hw07
毛嘉宜
2020/5/27
library(pacman) p_load(tidyverse, lubridate, readxl, highcharter, tidyquant, timetk, tibbletime, quantmod, PerformanceAnalytics, scales) p_load(reshape2)
#Q1
library(pacman)
p_load(tidyverse, lubridate, readxl, highcharter, tidyquant,
timetk, tibbletime, quantmod, PerformanceAnalytics, scales)
p_load(reshape2)
etf6 <- read.csv("~/20080101-20200430.csv", header = TRUE)
etf6 <- etf6 %>% select(-2)
colnames(etf6) <- c('id','date','close')
head(etf6)## id date close
## 1 0050 20080102 39.6472
## 2 0052 20080102 27.0983
## 3 0050 20080103 38.9876
## 4 0052 20080103 26.0676
## 5 0050 20080104 38.9876
## 6 0052 20080104 25.9346etf6.1 <- dcast(etf6, date~id)## Using close as value column: use value.var to override.head(etf6.1[ ,1:6])## date 0050 0052 0061 006206 00638R
## 1 20080102 39.6472 27.0983 NA NA NA
## 2 20080103 38.9876 26.0676 NA NA NA
## 3 20080104 38.9876 25.9346 NA NA NA
## 4 20080107 37.2064 24.1391 NA NA NA
## 5 20080108 37.5692 24.1391 NA NA NA
## 6 20080109 38.2619 24.2721 NA NA NAapply(is.na(etf6.1), 2, sum)## date 0050 0052 0061 006206 00638R 00646
## 0 0 0 401 1083 1827 1972na.omit(etf6.1)## date 0050 0052 0061 006206 00638R 00646
## 1973 20151214 51.1736 30.6881 17.74 28.68 20.05 19.61
## 1974 20151215 51.2167 30.9138 17.94 29.28 19.54 19.63
## 1975 20151216 51.9921 31.3820 18.06 29.19 19.53 19.89
## 1976 20151217 52.5951 31.5993 18.36 29.51 19.13 20.05
## 1977 20151218 52.3367 31.8000 18.34 29.68 18.99 19.85
## 1978 20151221 52.2505 31.5993 18.90 30.40 18.51 19.64
## 1979 20151222 52.3797 31.5993 18.80 30.28 18.50 19.72
## 1980 20151223 52.4659 31.9922 18.84 30.38 18.47 19.80
## 1981 20151224 52.7244 32.2012 18.75 30.12 18.59 19.99
## 1982 20151225 53.0690 32.1176 18.84 30.33 18.40 19.99
## 1983 20151228 52.9397 32.2597 18.65 29.94 18.68 19.97
## 1984 20151229 52.5520 32.0424 18.22 29.36 18.88 19.98
## 1985 20151230 52.1644 31.7665 18.01 29.09 19.11 20.10
## 1986 20151231 52.3367 31.7665 18.27 29.48 19.01 20.06
## 1987 20160104 51.3029 31.0894 17.49 28.04 19.95 19.79
## 1988 20160105 50.8721 30.9473 17.27 27.81 20.05 19.74
## 1989 20160106 50.3552 29.9692 17.33 28.01 19.84 19.62
## 1990 20160107 49.4075 29.1416 16.21 26.49 21.07 19.43
## 1991 20160108 49.4937 29.7017 16.92 27.53 20.19 19.32
## 1992 20160111 48.7183 29.0496 16.27 26.50 21.18 19.01
## 1993 20160112 48.6753 29.4258 16.21 26.34 21.24 18.99
## 1994 20160113 49.2352 29.8104 16.25 26.58 21.13 19.32
## 1995 20160114 48.8476 29.8104 15.91 26.08 21.44 18.81
## 1996 20160115 48.8476 29.9692 15.80 25.53 21.88 18.97
## 1997 20160118 49.1922 29.7686 16.08 26.03 21.51 18.78
## 1998 20160119 49.3214 30.1866 16.34 26.42 21.20 18.90
## 1999 20160120 48.1584 29.6097 16.05 26.03 21.66 18.49
## 2000 20160121 48.0722 29.6097 15.90 25.93 21.68 18.58
## 2001 20160122 48.7183 30.0946 15.82 25.73 21.81 18.77
## 2002 20160125 49.5798 30.5962 15.81 25.66 21.63 18.97
## 2003 20160126 49.1060 30.3872 15.51 25.25 21.96 18.68
## 2004 20160127 49.3214 30.6213 14.74 24.19 22.67 18.90
## 2005 20160128 49.5798 30.6798 14.77 24.23 22.75 18.83
## 2006 20160129 50.8290 31.3067 14.98 24.66 22.24 18.96
## 2007 20160130 51.3029 31.2315 15.34 25.15 21.70 19.28
## 2008 20160201 51.3029 31.3903 14.86 24.21 22.41 19.17
## 2009 20160202 51.1306 31.3903 15.00 24.45 22.15 19.03
## 2010 20160203 50.7860 31.3987 14.90 24.21 22.51 18.83
## 2011 20160215 50.8290 31.6829 15.05 24.22 22.10 18.50
## 2012 20160216 51.9059 31.9170 15.60 25.00 21.33 18.66
## 2013 20160217 51.6475 32.2263 15.51 25.00 21.43 18.65
## 2014 20160218 52.4659 32.6025 15.63 25.28 21.29 19.02
## 2015 20160219 52.4228 32.6025 15.54 25.13 21.37 18.94
## 2016 20160222 52.3797 32.8700 15.78 25.78 20.94 18.99
## 2017 20160223 52.4228 32.7279 15.55 25.29 21.20 19.06
## 2018 20160224 51.9490 32.7279 15.43 25.05 21.38 18.89
## 2019 20160225 52.6382 32.6861 15.26 24.69 21.69 19.05
## 2020 20160226 52.7674 32.8198 15.00 24.23 21.85 19.21
## 2021 20160301 53.2843 33.0539 14.94 24.12 21.90 18.99
## 2022 20160302 53.7151 33.5304 15.50 25.14 20.95 19.41
## 2023 20160303 54.2320 33.3548 15.71 25.26 20.72 19.47
## 2024 20160304 54.3612 33.3548 15.77 25.90 20.32 19.44
## 2025 20160307 54.3612 33.5220 15.76 25.80 20.26 19.37
## 2026 20160308 54.3181 33.0706 15.60 25.34 20.55 19.35
## 2027 20160309 54.3612 33.2462 15.50 25.45 20.58 19.34
## 2028 20160310 54.4904 33.2629 15.62 25.83 20.39 19.45
## 2029 20160311 54.7489 33.4886 15.52 25.55 20.53 19.49
## 2030 20160314 55.1366 34.4750 15.86 26.21 20.09 19.60
## 2031 20160315 54.3181 33.5220 15.65 25.67 20.55 19.57
## 2032 20160316 54.7920 33.9400 15.69 26.00 20.18 19.59
## 2033 20160317 55.3950 34.2410 15.98 26.19 19.82 19.64
## 2034 20160318 55.7396 34.4082 16.34 26.60 19.51 19.63
## 2035 20160321 55.6535 34.5586 16.80 27.01 18.95 19.61
## 2036 20160322 55.4812 34.5586 16.74 26.77 19.03 19.69
## 2037 20160323 55.4381 34.3747 16.75 26.57 19.13 19.66
## 2038 20160324 55.4381 34.1992 16.56 26.45 19.30 19.63
## 2039 20160325 55.1797 34.2326 16.54 26.34 19.37 19.70
## 2040 20160328 55.2227 33.8481 16.57 26.30 19.37 19.74
## 2041 20160329 54.8350 34.0738 16.32 25.88 19.61 19.68
## 2042 20160330 55.7396 34.1072 16.44 26.17 19.34 19.74
## 2043 20160331 55.6966 34.3914 16.65 26.40 18.98 19.71
## 2044 20160401 55.0504 34.1824 16.28 26.02 19.30 19.69
## 2045 20160406 53.7582 33.3130 16.58 26.36 19.14 19.74
## 2046 20160407 53.5428 33.1459 16.46 26.16 19.25 19.82
## 2047 20160408 54.0597 33.4552 16.35 26.04 19.38 19.71
## 2048 20160411 54.2751 33.7059 16.55 26.37 19.08 19.69
## 2049 20160412 54.2320 34.1239 16.43 26.07 19.27 19.60
## 2050 20160413 55.1797 34.2744 16.74 26.70 18.83 19.77
## 2051 20160414 55.3520 34.2744 16.70 26.46 18.98 19.94
## 2052 20160415 55.3520 34.1156 16.69 26.59 18.90 