200000    74.2  92.20000
Dec 1987   39.5  56.900000   186.8 115.70000
Jan 1988  118.6 140.200000   259.2 194.00000
Feb 1988   34.0  91.900000    74.6  73.90000
Mar 1988   85.4 135.100000   115.0 142.10000
Apr 1988   25.2  43.400000    68.1  40.20000
May 1988   72.2  39.000000   118.7  87.20000
Jun 1988   38.1  63.200000    60.7  51.50000
Jul 1988   80.3 134.000000   119.4 145.00000
Aug 1988   60.2  94.400000   118.5 145.20000
Sep 1988   35.4 117.500000    32.2 120.80000
Oct 1988   79.1 151.200000   237.9 104.30000
Nov 1988   23.5  54.400000    56.0  73.70000
Dec 1988   40.5 100.100000    65.6  88.80000
Jan 1989   27.5  52.300000   100.2 132.70000
Feb 1989   42.6  58.000000   118.2 150.80000
Mar 1989   54.7  81.700000   166.5 170.10000
Apr 1989   79.3 107.900000    60.8  90.40000
May 1989   13.1  27.100000    10.0  25.10000
Jun 1989   67.8  88.500000    61.0  99.80000
Jul 1989    9.6  50.700000    12.0  18.10000
Aug 1989   81.9 115.400000   101.8 121.90000
Sep 1989   25.1  56.200000    71.7  67.00000
Oct 1989   62.1 136.200000   121.7 218.70000
Nov 1989   35.6  40.400000    78.0  65.40000
Dec 1989   57.1  79.700000   239.1 114.60000
Jan 1990   67.1 108.900000   166.4 160.90000
Feb 1990  108.8 168.400000   213.6 243.20000
Mar 1990   10.2  52.900000    25.2  50.50000
Apr 1990   24.2  59.000000    31.2  71.80000
May 1990   47.4  55.800000    33.8  13.70000
Jun 1990   63.4 122.300000   124.7  93.20000
Jul 1990   48.0  62.100000    68.4  85.00000
Aug 1990   49.8 108.500000    38.5  93.90000
Sep 1990   16.4  30.400000    38.5  33.10000
Oct 1990  149.2 216.800000   144.5 178.40000
Nov 1990   64.0  88.700000    54.1  90.20000
Dec 1990   78.7 102.500000    94.1 165.70000
Jan 1991   71.4  74.600000   118.0 110.80000
Feb 1991   59.0  68.500000   121.2  89.00000
Mar 1991   91.1  93.100000   139.0 117.80000
Apr 1991   92.3 110.700000   120.8 141.40000
May 1991    3.6   6.000000     4.5  18.40000
Jun 1991   79.8  71.500000    92.7  87.30000
Jul 1991   26.4  43.300000    88.0  84.20000
Aug 1991   36.9  32.700000    20.4  86.60000
Sep 1991   42.8  62.100000   114.7  95.30000
Oct 1991   85.6 108.000000   147.9 122.70000
Nov 1991   50.3 111.800000   137.2 113.00000
Dec 1991   38.1  96.400000    23.4  91.70000
Jan 1992   32.9  56.100000    40.2 135.90000
Feb 1992   24.1  60.400000    79.5  73.80000
Mar 1992   64.9 103.500000    64.8 161.40000
Apr 1992   70.3 109.500000   101.9 148.60000
May 1992   39.5  55.100000    98.7  71.60000
Jun 1992   38.4  46.500000    26.4  46.10000
Jul 1992   69.0  88.800000   119.8 102.80000
Aug 1992   85.2 181.100000   116.0 192.30000
Sep 1992   64.2  92.500000   110.2 120.50000
Oct 1992   30.7  53.900000    30.1  65.60000
Nov 1992   63.2  97.500000   138.1 191.50000
Dec 1992   41.5  96.500000    92.3  89.90000
Jan 1993   57.9 101.900000   169.1 157.40000
Feb 1993   19.5  21.100000    20.8  29.40000
Mar 1993   26.2  45.000000    74.9  68.90000
Apr 1993   48.7 107.200000   109.5 110.60000
May 1993  149.9 150.800000   151.8 116.70000
Jun 1993  148.1  71.900000   105.8 100.60000