19.94
## 2053 20160418 55.0073 33.5638 16.45 26.32 19.12 19.84
## 2054 20160419 54.7920 33.5638 16.54 26.34 19.09 20.01
## 2055 20160420 53.9735 33.2712 16.05 25.55 19.56 19.99
## 2056 20160421 54.2320 33.2545 16.16 26.04 19.27 20.12
## 2057 20160422 54.4474 33.2545 16.16 26.16 19.22 20.03
## 2058 20160425 54.4904 33.3632 16.15 26.11 19.27 20.01
## 2059 20160426 54.7058 33.4886 16.06 26.06 19.34 19.99
## 2060 20160427 54.6197 33.5555 16.15 26.18 19.20 19.97
## 2061 20160428 53.7582 32.9201 16.03 25.98 19.38 19.96
## 2062 20160429 53.0690 32.3433 16.05 25.98 19.30 19.90
## 2063 20160503 52.3367 31.6077 16.26 26.26 19.08 19.84
## 2064 20160504 51.7767 31.2762 16.19 26.10 19.21 19.74
## 2065 20160505 51.8628 31.2940 16.11 26.10 19.29 19.72
## 2066 20160506 51.4321 31.0349 16.02 25.85 19.51 19.63
## 2067 20160509 51.4321 31.0081 15.59 25.32 19.96 19.74
## 2068 20160510 51.6905 31.0885 15.54 25.17 20.01 19.90
## 2069 20160511 51.5613 31.1421 15.60 25.35 19.94 20.00
## 2070 20160512 51.5182 31.1421 15.50 25.24 20.02 19.94
## 2071 20160513 50.9583 30.7489 15.55 25.26 20.02 19.87
## 2072 20160516 51.3459 30.7489 15.51 25.20 20.09 19.80
## 2073 20160517 51.7336 30.9187 15.56 25.17 20.08 19.96
## 2074 20160518 51.6475 30.8383 15.37 24.98 20.37 19.81
## 2075 20160519 51.3890 30.7847 15.46 25.25 20.11 19.85
## 2076 20160520 51.6905 31.1243 15.50 25.24 20.11 19.88
## 2077 20160523 53.4136 32.5183 15.66 25.35 19.94 19.86
## 2078 20160524 52.8536 32.1698 15.57 25.29 20.10 19.85
## 2079 20160525 53.4136 32.6523 15.61 25.25 19.95 20.11
## 2080 20160526 53.5428 32.4736 15.50 25.17 20.07 20.13
## 2081 20160527 53.9305 33.2242 15.52 25.11 19.98 20.15
## 2082 20160530 54.4043 33.7157 15.54 25.17 19.93 20.33
## 2083 20160531 54.4043 33.7157 16.09 25.99 19.27 20.34
## 2084 20160601 54.8781 33.8855 16.18 26.00 19.18 20.26
## 2085 20160602 54.8781 33.5995 16.07 25.92 19.28 20.23
## 2086 20160603 55.0073 33.5995 16.21 25.95 19.21 20.30
## 2087 20160604 55.0935 33.7515 16.23 25.96 19.16 20.14
## 2088 20160606 55.1797 34.3323 16.13 25.78 19.21 20.11
## 2089 20160607 55.9119 34.2251 16.14 25.76 19.19 20.20
## 2090 20160608 56.2135 34.8149 16.04 25.61 19.23 20.15
## 2091 20160613 54.9212 33.8944 15.78 25.32 19.54 20.05
## 2092 20160614 55.2658 34.1893 15.69 25.15 19.70 19.98
## 2093 20160615 55.3520 34.1893 15.72 25.14 19.66 19.96
## 2094 20160616 54.5766 34.3949 15.62 25.10 19.65 19.85
## 2095 20160617 55.1797 34.4842 15.75 25.26 19.52 19.98
## 2096 20160620 55.5673 34.4485 15.73 25.23 19.54 20.02
## 2097 20160621 55.7827 34.6093 15.80 25.30 19.41 20.00
## 2098 20160622 55.9550 34.4663 15.77 25.25 19.41 19.97
## 2099 20160623 55.8258 34.6719 15.79 25.24 19.40 19.99
## 2100 20160624 54.3612 34.6719 15.53 25.01 19.71 19.31
## 2101 20160627 54.9212 33.9570 15.71 25.23 19.60 19.59
## 2102 20160628 55.1366 34.2698 15.71 25.10 19.55 19.45
## 2103 20160629 55.7396 34.7970 15.88 25.27 19.41 19.61
## 2104 20160630 56.3858 35.4493 16.01 25.49 19.22 19.81
## 2105 20160701 57.0750 35.9140 16.05 25.45 19.10 19.96
## 2106 20160704 57.1180 36.0659 16.13 25.80 18.92 20.10
## 2107 20160705 56.9457 35.9587 16.09 25.85 18.90 20.04
## 2108 20160706 55.9119 35.3153 16.05 25.83 19.03 19.93
## 2109 20160707 56.6011 35.7442 16.03 25.83 18.99 20.11
## 2110 20160711 57.7211 36.7987 16.14 25.90 18.81 20.36
## 2111 20160712 58.2380 36.9059 16.06 25.85 18.89 20.36
## 2112 20160713 58.2811 36.9059 16.29 26.30 18.59 20.43
## 2113 20160714 58.3242 36.7629 16.20 26.23 18.62 20.42
## 2114 20160715 59.0134 36.7987 16.18 26.11 18.59 20.46
## 2115 20160718 59.5733 37.2276 16.13 26.13 18.54 20.48
## 2116 20160719 59.6595 37.3884 15.98 25.83 18.73 20.49
## 2117 20160720 59.6164 37.3884 15.95 25.79 18.74 20.47
## 2118 20160721 59.9180 37.5046 16.06 26.03 18.64 20.50
## 2119 20160722 59.7026 37.5046 15.96 25.77 18.80 20.42
## 2120 20160725 59.4441 37.7459 15.97 25.75 18.81 20.56
## 2121 20160726 59.7887 37.4063 16.07 25.92 18.75 20.59
## 2122 20160727 60.0472 38.2463 15.80 25.61 18.99 20.58
## 2123 20160728 60.2216 38.0318 15.80 25.72 18.90 20.52
## 2124 20160729 59.7855 37.9335 15.74 25.66 18.88 20.42
## 2125 20160801 60.4396 38.3893 15.57 25.47 18.97 20.35
## 2126 20160802 60.4396 38.3357 15.57 25.30 18.94 20.38
## 2127 20160803 59.9600 37.7637 15.61 25.42 18.93 20.20
## 2128 20160804 60.0908 37.7012 15.58 25.30 19.01 20.26
## 2129 20160805 60.7013 38.2999 15.59 25.34 18.92 20.25
## 2130 20160808 61.0938 38.4250 15.59 25.32 18.92 20.38
## 2131 20160809 61.3990 38.8361 15.71 25.40 18.73 20.36
## 2132 20160810 61.5734 38.7378 15.71 25.36 18.62 20.23
## 2133 20160811 61.0065 38.2999 15.73 25.53 18.53 20.23
## 2134 20160812 61.2246 38.3357 15.73 25.55 18.59 20.22
## 2135 20160815 61.3554 38.5144 16.44 26.91 17.80 20.34
## 2136 20160816 61.0065 38.4429 16.53 26.69 17.82 20.28
## 2137 20160817 61.0938 38.3982 16.55 26.70 17.82 20.27
## 2138 20160818 60.9629 38.0676 16.50 26.65 17.83 20.33
## 2139 20160819 60.3524 38.0676 16.55 26.59 17.98 20.43
## 2140 20160822 59.9164 37.4063 16.40 26.60 18.03 20.50
## 2141 20160823 60.5269 38.0408 16.47 26.69 17.96 20.55
## 2142 20160824 60.3524 38.0408 16.40 26.46 18.04 20.55
## 2143 20160825 61.0501 38.2284 16.28 26.28 18.16 20.48
## 2144 20160826 61.1374 38.4250 16.33 26.34 18.11 20.42
## 2145 20160829 61.0938 38.3982 16.28 26.27 18.17 20.42
## 2146 20160830 61.0501 38.1659 16.32 26.32 18.13 20.50
## 2147 20160831 60.5269 38.1927 16.38 26.40 18.09 20.50
## 2148 20160901 60.2216 38.0408 16.34 26.37 18.10 20.50
## 2149 20160902 60.3088 38.1837 16.25 26.26 18.12 20.40
## 2150 20160905 61.3118 38.3088 16.32 26.31 18.02 20.44
## 2151 20160906 61.7915 38.5144 16.28 26.18 18.07 20.37
## 2152 20160907 62.6636 39.3186 16.40 26.22 17.94 20.29
## 2153 20160908 62.4456 39.5778 16.30 26.22 18.01 20.28
## 2154 20160909 61.3990 39.5778 16.32 26.25 17.99 20.31
## 2155 20160910 60.5269 38.4697 16.01 25.93 18.30 20.05
## 2156 20160912 60.0472 38.2374 15.97 25.76 18.53 19.96
## 2157 20160913 60.0472 38.0586 15.95 25.82 18.47 20.24
## 2158 20160914 59.6983 37.6744 15.97 25.77 18.50 20.05
## 2159 20160919 61.9223 38.8718 16.00 25.74 18.44 20.16
## 2160 20160920 61.8351 39.2918 15.91 25.59 18.47 20.00
## 2161 20160921 62.1403 39.2918 15.90 25.59 18.48 20.00
## 2162 20160922 62.2712 39.3276 16.05 25.84 18.33 20.09
## 2163 20160923 62.7072 39.5063 16.00 25.77 18.40 20.20
## 2164 20160926 61.9223 39.5063 15.87 25.63 18.52 20.08
## 2165 20160929 62.7072 39.6582 15.87 25.58 18.50 20.21
## 2166 20160930 61.8787 39.6582 15.87 25.52 18.53 20.02
## 2167 20161003 62.3148 39.6939 15.89 25.55 18.53 20.05
## 2168 20161004 62.5764 39.7207 15.87 25.55 18.50 19.98
## 2169 20161005 62.3584 39.5510 15.90 25.59 18.52 19.95
## 2170 20161006 62.5328 39.5510 15.98 25.68 18.42 20.03
## 2171 20161007 62.4892 39.9084 16.04 25.73 18.40 20.10
## 2172 20161011 62.3148 40.0871 16.06 25.89 18.33 20.19
## 2173 20161012 63.0125 39.7833 16.02 25.82 18.38 20.12
## 2174 20161013 62.5328 39.8727 16.01 25.76 18.44 19.99
## 2175 20161014 62.3148 39.6671 15.94 25.80 18.49 20.05
## 2176 20161017 62.3148 39.5241 16.02 25.90 18.41 20.01
## 2177 20161018 62.7508 39.7565 15.98 25.90 18.45 20.02
## 2178 20161019 63.0997 40.0514 15.98 25.83 18.33 20.00
## 2179 20161020 63.3613 39.9441 16.00 25.91 18.32 20.05
## 2180 20161021 63.3177 40.0514 16.00 25.96 18.32 20.04
## 2181 20161024 63.4049 40.0514 16.26 26.37 17.98 20.10
## 2182 20161025 64.0154 40.4892 16.23 26.23 18.04 20.17
## 2183 20161026 63.6666 40.3731 16.16 26.26 18.07 20.04
## 2184 20161027 63.3177 40.3105 16.12 26.10 18.24 20.03
## 2185 20161028 63.3177 39.8548 16.12 26.20 18.16 20.03
## 2186 20161031 63.3177 40.2390 16.04 26.04 18.21 19.98
## 2187 20161101 63.3177 40.2390 16.11 26.16 18.15 19.97
## 2188 20161102 62.5764 39.8458 16.02 26.02 18.24 19.72
## 2189 20161103 62.0967 39.3365 16.12 26.27 18.08 19.62
## 2190 20161104 61.9223 39.0148 16.02 26.26 18.10 19.59
## 2191 20161107 62.7944 39.5241 16.03 26.24 18.08 19.80
## 2192 20161108 63.0997 39.9263 16.10 26.33 18.03 20.00
## 2193 20161109 61.0501 38.7378 15.92 26.25 18.30 19.18
## 2194 20161110 62.7944 39.1399 16.10 26.36 18.04 20.26
## 2195 20161111 61.0938 37.8799 16.18 26.54 17.98 20.32
## 2196 20161114 61.1374 37.9157 16.33 26.80 17.86 20.45
## 2197 20161115 60.9629 37.6923 16.23 26.59 18.01 20.49
## 2198 20161116 61.0501 37.6833 16.15 26.60 18.01 20.51
## 2199 20161117 61.2246 38.1212 16.14 26.57 18.04 20.60
## 2200 20161118 61.3990 37.8263 16.16 26.60 18.09 20.60
## 2201 20161121 61.4862 37.8263 16.21 26.71 17.90 20.70
## 2202 20161122 62.3148 38.6127 16.30 26.92 17.77 20.80
## 2203 20161123 62.6200 39.0327 16.43 27.10 17.70 20.81
## 2204 20161124 62.2712 39.0327 16.46 27.17 17.65 20.86
## 2205 20161125 62.2275 38.4697 16.43 27.12 17.66 20.85
## 2206 20161128 62.5764 38.4340 16.59 27.60 17.41 20.85
## 2207 20161129 62.4892 38.5859 16.86 27.80 17.23 20.72
## 2208 20161130 62.5328 38.5859 16.71 27.72 17.34 20.75
## 2209 20161201 62.7944 38.1927 16.70 27.79 17.32 20.85
## 2210 20161202 62.0967 37.8352 16.62 27.60 17.47 20.57
## 2211 20161205 62.0095 37.6655 16.29 27.26 17.77 20.68
## 2212 20161206 62.7944 38.3088 16.35 27.27 17.69 20.83
## 2213 20161207 62.7944 38.1927 16.36 27.15 17.68 20.93
## 2214 20161208 63.5794 38.7110 16.34 27.16 17.66 21.38
## 2215 20161209 63.7974 38.7110 16.54 27.62 17.43 21.22
## 2216 20161212 63.5358 39.0059 16.16 27.09 17.79 21.48
## 2217 20161213 63.6230 38.6484 16.06 26.90 17.85 21.40
## 2218 20161214 63.7538 39.1935 16.04 26.96 17.89 21.59
## 2219 20161215 63.6666 38.8718 15.86 26.48 18.14 21.50
## 2220 20161216 63.0561 38.9522 15.77 26.27 18.26 21.56
## 2221 20161219 62.6636 38.5233 15.85 26.20 18.29 21.58
## 2222 20161220 62.5764 38.1391 15.76 25.85 18.42 21.61
## 2223 20161221 62.5328 38.1123 15.95 26.12 18.19 21.73
## 2224 20161222 61.7479 37.7816 15.93 26.00 18.32 21.60
## 2225 20161223 61.5298 37.4599 15.92 25.87 18.39 21.63
## 2226 20161226 61.7479 37.4599 15.78 25.80 18.45 21.51
## 2227 20161227 61.7043 37.9067 15.86 26.08 18.34 21.60
## 2228 20161228 62.4456 37.9782 15.87 26.00 18.41 21.60
## 2229 20161229 62.1403 37.9782 15.84 25.86 18.44 21.52
## 2230 20161230 62.6200 38.0676 15.84 25.98 18.46 21.60
## 2231 20170103 62.7072 38.0676 15.96 26.34 18.22 21.56
## 2232 20170104 62.6636 38.3803 16.04 26.53 18.12 21.65
## 2233 20170105 63.2305 38.5501 16.04 26.58 17.99 21.63
## 2234 20170106 63.3613 38.5144 16.00 26.51 18.01 21.52
## 2235 20170109 63.1869 38.9612 16.00 26.52 18.03 21.70
## 2236 20170110 63.1433 39.0059 16.00 26.47 18.03 21.57
## 2237 20170111 63.1433 38.7825 15.91 26.24 18.12 21.53
## 2238 20170112 63.7974 39.3007 15.87 26.23 18.10 21.58
## 2239 20170113 63.3177 38.6305 15.84 26.20 18.06 21.49
## 2240 20170116 62.7944 38.6305 15.72 26.20 18.22 21.30
## 2241 20170117 63.0561 38.5948 15.74 26.40 18.09 21.34
## 2242 20170118 62.9253 38.0318 15.82 26.55 18.00 21.30
## 2243 20170119 62.7508 37.6476 15.81 26.55 17.96 21.37
## 2244 20170120 62.9253 37.5761 15.85 26.53 17.93 21.32
## 2245 20170123 63.4485 37.5940 15.86 26.62 17.87 21.27
## 2246 20170124 63.9282 38.1569 15.86 26.52 17.84 21.29
## 2247 20170202 63.5794 38.2016 15.87 26.59 17.76 21.25
## 2248 20170203 63.5358 38.0944 15.80 26.41 17.82 21.15
## 2249 20170206 63.8846 38.3178 15.83 26.26 17.78 21.25
## 2250 20170207 63.9282 38.1748 15.78 26.12 17.86 21.24
## 2251 20170208 64.0621 38.1212 15.78 26.16 17.90 21.18
## 2252 20170209 64.2853 38.1212 15.83 26.42 17.73 21.17
## 2253 20170210 64.9996 38.5680 15.94 26.59 17.65 21.33
## 2254 