Jul 1993   60.1  85.900000    90.5  91.40000
Aug 1993   36.8  78.000000    27.5  60.00000
Sep 1993   90.3 137.500000   198.9  87.90000
Oct 1993   86.2  65.200000    57.6  38.40000
Nov 1993   45.4  62.400000   121.2  83.50000
Dec 1993  105.7 156.000000   198.8 247.70000
Jan 1994   83.3 136.600000   139.6 195.40000
Feb 1994   99.1 148.700000   251.7 130.40000
Mar 1994   72.1  93.600000   100.3 176.20000
Apr 1994   60.3  66.600000    98.6 118.40000
May 1994   51.5  35.800000   124.6  66.30000
Jun 1994   20.9  51.200000    45.9  78.90000
Jul 1994   64.7  72.000000   113.7 133.70000
Aug 1994   57.8 114.600000    80.3 122.70000
Sep 1994   97.0  62.600000    69.5  95.90000
Oct 1994   41.2  98.800000    88.9  64.40000
Nov 1994   54.8  89.400000   145.9 114.10000
Dec 1994   88.9 117.200000   191.2 219.10000
Jan 1995  105.5 121.300000   178.7 232.60000
Feb 1995   92.0  95.100000   164.5 147.80000
Mar 1995   44.7  97.200000    97.8 111.20000
Apr 1995   27.3  30.700000    23.7  33.60000
May 1995   49.2  32.700000    76.7  72.30000
Jun 1995   13.0  77.500000    21.3  37.40000
Jul 1995   70.0  73.200000    81.2 102.70000
Aug 1995    7.0  11.700000    11.5  19.20000
Sep 1995   44.0  87.600000    68.2  59.90000
Oct 1995   38.0 147.200000   234.4 192.90000
Nov 1995  146.0 183.200000   121.5  91.50000
Dec 1995   73.0  66.300000   174.6  59.70000
Jan 1996   87.0 205.700000   218.2  67.10000
Feb 1996   62.0  73.400000   135.6 141.20000
Mar 1996   70.0  69.400000   201.5  89.80000
Apr 1996   58.0  92.300000   113.5  83.40000
May 1996   70.0 103.000000    70.7  75.10000
Jun 1996   21.0  34.300000    46.1  32.90000
Jul 1996   37.0  69.000000    67.1  63.40000
Aug 1996  103.0  97.200000   135.3  61.70000
Sep 1996   19.0  23.900000    36.9  45.80000
Oct 1996  102.0 110.200000   239.7 179.70000
Nov 1996  104.0  91.900000   118.0 122.90000
Dec 1996   54.0  67.900000    50.9  45.40000
Jan 1997   14.0  31.900000    57.4  26.20000
Feb 1997   62.0 122.600000   159.3 178.50000
Mar 1997   15.0  37.000000    31.4  39.70000
Apr 1997   48.0  38.600000    48.0  49.30000
May 1997   61.0 141.600000    66.1  77.20000
Jun 1997  125.0 116.000000   101.4 112.90000
Jul 1997   54.0 107.300000    47.8 104.40000
Aug 1997   81.0  54.300000   231.3 142.70000
Sep 1997   19.0  63.200000    73.1  92.80000
Oct 1997   68.0  65.800000   113.1 129.00000
Nov 1997   87.0 194.700000   213.5 100.30000
Dec 1997   91.0 124.800000   126.8 124.20000
Jan 1998   79.0 107.200000   181.5 155.10000
Feb 1998   14.0  12.900000    20.3  64.90000
Mar 1998   66.0  80.900000   105.3 115.80000
Apr 1998  116.0 108.900000   141.7  81.40000
May 1998   27.0  30.200000    48.9  39.90000
Jun 1998  113.0 112.500000   132.7 133.50000
Jul 1998   54.0 116.200000    74.1  70.30000
Aug 1998   45.0  85.100000   102.3 139.40000
Sep 1998   96.0  65.100000    92.4  83.50000
Oct 1998   75.0 147.200000   169.2 159.00000
Nov 1998   77.0 104.800000   137.7 172.80000
Dec 1998   70.0  95.200000   172.3 141.50000
Jan 1999   73.0 129.700000   145.6 170.30000