20170213 65.1336 39.1310 15.95 26.68 17.60 21.45
## 2255 20170214 65.3568 38.8986 15.88 26.58 17.63 21.25
## 2256 20170215 65.9818 38.9165 15.93 26.58 17.58 21.36
## 2257 20170216 65.5800 39.2918 15.91 26.50 17.57 21.39
## 2258 20170217 65.4907 39.3633 15.87 26.47 17.61 21.44
## 2259 20170218 65.6246 39.3812 15.85 26.47 17.71 21.40
## 2260 20170220 65.2675 39.3812 15.92 26.56 17.50 21.46
## 2261 20170221 65.4014 38.9522 16.00 26.67 17.41 21.51
## 2262 20170222 65.4461 39.3365 15.96 26.60 17.43 21.60
## 2263 20170223 65.2675 39.2739 15.92 26.60 17.48 21.55
## 2264 20170224 65.3121 39.1488 15.87 26.50 17.57 21.51
## 2265 20170301 64.5978 38.8718 15.84 26.46 17.57 21.57
## 2266 20170302 64.7764 38.7735 15.81 26.37 17.66 22.00
## 2267 20170303 64.3746 38.6663 15.76 26.12 17.80 22.05
## 2268 20170306 64.4193 38.4786 15.80 26.23 17.76 21.95
## 2269 20170307 64.6871 38.4518 15.80 26.18 17.73 21.91
## 2270 20170308 65.0443 38.6127 15.78 26.18 17.69 21.75
## 2271 20170309 64.3300 38.5591 15.68 26.04 17.90 21.83
## 2272 20170310 64.2853 38.1480 15.76 26.14 17.86 21.95
## 2273 20170313 64.7318 38.4161 15.77 26.16 17.79 21.93
## 2274 20170314 65.1782 38.9612 15.76 26.14 17.73 21.87
## 2275 20170315 65.0443 39.1131 15.74 26.16 17.75 21.80
## 2276 20170316 65.8925 39.5152 15.77 26.10 17.64 21.82
## 2277 20170317 66.0710 39.4884 15.75 26.01 17.64 21.75
## 2278 20170320 66.0264 39.5867 15.65 25.76 17.74 21.61
## 2279 20170321 66.8746 40.1050 15.66 25.80 17.75 21.60
## 2280 20170322 66.2496 40.3909 15.55 25.70 17.81 21.31
## 2281 20170323 66.3835 40.6769 15.56 25.77 17.79 21.40
## 2282 20170324 66.2943 40.6769 15.60 25.82 17.78 21.43
## 2283 20170327 66.2496 40.4982 15.66 25.94 17.58 21.04
## 2284 20170328 66.2943 40.8377 15.57 25.68 17.66 21.13
## 2285 20170329 66.0710 40.8020 15.50 25.66 17.67 21.36
## 2286 20170330 65.9818 40.7931 15.43 25.53 17.87 21.45
## 2287 20170331 65.8032 41.1058 15.44 25.73 17.82 21.59
## 2288 20170405 66.6514 41.1058 15.61 25.97 17.60 21.42
## 2289 20170406 66.4282 40.7216 15.64 26.08 17.60 21.25
## 2290 20170407 66.1603 39.9620 15.68 26.12 17.66 21.25
## 2291 20170410 66.2496 40.4803 15.61 26.07 17.63 21.39
## 2292 20170411 65.9818 40.3820 15.53 25.83 17.77 21.40
## 2293 20170412 66.1157 40.0335 15.55 26.05 17.68 21.38
## 2294 20170413 66.4282 40.5697 15.54 25.85 17.67 21.13
## 2295 20170414 65.6693 39.6671 15.41 25.65 17.76 21.13
## 2296 20170417 65.7139 39.8995 15.30 25.46 17.92 21.00
## 2297 20170418 65.7139 40.0961 15.36 25.60 17.87 21.18
## 2298 20170419 64.9996 39.7029 15.12 25.28 18.15 21.12
## 2299 20170420 64.9996 39.8190 15.12 25.40 18.09 21.25
## 2300 20170421 65.6246 40.1229 15.14 25.46 18.06 21.22
## 2301 20170424 65.7585 40.1229 15.06 25.27 18.11 21.35
## 2302 20170425 66.3835 40.4803 15.11 25.41 18.02 21.40
## 2303 20170426 66.5621 40.4982 15.12 25.36 17.94 21.36
## 2304 20170427 66.5175 40.4803 15.05 25.19 18.08 21.50
## 2305 20170428 66.5621 40.7841 15.00 25.26 18.16 21.52
## 2306 20170502 67.1425 41.3024 14.99 25.21 18.10 21.47
## 2307 20170503 67.4550 41.3208 14.99 25.15 18.04 21.45
## 2308 20170504 67.5443 41.5604 14.98 25.25 18.16 21.50
## 2309 20170505 67.0978 41.5051 14.79 24.93 18.37 21.45
## 2310 20170508 67.5889 41.6618 14.64 24.87 18.45 21.54
## 2311 20170509 67.8121 42.0950 14.64 25.00 18.44 21.53
## 2312 20170510 68.0800 42.3992 14.71 25.22 18.39 21.53
## 2313 20170511 68.3032 42.4914 14.59 25.09 18.41 21.54
## 2314 20170512 68.1246 42.4914 14.80 25.60 18.23 21.42
## 2315 20170515 68.3032 42.4361 14.97 25.75 18.06 21.44
## 2316 20170516 68.3032 42.3992 14.93 25.70 18.14 21.47
## 2317 20170517 68.1246 42.1688 15.06 25.54 18.00 21.42
## 2318 20170518 67.7675 42.0490 15.00 25.50 18.01 21.30
## 2319 20170519 67.7228 42.1503 15.00 25.50 18.01 21.28
## 2320 20170522 67.9014 42.1043 14.98 25.54 17.99 21.36
## 2321 20170523 68.1693 42.4729 15.00 25.71 17.95 21.40
## 2322 20170524 68.1246 42.4914 15.03 25.87 17.94 21.55
## 2323 20170525 68.7496 42.8601 15.13 26.49 17.64 21.60
## 2324 20170526 68.7050 42.8601 15.31 26.63 17.54 21.61
## 2325 20170531 68.3032 42.7034 15.47 26.80 17.45 21.60
## 2326 20170601 68.6603 42.7034 15.56 27.00 17.27 21.58
## 2327 20170602 68.9282 43.3670 15.50 26.98 17.30 21.69
## 2328 20170603 69.1067 43.3670 15.55 26.98 17.36 21.72
## 2329 20170605 69.6425 43.5790 15.51 26.65 17.39 21.65
## 2330 20170606 69.5978 43.8832 15.49 26.64 17.33 21.56
## 2331 20170607 69.5978 43.8924 15.75 27.04 17.14 21.60
## 2332 20170608 69.8657 43.9754 15.78 27.10 17.08 21.64
## 2333 20170609 69.6425 44.0122 15.88 27.53 16.93 21.70
## 2334 20170612 68.8835 43.2656 15.88 27.53 16.94 21.56
## 2335 20170613 68.9728 43.5053 15.92 27.51 16.93 21.80
## 2336 20170614 68.6157 42.7402 15.83 27.30 17.08 21.84
## 2337 20170615 68.6603 43.2564 15.80 27.12 17.18 21.87
## 2338 20170616 69.3746 44.0307 15.89 27.22 17.08 22.00
## 2339 20170619 70.1335 44.3809 15.96 27.32 16.94 22.00
## 2340 20170620 70.9371 44.9063 16.00 27.20 16.95 22.20
## 2341 20170621 71.0264 44.6298 15.94 27.24 17.00 22.16
## 2342 20170622 71.2049 45.1828 16.29 28.08 16.65 22.13
## 2343 20170623 71.1603 44.8418 16.11 27.77 16.82 22.23
## 2344 20170626 72.6782 44.9893 16.35 28.05 16.55 22.10
## 2345 20170627 72.5889 44.6943 16.40 28.01 16.50 22.10
## 2346 20170628 71.9192 44.9063 16.46 28.33 16.49 21.96
## 2347 20170629 72.0085 45.1091 16.50 28.30 16.42 22.06
## 2348 20170630 71.7853 44.8879 16.55 28.43 16.42 21.95
## 2349 20170703 71.8299 44.8879 16.53 28.35 16.42 21.98
## 2350 20170704 71.4282 44.6113 16.37 28.07 16.64 22.02
## 2351 20170705 72.0978 44.5745 16.38 28.21 16.55 22.05
## 2352 20170706 71.7853 44.9339 16.47 28.48 16.48 22.05
## 2353 20170707 71.3835 44.8510 16.52 28.57 16.45 21.94
## 2354 20170710 71.7407 44.4362 16.60 28.71 16.38 22.12
## 2355 20170711 72.8121 44.7127 16.72 29.00 16.23 22.07
## 2356 20170712 72.8121 45.6252 16.66 29.13 16.19 22.03
## 2357 20170713 73.3924 45.8465 16.75 29.19 16.13 22.11
## 2358 20170714 73.2585 45.6621 16.78 29.36 16.10 22.12
## 2359 20170717 73.3924 46.0861 16.73 29.86 16.06 22.20
## 2360 20170718 73.5710 45.6252 16.62 29.55 16.21 22.20
## 2361 20170719 73.8389 45.8833 16.75 29.70 16.07 22.25
## 2362 20170720 73.7942 45.8833 16.94 30.00 15.93 22.44
## 2363 20170721 73.3031 45.9294 16.96 30.04 15.95 22.47
## 2364 20170724 73.4817 45.7174 16.94 29.96 15.89 22.39
## 2365 20170725 73.6156 46.1322 16.90 30.04 15.90 22.31
## 2366 20170726 73.3478 45.7358 16.81 29.73 16.04 22.44
## 2367 20170727 74.1067 45.9478 16.79 29.68 16.05 22.36
## 2368 20170728 73.3031 45.8096 16.77 29.67 16.01 22.22
## 2369 20170731 73.2581 45.8096 16.77 29.90 16.00 22.28
## 2370 20170801 73.6634 45.8557 16.77 29.95 15.92 22.26
## 2371 20170802 74.2937 46.4548 16.86 30.30 15.87 22.35
## 2372 20170803 74.0236 46.0769 16.76 30.07 15.94 22.34
## 2373 20170804 74.1586 46.0769 16.75 29.95 16.00 22.26
## 2374 20170807 74.6990 46.5009 16.70 29.80 16.11 22.28
## 2375 20170808 74.6539 46.3626 16.66 29.83 16.09 22.28
## 2376 20170809 73.9785 45.9939 16.64 29.73 16.07 22.25
## 2377 20170810 73.4832 45.9386 16.43 29.50 16.32 22.26
## 2378 20170811 73.1681 45.5238 16.27 29.27 16.47 22.07
## 2379 20170814 72.7178 45.5238 16.30 29.32 16.42 22.19
## 2380 20170815 73.2131 45.2934 16.39 29.50 16.32 22.30
## 2381 20170816 72.9429 45.2012 16.23 29.35 16.40 22.32
## 2382 20170817 73.5283 45.6898 16.39 29.53 16.32 22.31
## 2383 20170818 73.0780 45.3211 16.38 29.66 16.35 21.96
## 2384 20170821 72.9880 45.0077 16.36 29.74 16.33 21.96
## 2385 20170822 73.7084 45.8372 16.38 29.90 16.24 22.00
## 2386 20170823 73.6183 45.6713 16.25 30.07 16.20 22.07
## 2387 20170824 74.3388 45.6713 16.32 30.05 16.20 22.06
## 2388 20170825 74.4738 46.3626 16.52 30.46 16.08 22.06
## 2389 20170828 74.3388 45.9663 16.65 31.29 15.85 21.95
## 2390 20170829 74.1136 46.0677 16.66 31.37 15.83 21.89
## 2391 20170830 74.4738 46.1322 16.65 31.51 15.84 22.02
## 2392 20170831 74.6990 46.3165 16.57 31.23 15.96 22.06
## 2393 20170901 74.7440 46.5470 16.71 31.26 15.86 22.17
## 2394 20170904 74.6089 46.9617 17.13 31.30 15.64 22.13
## 2395 20170905 74.6990 46.6852 17.31 31.67 15.47 22.07
## 2396 20170906 74.3838 46.8696 17.47 31.49 15.41 22.06
## 2397 20170907 74.0686 46.8235 17.42 31.30 15.45 22.08
## 2398 20170908 74.4738 46.9156 17.56 31.38 15.47 22.03
## 2399 20170911 74.3388 46.6391 17.70 31.15 15.54 22.13
## 2400 20170912 74.6089 47.2843 17.82 31.04 15.57 22.30
## 2401 20170913 74.1136 46.9617 17.90 31.11 15.49 22.31
## 2402 20170914 74.1586 46.9617 17.94 30.97 15.59 22.40
## 2403 20170915 74.1586 47.0078 18.05 30.90 15.58 22.39
## 2404 20170918 74.8791 47.6991 18.19 31.01 15.50 22.44
## 2405 20170919 74.5189 48.0678 17.98 30.74 15.60 22.45
## 2406 20170920 74.0236 47.2383 18.16 30.75 15.56 22.47
## 2407 20170921 74.4738 47.7452 18.33 30.95 15.47 22.55
## 2408 20170922 73.4832 47.4226 18.15 30.75 15.62 22.54
## 2409 20170925 72.8979 46.6391 18.11 30.62 15.59 22.50
## 2410 20170926 72.3126 46.4087 18.05 30.72 15.55 22.44
## 2411 20170927 72.6728 46.5009 18.05 30.64 15.59 22.48
## 2412 20170928 72.4026 46.5009 18.16 30.63 15.68 22.71
## 2413 20170929 72.6277 46.4548 18.14 30.72 15.58 22.73
## 2414 20170930 73.1230 46.5930 18.15 30.72 15.58 22.90
## 2415 20171002 73.3932 46.5930 18.20 30.79 15.58 22.90
## 2416 20171003 73.3932 47.5609 18.55 31.06 15.38 23.00
## 2417 20171005 73.7084 47.5609 18.61 31.29 15.17 23.02
## 2418 20171006 73.9335 47.9295 18.64 31.24 15.13 23.16
## 2419 20171011 75.1042 49.2200 18.74 31.07 15.25 23.00
## 2420 20171012 75.8246 50.1417 18.72 31.05 15.25 23.07
## 2421 20171013 75.6895 49.7730 18.75 31.05 15.17 23.03
## 2422 20171016 76.0948 50.6025 18.75 31.17 15.10 23.02
## 2423 20171017 75.9147 50.2338 18.63 31.09 15.12 23.06
## 2424 20171018 76.1848 50.4643 18.68 31.13 15.09 23.11
## 2425 20171019 76.4550 50.6947 18.66 31.20 15.05 23.16
## 2426 20171020 76.1398 50.5565 18.63 31.17 15.10 23.22
## 2427 20171023 76.0948 50.6025 18.68 31.12 15.10 23.35
## 2428 20171024 76.0047 50.8330 18.84 31.30 14.99 23.25
## 2429 20171025 75.9597 50.8330 18.90 31.31 14.93 23.18
## 2430 20171026 75.8697 51.0173 19.06 31.60 14.82 23.16
## 2431 20171027 75.9147 51.2477 19.10 31.71 14.71 23.16
## 2432 20171030 76.5000 51.2938 19.00 31.80 14.59 23.32
## 2433 20171031 76.7252 52.2156 18.93 31.67 14.65 23.21
## 2434 20171101 76.6351 52.2156 19.13 31.66 14.58 23.23
## 2435 20171102 76.3649 52.1234 19.04 31.70 14.68 23.21
## 2436 20171103 76.2749 52.3538 19.07 31.61 14.70 23.30
## 2437 20171106 76.4100 52.5382 19.06 31.65 14.68 23.32
## 2438 20171107 76.8152 52.5382 19.23 32.00 14.50 23.33
## 2439 20171108 76.5000 51.8929 19.28 32.20 14.32 23.32
## 2440 20171109 76.0047 51.8929 19.19 32.01 14.49 23.35
## 2441 20171110 76.1398 52.3538 19.37 32.42 14.33 23.27
## 2442 20171113 75.9147 52.3538 19.58 32.59 14.18 23.28
## 2443 20171114 75.7796 52.1695 19.57 32.59 14.22 23.22
## 2444 20171115 75.0141 51.3860 19.26 32.31 14.33 23.12
## 2445 20171116 75.2843 52.3538 19.36 32.36 14.29 23.07
## 2446 20171117 75.9597 52.5382 19.42 32.51 14.15 23.25
## 2447 20171120 75.6445 52.0312 19.27 32.70 14.14 23.15
## 2448 20171121 76.3199 51.7547 19.82 33.91 13.64 23.20
## 2449 20171122 76.6801 52.0312 19.98 34.05 13.50 23.24
## 2450 20171123 76.7252 53.0451 19.75 33.83 13.72 23.30
## 2451 20171124 76.6801 53.0451 19.36 33.14 13.97 23.26
## 2452 20171127 75.7796 53.3677 19.16 32.80 14.15 23.26
## 2453 20171128 75.2843 53.4599 19.07 32.60 14.18 23.36
## 2454 20171129 75.3744 53.1373 19.10 32.42 14.24 23.51
## 2455 20171130 