Feb 1999   32.0  44.000000    26.8  95.90000
Mar 1999   36.0  65.800000    52.7  74.90000
Apr 1999   75.0  75.800000   107.9  68.30000
May 1999   39.0  68.100000    56.5  62.20000
Jun 1999   55.0  67.400000    35.4  54.60000
Jul 1999   35.0  46.400000    20.5  75.60000
Aug 1999  107.0 137.300000   200.4 110.30000
Sep 1999  104.0 176.200000   180.0 171.70000
Oct 1999   31.0  54.500000    74.3  58.70000
Nov 1999   44.0  68.000000    81.3 160.10000
Dec 1999   83.0 169.300000   195.7 274.20000
Jan 2000   40.0  45.500000    50.2  88.90000
Feb 2000   46.0 107.200000   112.0 137.50000
Mar 2000   21.0  40.400000    20.2  58.50000
Apr 2000   90.0  97.200000    50.2  67.80000
May 2000   50.0  69.800000    70.8  54.00000
Jun 2000   31.0  75.400000    63.4  60.50000
Jul 2000   48.0  35.400000    68.1  67.50000
Aug 2000   63.0  88.000000    39.9  93.80000
Sep 2000  100.0 128.200000   109.5 140.00000
Oct 2000   87.0 169.100000   183.9 213.60000
Nov 2000  141.0 177.600000   191.5 165.50000
Dec 2000  122.0 148.800000   183.2 136.10000
Jan 2001   32.0  68.700000    87.0  59.40000
Feb 2001   53.0  69.100000   134.0  63.90000
Mar 2001   56.0  83.700000   116.0  89.20000
Apr 2001   78.0  66.600000    71.0  90.10000
May 2001   49.0  60.400000    20.0  41.20000
Jun 2001   41.0  75.200000    58.0  80.80000
Jul 2001   30.0  74.200000   118.0  95.80000
Aug 2001   97.0  99.100000   154.0 101.70000
Sep 2001   42.0  47.400000    71.0  85.20000
Oct 2001   90.0  90.600000   142.0 122.80000
Nov 2001   41.0  46.600000    31.0 103.60000
Dec 2001   22.0  55.600000    73.0  64.90000
Jan 2002   48.0  90.800000   225.0 171.70000
Feb 2002  126.0 132.100000   153.0 233.50000
Mar 2002   30.0  92.800000    64.0  97.20000
Apr 2002   82.0  96.000000   118.0  89.30000
May 2002  121.0 141.100000   163.0 140.10000
Jun 2002   81.0 118.500000   105.0 119.20000
Jul 2002   69.0 142.200000    54.0  74.30000
Aug 2002   51.0  61.000000    48.0  99.20000
Sep 2002   23.0  33.900000    36.0  47.20000
Oct 2002  181.0 209.100000   214.0 186.40000
Nov 2002  187.0 202.700000   215.0 211.00000
Dec 2002   98.0  85.500000   145.0 117.40000
Jan 2003   63.0 107.500000    76.0  86.30000
Feb 2003   21.0  33.600000    79.0  50.20000
Mar 2003   27.0  63.800000    70.0  78.10000
Apr 2003   37.0  54.200000   127.0  62.90000
May 2003   97.0 117.800000   100.0 133.40000
Jun 2003   87.0  51.100000   115.0  94.60000
Jul 2003   48.0  91.200000    96.0 156.70000
Aug 2003   15.0  15.600000    23.0  24.60000
Sep 2003   37.0  55.900000    55.0  63.60000
Oct 2003  107.0  33.600000    28.0  53.10000
Nov 2003   55.0  98.200000   125.0 167.60000
Dec 2003   60.0  76.900000    73.0 102.30000
Jan 2004   83.0 131.700000   107.0 128.30000
Feb 2004   20.0  44.500000    79.0  45.20000
Mar 2004   44.0  68.300000   114.0  92.70000
Apr 2004   32.0  78.500000    65.0  82.90000
May 2004   50.0  32.800000    46.0  38.10000
Jun 2004   51.0 105.300000   100.0 102.30000
Jul 2004   38.0  56.300000    55.0  70.70000
Aug 2004  134.0 191.100000   178.0  69.00000