74.0686 52.7225 19.10 32.50 14.25 23.52
## 2456 20171201 74.3838 52.5382 18.90 31.99 14.39 23.75
## 2457 20171204 74.6539 52.6303 19.15 32.26 14.25 23.90
## 2458 20171205 74.0686 51.8929 19.10 32.42 14.20 23.68
## 2459 20171206 72.8079 52.5842 18.90 32.35 14.26 23.58
## 2460 20171207 72.8529 52.8608 18.70 31.95 14.45 23.67
## 2461 20171208 72.8529 53.1373 18.88 32.20 14.37 23.72
## 2462 20171211 73.3932 53.9207 19.13 32.37 14.17 23.84
## 2463 20171212 72.8979 54.1512 19.12 32.34 14.17 23.95
## 2464 20171213 72.9429 54.0590 19.01 32.12 14.24 23.86
## 2465 20171214 73.6183 51.5703 19.05 32.12 14.25 23.90
## 2466 20171215 73.0330 51.6164 18.87 31.97 14.39 23.88
## 2467 20171218 73.1230 49.7730 18.86 31.88 14.40 24.11
## 2468 20171219 72.7628 47.9295 18.97 32.29 14.21 24.20
## 2469 20171220 72.9880 47.8374 19.03 32.44 14.17 24.06
## 2470 20171221 72.9429 48.5747 19.31 32.89 13.96 24.05
## 2471 20171222 73.2131 48.2061 19.30 32.72 13.97 24.10
## 2472 20171225 73.3482 48.4365 19.26 32.72 14.00 24.05
## 2473 20171226 72.6277 48.0678 19.27 32.72 14.02 23.97
## 2474 20171227 72.8529 47.9295 19.20 32.58 14.10 24.05
## 2475 20171228 73.5733 48.3443 19.14 32.38 14.09 23.98
## 2476 20171229 73.9785 48.7130 19.09 32.40 14.12 23.89
## 2477 20180102 74.3838 49.3121 19.36 32.88 13.90 23.69
## 2478 20180103 75.0592 50.1417 19.50 33.11 13.67 23.80
## 2479 20180104 75.1943 50.3721 19.52 33.05 13.68 24.01
## 2480 20180105 75.4194 50.5104 19.60 33.13 13.62 24.12
## 2481 20180108 75.7346 51.0173 19.62 33.25 13.61 24.21
## 2482 20180109 75.7796 50.7408 19.72 33.50 13.49 24.24
## 2483 20180110 75.4194 50.1417 19.58 33.58 13.39 24.32
## 2484 20180111 75.1042 49.6347 19.72 33.77 13.36 24.33
## 2485 20180112 75.7346 49.6347 19.95 34.10 13.26 24.49
## 2486 20180115 76.2299 50.6486 20.19 34.95 13.00 24.62
## 2487 20180116 76.5451 51.2938 20.25 34.94 12.98 24.64
## 2488 20180117 76.6801 51.4782 20.20 35.16 12.93 24.49
## 2489 20180118 77.7157 52.3538 20.35 35.50 12.89 24.78
## 2490 20180119 78.4812 53.2755 20.46 35.75 12.75 24.58
## 2491 20180122 79.2016 53.7825 20.40 35.43 12.74 24.55
## 2492 20180123 79.5168 54.7964 20.57 35.92 12.55 24.85
## 2493 20180124 78.5262 54.1051 20.80 36.32 12.45 24.80
## 2494 20180125 78.7513 53.8747 20.68 35.95 12.60 24.79
## 2495 20180126 78.7964 53.4599 20.83 36.13 12.53 24.77
## 2496 20180129 79.0274 53.6442 20.69 36.20 12.65 25.00
## 2497 20180130 78.1037 52.8608 20.29 35.58 12.93 24.80
## 2498 20180131 78.1960 52.9068 20.26 35.66 12.84 24.75
## 2499 20180201 78.7503 53.5981 20.29 35.80 12.83 24.82
## 2500 20180202 78.4270 53.2755 20.20 35.99 12.86 24.70
## 2501 20180205 77.2261 52.3077 20.10 36.27 12.87 24.20
## 2502 20180206 73.5772 51.8469 19.44 35.77 13.41 23.60
## 2503 20180207 74.5010 52.3999 19.51 35.53 13.18 23.42
## 2504 20180208 74.4548 51.8008 18.88 33.89 13.69 23.64
## 2505 20180209 73.0230 50.6947 17.81 31.95 14.37 22.85
## 2506 20180212 73.6234 51.6625 18.32 32.38 14.24 23.10
## 2507 20180221 75.2862 53.8747 19.17 33.72 13.52 23.69
## 2508 20180222 74.8243 54.2894 19.20 33.81 13.54 23.69
## 2509 20180223 75.7481 54.0129 19.26 33.96 13.50 23.78
## 2510 20180226 76.1176 52.3999 19.57 34.29 13.35 24.12
## 2511 20180227 76.0714 52.4460 19.50 34.03 13.48 24.30
## 2512 20180301 75.5171 51.7086 19.34 33.50 13.66 23.88
## 2513 20180302 74.9629 50.8791 19.15 33.05 13.78 23.55
## 2514 20180305 74.5934 51.0634 19.12 32.84 13.81 23.58
## 2515 20180306 75.8866 52.1695 19.28 33.02 13.71 23.80
## 2516 20180307 75.5633 51.8929 19.34 33.18 13.67 23.66
## 2517 20180308 76.4409 52.6303 19.30 33.30 13.60 23.92
## 2518 20180309 76.5333 52.6303 19.45 33.30 13.51 24.05
## 2519 20180312 77.7342 53.0912 19.58 33.50 13.47 24.57
## 2520 20180313 78.4732 53.8286 19.60 33.30 13.48 24.54
## 2521 20180314 77.8727 53.3677 19.38 32.99 13.65 24.34
## 2522 20180315 77.8265 53.1373 19.47 33.17 13.55 24.24
## 2523 20180316 77.5032 53.2755 19.47 33.15 13.58 24.21
## 2524 20180319 77.4570 53.2294 19.37 33.00 13.65 24.13
## 2525 20180320 77.4108 52.9529 19.27 33.17 13.64 23.92
## 2526 20180321 77.4570 53.1834 19.48 33.47 13.51 23.94
## 2527 20180322 77.1799 53.3216 19.13 32.90 13.77 23.87
## 2528 20180323 75.8404 51.7547 18.40 31.90 14.31 23.30
## 2529 20180326 75.9328 51.7086 18.32 31.54 14.43 23.30
## 2530 20180327 77.0413 52.7225 18.76 31.98 14.21 23.45
## 2531 20180328 75.9790 52.2616 18.45 31.34 14.57 22.96
## 2532 20180329 75.8404 51.9390 18.46 31.44 14.49 23.29
## 2533 20180330 76.5333 52.3077 18.78 31.80 14.21 23.26
## 2534 20180331 76.6256 52.4460 18.66 31.70 14.20 23.31
## 2535 20180402 75.9790 52.4921 18.75 31.65 14.32 23.23
## 2536 20180403 75.2862 51.9851 18.45 31.13 14.55 22.80
## 2537 20180409 75.9328 52.2156 18.52 31.37 14.50 23.09
## 2538 20180410 76.2100 52.5382 18.59 31.65 14.35 23.29
## 2539 20180411 76.5333 52.8608 18.94 32.30 14.03 23.25
## 2540 20180412 76.2100 52.2616 18.88 32.01 14.21 23.30
## 2541 20180413 76.2100 52.5842 18.75 31.83 14.33 23.50
## 2542 20180416 76.0252 52.2616 18.53 31.19 14.68 23.54
## 2543 20180417 75.1938 51.5243 18.49 31.01 14.77 23.68
## 2544 20180418 75.3786 51.2017 18.29 30.72 14.83 23.85
## 2545 20180419 76.3485 52.3999 18.54 31.38 14.56 23.95
## 2546 20180420 74.5934 50.5104 18.30 30.90 14.81 23.81
## 2547 20180423 73.8544 50.2338 18.23 31.01 14.77 23.76
## 2548 20180424 73.4849 50.2338 18.55 31.83 14.38 23.85
## 2549 20180425 73.2539 49.4043 18.57 31.76 14.45 23.50
## 2550 20180426 73.0230 49.4504 18.30 31.61 14.78 23.60
## 2551 20180427 73.1616 49.0356 18.19 30.84 14.98 23.79
## 2552 20180430 73.9006 49.4043 18.51 31.27 14.73 23.85
## 2553 20180502 73.3463 49.3121 18.40 30.88 14.92 23.74
## 2554 20180503 72.5611 50.3788 18.50 30.83 14.89 23.62
## 2555 20180504 72.9306 48.7122 18.43 30.92 14.86 23.50
## 2556 20180507 73.4387 48.5693 18.47 31.21 14.71 23.90
## 2557 20180508 73.9006 48.9027 18.78 31.77 14.39 23.91
## 2558 20180509 74.3163 49.2360 18.85 31.81 14.43 24.02
## 2559 20180510 74.5010 49.7598 18.88 31.83 14.43 24.34
## 2560 20180511 75.3786 50.4740 18.96 31.89 14.35 24.41
## 2561 20180514 76.2100 50.3312 19.09 32.16 14.22 24.51
## 2562 20180515 75.4248 49.8074 19.00 32.05 14.29 24.42
## 2563 20180516 75.5171 49.7121 19.09 32.06 14.29 24.39
## 2564 20180517 75.0091 49.5217 18.98 31.85 14.44 24.54
## 2565 20180518 74.7781 48.9979 18.87 31.85 14.46 24.50
## 2566 20180521 75.7943 49.7121 19.21 32.30 14.23 24.61
## 2567 20180522 75.5171 49.9978 19.13 31.96 14.39 24.66
## 2568 20180523 75.1476 49.8074 19.01 31.64 14.51 24.50
## 2569 20180524 75.3324 49.8074 18.88 31.40 14.61 24.59
## 2570 20180525 75.6095 49.8550 18.80 31.25 14.66 24.61
## 2571 20180528 75.9328 49.7598 18.77 31.30 14.62 24.60
## 2572 20180529 75.6095 49.6169 18.66 30.99 14.74 24.51
## 2573 20180530 74.2701 48.6646 18.39 30.55 14.93 24.36
## 2574 20180531 74.5934 48.7122 18.55 30.99 14.69 24.54
## 2575 20180601 75.1476 49.1407 18.50 30.79 14.76 24.40
## 2576 20180604 76.3023 49.7598 18.59 31.18 14.43 24.54
## 2577 20180605 76.2100 49.4741 18.84 31.35 14.37 24.60
## 2578 20180606 76.9490 49.8074 18.77 31.32 14.40 24.68
## 2579 20180607 77.0875 49.9978 18.78 31.33 14.36 24.87
## 2580 20180608 76.2561 49.3312 18.60 30.89 14.60 24.85
## 2581 20180611 76.3485 49.6169 18.51 30.90 14.56 24.90
## 2582 20180612 76.2100 49.3312 18.75 31.19 14.39 25.01
## 2583 20180613 76.6718 49.7121 18.72 31.12 14.45 25.05
## 2584 20180614 75.5171 49.0931 18.67 31.09 14.50 24.95
## 2585 20180615 75.7019 48.9503 18.58 31.07 14.45 25.10
## 2586 20180619 74.4548 48.9503 18.50 30.51 14.77 24.95
## 2587 20180620 75.2862 48.9027 18.27 30.23 14.78 25.17
## 2588 20180621 75.0553 48.8074 18.04 30.29 14.83 25.28
## 2589 20180622 74.9629 48.6646 17.93 30.05 15.03 25.12
## 2590 20180625 74.7319 47.5980 17.80 29.87 15.06 25.08
## 2591 20180626 74.5472 47.6646 17.38 29.04 15.43 24.91
## 2592 20180627 74.2701 47.4646 17.00 28.33 15.81 24.94
## 2593 20180628 73.9467 47.0265 16.85 28.29 15.87 24.94
## 2594 20180629 75.2400 47.5027 16.93 28.50 15.69 25.01
## 2595 20180702 74.8705 47.7599 16.66 27.85 16.05 24.85
## 2596 20180703 74.9629 47.4075 16.26 27.25 16.35 25.11
## 2597 20180704 75.1938 47.6170 16.36 27.40 16.35 24.92
## 2598 20180705 74.5934 47.1980 16.19 27.19 16.50 24.96
## 2599 20180706 74.7781 47.8075 16.41 27.68 16.14 25.19
## 2600 20180709 75.9790 48.4265 16.67 28.22 15.81 25.30
## 2601 20180710 76.1638 48.6646 16.76 28.30 15.76 25.47
## 2602 20180711 75.4709 48.1408 16.49 27.92 15.96 25.46
## 2603 20180712 76.3485 48.6646 16.88 28.56 15.59 25.52
## 2604 20180713 76.9951 48.9027 16.89 28.50 15.59 25.71
## 2605 20180716 76.6718 49.4264 16.79 28.18 15.80 25.70
## 2606 20180717 76.2561 48.9503 16.60 28.00 15.95 25.72
## 2607 20180718 76.7180 49.0455 16.81 28.22 15.83 25.88
## 2608 20180719 76.9490 49.5217 16.54 27.94 15.89 25.96
## 2609 20180720 78.1960 50.6169 16.50 28.14 15.82 25.83
## 2610 20180723 78.7549 51.3311 16.81 28.82 15.44 25.72
## 2611 20180724 78.8947 51.1407 17.14 29.23 15.19 25.93
## 2612 20180725 78.9412 51.1407 17.15 29.19 15.16 25.90
## 2613 20180726 79.1741 51.4264 17.08 28.93 15.25 26.08
## 2614 20180727 79.8261 51.9501 17.08 28.83 15.32 26.08
## 2615 20180730 79.6864 52.0930 16.93 28.80 15.34 25.85
## 2616 20180731 79.6864 51.8549 16.84 28.82 15.33 25.86
## 2617 20180801 80.2453 52.8549 16.81 28.81 15.36 25.95
## 2618 20180802 79.0344 51.9978 16.10 27.61 16.08 25.90
## 2619 20180803 79.6864 52.3787 16.07 27.60 16.05 26.10
## 2620 20180806 79.8261 52.5216 15.92 27.48 16.12 26.10
## 2621 20180807 79.6398 51.7597 15.94 27.69 15.99 26.22
## 2622 20180808 80.2453 52.3311 16.09 28.01 15.87 26.30
## 2623 20180809 80.2453 52.4739 16.34 28.34 15.64 26.32
## 2624 20180810 79.8261 51.9025 16.29 28.22 15.68 26.22
## 2625 20180813 78.1961 50.7121 16.06 27.85 15.90 26.13
## 2626 20180814 78.7549 51.3787 16.02 27.77 15.92 26.16
## 2627 20180815 78.0098 50.7121 15.70 27.29 16.20 26.30
## 2628 20180816 78.0563 50.4740 15.62 27.41 16.16 26.24
## 2629 20180817 77.9166 50.3788 15.56 27.11 16.33 26.33
## 2630 20180820 78.1961 50.4264 15.57 27.06 16.40 26.42
## 2631 20180821 78.7549 50.7597 15.92 27.86 15.87 26.44
## 2632 20180822 78.8481 50.9978 15.86 27.77 15.94 26.43
## 2633 20180823 79.2207 51.2359 15.82 27.76 16.04 26.45
## 2634 20180824 78.9878 51.3311 15.84 27.85 15.89 26.50
## 2635 20180827 79.6864 51.7597 16.24 28.53 15.56 26.73
## 2636 20180828 80.3384 52.3311 16.33 28.55 15.51 27.03
## 2637 20180829 81.2699 53.1882 16.32 28.52 15.57 26.89
## 2638 20180830 81.5493 53.8072 16.19 28.20 15.70 26.94
## 2639 20180831 80.9904 52.9025 16.09 28.19 15.74 26.91
## 2640 20180903 80.5247 52.8549 15.95 27.82 15.94 26.91
## 2641 20180904 81.0370 52.9501 16.09 28.19 15.75 26.96
## 2642 20180905 81.0370 53.6167 15.93 27.98 15.86 26.88
## 2643 20180906 80.5713 53.4739 15.77 27.64 16.10 26.80
## 2644 20180907 80.4781 53.3310 15.68 27.70 16.09 26.68
## 2645 20180910 80.1056 52.8549 15.50 27.51 16.18 26.65
## 2646 20180911 79.7795 52.7120 15.46 27.32 16.30 26.81
## 2647 20180912 79.6864 52.1406 15.34 27.01 16.47 26.85
## 2648 20180913 79.1275 51.9025 15.32 27.22 16.38 26.81
## 2649 20180914 80.5713 53.0930 15.53 27.52 16.16 26.98
## 2650 20180917 79.9658 52.7596 15.41 27.27 16.28 26.98
## 2651 20180918 79.5467 52.1406 15.36 27.39 16.22 26.78
## 2652 20180919 80.2453 52.5692 15.64 28.17 15.72 26.94
## 2653 20180920 80.0124 52.2835 15.74 28.18 15.78 27.00
## 2654 20180921 80.8973 52.6168 16.03 28.87 15.38 27.22
## 2655 20180925 81.1302 53.1406 16.00 28.73 15.40 27.06
## 2656 20180926 80.9439 53.2834 