Sep 2004   47.0 105.500000    97.0 157.50000
Oct 2004  120.0 166.200000   170.0 182.50000
Nov 2004   35.4  59.500000    35.0  92.50000
Dec 2004   45.0  76.000000    70.0 132.60000
Jan 2005   64.0 105.600000   125.0 172.50000
Feb 2005   41.0  49.300000    29.0  75.30000
Mar 2005   22.0  50.900000    83.0  72.00000
Apr 2005   72.0  80.500000   133.0 102.70000
May 2005   67.0  94.100000    89.0 128.10000
Jun 2005   31.0  55.400000    59.0  92.30000
Jul 2005   83.0  64.700000   107.0  46.60000
Aug 2005   26.0  59.300000    52.0 110.10000
Sep 2005   56.0  83.100000   111.0  95.70000
Oct 2005  102.0 135.900000   220.0 144.00000
Nov 2005   47.0  57.100000   105.0 104.10000
Dec 2005   73.0 126.600000    78.0 101.50000
Jan 2006   16.0  39.800000    49.0  75.30000
Feb 2006   38.0  45.900000    29.0  52.20000
Mar 2006   70.0 154.300000   111.0 133.50000
Apr 2006   41.0  58.600000    31.0  58.10000
May 2006  117.0 108.800000   135.0 136.40000
Jun 2006   27.0  33.200000    15.0  42.20000
Jul 2006   18.0  82.000000    58.0  62.90000
Aug 2006   58.0 144.300000    67.0  62.70000
Sep 2006   85.0 128.000000   179.0 232.80000
Oct 2006  107.0 158.500000   188.0 148.20000
Nov 2006   69.0 120.800000   155.0 149.30000
Dec 2006   95.0 148.100000   182.0 219.20000
Jan 2007   40.0  94.000000    89.0 160.30000
Feb 2007   78.0  78.100000   142.0 111.50000
Mar 2007   39.0  78.400000    89.0  90.20000
Apr 2007   15.0  12.300000    27.0  24.80000
May 2007   35.0  59.700000    65.0  93.80000
Jun 2007  126.0 236.900000   156.0 128.30000
Jul 2007  127.0 211.500000   118.0 162.30000
Aug 2007   96.0 133.800000    80.0 101.00000
Sep 2007   39.0  29.200000    36.0  62.50000
Oct 2007   16.0  38.100000    64.0  83.50000
Nov 2007   54.0 103.900000    57.0  97.60000
Dec 2007   64.0 105.400000   135.0 198.60000
Jan 2008   97.0 229.400000   193.0 193.50000
Feb 2008   15.0  41.600000    52.0 123.30000
Mar 2008  102.0 105.600000   113.0 140.60000
Apr 2008   28.0  17.400000    54.0  53.00000
May 2008   33.0  17.500000    76.0  21.60000
Jun 2008   76.0  68.300000   129.0  98.30000
Jul 2008  111.0 154.200000   156.0  84.20000
Aug 2008  192.4 255.300000   165.0 240.20000
Sep 2008  114.0 127.300000   124.0 136.70000
Oct 2008   93.0 129.300000   140.0 175.90000
Nov 2008   45.0  63.200000    79.0 114.40000
Dec 2008   39.0  73.700000    60.0 102.80000
Jan 2009   62.0  98.800000   198.0 133.60000
Feb 2009   56.0  28.800000    21.0  24.30000
Mar 2009   26.0  49.200000    41.0  76.10000
Apr 2009   71.0 107.300000   155.0 106.30000
May 2009   76.0  95.800000    91.0 127.70000
Jun 2009   64.0  57.700000    85.0  49.20000
Jul 2009  165.0 157.500000   204.0 161.10000
Aug 2009   70.0 152.700000   157.0 215.70000
Sep 2009   24.0  48.500000    55.0  63.90000
Oct 2009   63.0  64.900000   167.0 113.40000
Nov 2009  171.0 195.600000   228.0 329.40000
Dec 2009   70.0  64.600000   160.0 114.90000
Jan 2010   45.0  93.500000   126.0  40.00000
Feb 2010   37.0  72.400000    43.0  42.00000
Mar 2010   55.0  90.900000    96.0  84.30000
Apr 2010   27.0  47.100000    41.0  96.40000
May 2010   38.0  41.400000    48.0  44.20000
Jun 2010   50.0  55.900000    48.0  52.60000
Jul 2010   79.0 184.900000   135.0 125.60000
Aug 2010   48.0  55.300000    17.0  57.40000
Sep 2010  104.0 156.500000    79.0 165.00000
Oct 2010   31.0  74.600000   121.0 102.00000
Nov 2010  100.0 172.500000    86.0 179.20000
Dec 2010   58.0  15.300000    67.0  42.50000
Jan 2011   29.2  83.373494    74.5  55.64356
Feb 2011   76.1 130.000000   129.0 121.58416
Mar 2011   19.4  56.470588    32.3  32.09091
Apr 2011   28.4  23.411765    42.7  61.54545
May 2011   37.0  64.117647   122.7 122.54545
Jun 2011   64.3  85.432099    88.7  69.40594
Jul 2011   42.6  72.222222    39.2 112.57426
Aug 2011   39.7  70.123457    55.0 118.71287
Sep 2011   65.2 108.333333   115.6 139.27835
Oct 2011  169.5 244.642857    91.7 203.29897
Nov 2011   48.5 119.285714   148.7 186.39175
Dec 2011   51.9 100.722892    82.6 179.90099
Jan 2012   63.0  96.987952    94.1 137.02970
Feb 2012   20.5  76.265060    42.4  77.32673
Mar 2012   25.6  22.352941    23.7  30.36364
Apr 2012   90.2  82.352941    82.6  56.72727
May 2012   60.4  47.529412    72.9  63.72727
Jun 2012  147.7 218.024691   228.3 227.82178
Jul 2012   85.3 113.827160   112.9 119.30693
Aug 2012   78.1  91.481481   186.2 124.55446
Sep 2012   83.4 115.595238    23.1  88.76289
Oct 2012   71.0 133.571429   100.1 130.30928
Nov 2012   72.0  81.666667   116.8 147.42268
Dec 2012   52.3 121.686747   145.2 151.68317
Jan 2013   94.4 131.807229   159.0 152.27723
Feb 2013   47.3  84.457831    51.7  73.16832
Mar 2013   85.5 126.705882   134.9  43.00000
Apr 2013   40.1  70.823529    97.2  96.27273
May 2013   45.8 105.882353    64.4 122.18182
Jun 2013   60.8 104.938272   116.4  67.82178
Jul 2013   68.8  55.679012    67.5  80.99010
Aug 2013   48.5  97.160494    51.6  72.77228
Sep 2013   35.1  86.309524    42.9  73.81443
Oct 2013  127.8 167.261905   182.9 126.08247
Nov 2013   26.6 207.500000    64.2  64.94845
Dec 2013   83.2 108.433735   211.4 209.00990
Jan 2014  101.6 158.915663   200.4 206.03960
Feb 2014   88.5 154.216867   240.5 233.86139
Mar 2014   53.7  70.235294   107.8 106.36364
Apr 2014   34.2  42.823529   104.6  39.45455
May 2014   91.5  90.823529    70.6 120.72727
Jun 2014   36.2  48.271605    85.7  66.33663
Jul 2014   35.0  89.876543    43.6  70.29703
Aug 2014  173.0 231.358025    88.3 140.79208
Sep 2014   26.5   5.238095    19.7  19.27835
Oct 2014   90.2 159.523810   180.1 167.11340
Nov 2014  140.9 188.452381   192.0 154.32990
Dec 2014   55.9  16.626506    58.9 168.21782
beldubcorkgalway_ts %>% dygraph(width=960,height=360) %>%
  dyRangeSelector()%>%dyRoller(rollPeriod = 1980)
# Create time series for each station
dub_ts <- process_station_data("Dublin Airport")
bel_ts <- process_station_data("Belfast")
cork_ts <- process_station_data("Cork Airport")
galway_ts <- process_station_data("University College Galway")
ls()  # This will list all objects in your environment. Ensure the time series variables are listed.
 [1] "bel_ts"               "beldubcorkgalway_ts"  "combined_ts"         
 [4] "cork_ts"              "dub_ts"               "galway_ts"           
 [7] "process_station_data" "rain"                 "rain_ts"             
[10] "stations"            
# Combine the time series for all stations
beldubcorkgalway_ts <- cbind(dub_ts, bel_ts, cork_ts, galway_ts)

# Ensure the combined time series is created successfully
ls()  # Check again that 'beldubcorkgalway_ts' is listed in the environment.
 [1] "bel_ts"               "beldubcorkgalway_ts"  "combined_ts"         
 [4] "cork_ts"              "dub_ts"               "galway_ts"           
 [7] "process_station_data" "rain"                 "rain_ts"             
[10] "stations"            
library(dygraphs)
# Plot the combined time series with dygraph
beldubcorkgalway_ts %>% 
  dygraph(width = 960, height = 360) %>% 
  dyRangeSelector() %>% 
  dyRoller(rollPeriod = 1980)  # Apply the rolling mean with a period of 1979
# Example: Create time series for Dublin Airport
dub_ts <- rain %>% 
  filter(Station == "Dublin Airport") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)

# Similarly, create time series for Belfast, Cork Airport, and University College Galway
bel_ts <- rain %>% 
  filter(Station == "Belfast") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)

cork_ts <- rain %>% 
  filter(Station == "Cork Airport") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)

galway_ts <- rain %>% 
  filter(Station == "University College Galway") %>% 
  group_by(Year, Month) %>% 
  summarise(Rainfall = sum(Rainfall, na.rm = TRUE), .groups = "drop") %>% 
  pull(Rainfall) %>% 
  ts(start = c(1850, 1), freq = 12)
ls()  # This should list dub_ts, bel_ts, cork_ts, and galway_ts if created successfully
 [1] "bel_ts"               "beldubcorkgalway_ts"  "combined_ts"         
 [4] "cork_ts"              "dub_ts"               "galway_ts"           
 [7] "process_station_data" "rain"                 "rain_ts"             
[10] "stations"            
# Combine the time series for all stations into one object
beldubcorkgalway_ts <- cbind(dub_ts, bel_ts, cork_ts, galway_ts)
ls()  # Ensure 'beldubcorkgalway_ts' is in the environment
 [1] "bel_ts"               "beldubcorkgalway_ts"  "combined_ts"         
 [4] "cork_ts"              "dub_ts"               "galway_ts"           
 [7] "process_station_data" "rain"                 "rain_ts"             
[10] "stations"            
ls()  # Ensure 'beldubcorkgalway_ts' is in the environment
 [1] "bel_ts"               "beldubcorkgalway_ts"  "combined_ts"         
 [4] "cork_ts"              "dub_ts"               "galway_ts"           
 [7] "process_station_data" "rain"                 "rain_ts"             
[10] "stations"            
library(dygraphs)

# Plot the combined time series with dygraph
beldubcorkgalway_ts %>% 
  dygraph(width = 960, height = 360) %>% 
  dyRangeSelector() %>% 
  dyRoller(rollPeriod = 12)