16.34 29.37 15.04 27.05
## 2657 20180927 81.3630 53.6167 16.20 29.00 15.23 26.86
## 2658 20180928 80.9439 53.0930 16.29 29.30 15.03 26.87
## 2659 20181001 81.3630 52.8549 16.25 29.20 15.04 27.01
## 2660 20181002 80.1521 52.5216 16.06 28.84 15.27 27.00
## 2661 20181003 80.0590 52.6168 16.04 28.70 15.36 26.99
## 2662 20181004 79.0810 51.8549 15.80 28.31 15.58 27.10
## 2663 20181005 77.7303 50.6169 15.67 28.14 15.68 27.00
## 2664 20181008 77.3112 49.7121 15.73 28.33 15.66 26.90
## 2665 20181009 77.5440 49.7121 15.70 28.11 15.74 26.95
## 2666 20181011 72.0950 46.6551 14.85 27.20 16.38 25.86
## 2667 20181012 74.5634 47.7122 14.87 27.61 16.02 25.80
## 2668 20181015 73.7716 47.2170 14.91 27.28 16.18 25.71
## 2669 20181016 73.8648 47.8075 14.95 27.50 16.05 25.71
## 2670 20181017 73.9579 48.5693 14.62 27.16 16.23 26.16
## 2671 20181018 73.7251 48.2360 14.76 26.81 16.40 26.16
## 2672 20181019 73.8648 47.8075 14.78 27.07 16.23 25.96
## 2673 20181022 73.7716 47.9979 15.53 28.76 15.27 25.90
## 2674 20181023 72.4210 46.9789 15.32 28.14 15.60 25.83
## 2675 20181024 72.0950 46.9789 15.42 28.21 15.61 25.58
## 2676 20181025 70.3252 45.4266 15.05 27.76 15.92 24.97
## 2677 20181026 70.2321 45.0647 15.17 27.83 15.84 24.97
## 2678 20181029 70.5581 45.2361 14.84 27.11 16.26 24.89
## 2679 20181030 70.7444 45.6457 15.08 27.52 16.00 24.97
## 2680 20181031 72.2347 45.5219 15.08 27.57 15.99 25.17
## 2681 20181101 73.0265 47.6646 15.30 28.02 15.67 25.42
## 2682 20181102 73.2593 47.7122 15.53 28.50 15.33 25.54
## 2683 20181105 72.8867 47.5027 15.36 28.28 15.50 25.20
## 2684 20181106 72.6539 46.1885 15.34 27.99 15.66 25.44
## 2685 20181107 73.0265 47.4646 15.44 28.16 15.50 25.73
## 2686 20181108 73.4456 47.8551 15.26 28.10 15.55 26.12
## 2687 20181109 72.4676 46.7028 15.03 27.47 15.90 26.05
## 2688 20181112 72.6539 47.3027 15.04 27.48 15.93 25.95
## 2689 20181113 71.8156 46.4742 15.17 27.73 15.80 25.50
## 2690 20181114 72.0484 46.6266 15.22 27.67 15.85 25.45
## 2691 20181115 72.2813 46.7885 15.32 27.72 15.81 25.20
## 2692 20181116 71.6758 46.1885 15.44 27.91 15.71 25.39
## 2693 20181119 71.4430 45.7980 15.58 28.02 15.60 25.48
## 2694 20181120 70.7910 45.2266 15.35 27.75 15.81 25.05
## 2695 20181121 70.7910 45.1504 15.27 27.69 15.84 24.77
## 2696 20181122 70.4184 45.4552 15.22 27.52 15.95 24.80
## 2697 20181123 70.1855 45.2647 15.07 27.32 16.05 24.68
## 2698 20181126 70.9307 46.0933 14.96 27.22 16.04 24.73
## 2699 20181127 70.8375 46.1409 15.00 27.22 16.05 24.93
## 2700 20181128 71.6293 50.7121 15.09 27.35 15.94 25.10
## 2701 20181129 71.7690 47.2932 15.02 27.30 15.99 25.43
## 2702 20181130 71.4896 47.3884 14.95 27.19 16.08 25.47
## 2703 20181203 73.3990 48.3313 15.50 28.21 15.50 26.05
## 2704 20181204 72.8867 48.2836 15.53 28.21 15.55 25.73
## 2705 20181205 71.3964 46.9789 15.50 28.14 15.61 25.24
## 2706 20181206 69.9526 45.6837 15.18 27.72 15.90 24.92
## 2707 20181207 70.2787 46.0647 15.22 27.65 15.91 25.19
## 2708 20181210 69.3472 45.2552 15.00 27.25 16.15 24.37
## 2709 20181211 69.9061 45.7218 15.00 27.24 16.12 24.59
## 2710 20181212 70.9773 46.3313 15.14 27.39 16.00 24.73
## 2711 20181213 71.0704 46.7028 15.37 27.96 15.73 24.85
## 2712 20181214 70.1855 45.7123 15.23 27.60 15.87 24.56
## 2713 20181217 70.7444 46.1980 15.14 27.46 15.95 24.36
## 2714 20181218 70.1389 45.5885 14.99 27.09 16.11 23.85
## 2715 20181219 70.6978 46.1504 14.93 27.00 16.15 23.89
## 2716 20181220 69.9061 45.5885 14.63 26.22 16.63 23.30
## 2717 20181221 70.0458 45.4552 14.45 25.95 16.85 23.06
## 2718 20181222 69.7198 45.4076 14.42 25.69 16.94 23.15
## 2719 20181224 69.5801 45.2457 14.42 25.97 16.83 22.74
## 2720 20181225 68.6952 44.3505 14.18 25.56 17.12 22.47
## 2721 20181226 68.5089 44.6933 14.26 25.67 17.06 22.19
## 2722 20181227 69.9061 45.7599 14.45 25.94 16.87 23.06
## 2723 20181228 70.3252 45.8171 14.35 25.98 16.79 23.23
## 2724 20190102 68.9746 45.3314 14.19 25.60 17.14 23.11
## 2725 20190103 68.3226 44.5695 14.22 25.62 17.02 23.03
## 2726 20190104 67.2514 43.3886 14.49 26.13 16.68 22.90
## 2727 20190107 68.8815 44.6647 14.64 26.24 16.59 23.57
## 2728 20190108 68.6020 44.1600 14.65 26.24 16.63 23.86
## 2729 20190109 69.8595 45.2076 15.05 26.74 16.24 24.03
## 2730 20190110 69.6732 45.2552 15.01 26.74 16.32 23.95
## 2731 20190111 70.3252 45.9028 15.05 26.99 16.24 23.99
## 2732 20190114 69.8595 45.9028 15.00 26.86 16.40 23.85
## 2733 20190115 70.4649 45.9980 15.15 27.20 16.13 24.06
## 2734 20190116 70.3718 45.9695 15.20 27.30 16.04 24.27
## 2735 20190117 70.3718 46.2361 15.24 27.48 15.96 24.29
## 2736 20190118 70.7444 46.3028 15.30 27.61 15.85 24.53
## 2737 20190121 71.2567 46.9027 15.40 27.84 15.71 24.72
## 2738 20190122 71.1126 46.6647 15.20 27.46 15.93 24.63
## 2739 20190123 70.7765 46.5694 15.10 27.48 15.92 24.51
## 2740 20190124 71.1126 45.0933 15.30 27.69 15.85 24.51
## 2741 20190125 72.0249 47.5694 15.48 28.11 15.56 24.61
## 2742 20190128 72.1689 47.9979 15.51 28.14 15.51 24.60
## 2743 20190129 71.5447 47.0742 15.44 28.13 15.51 24.46
## 2744 20190130 71.4007 46.9408 15.39 28.17 15.46 24.50
## 2745 20190211 72.1689 48.1408 15.63 28.71 15.10 25.07
## 2746 20190212 72.6491 48.1408 15.81 28.87 15.04 25.30
## 2747 20190213 72.5051 48.2836 15.98 29.13 14.91 25.53
## 2748 20190214 72.2650 47.9979 16.13 29.40 14.81 25.63
## 2749 20190215 72.0729 47.8551 15.99 28.83 14.99 25.44
## 2750 20190218 72.6491 48.1408 16.24 29.40 14.79 25.79
## 2751 20190219 72.5051 47.7122 16.25 29.36 14.79 25.83
## 2752 20190220 73.3213 48.3789 16.42 29.46 14.71 25.75
## 2753 20190221 74.0416 48.9027 16.72 30.05 14.55 25.93
## 2754 20190222 73.8975 48.9503 16.52 29.56 14.76 25.80
## 2755 20190225 74.4257 49.4741 17.35 31.39 14.35 25.96
## 2756 20190226 74.6178 49.8550 17.68 31.84 13.93 25.86
## 2757 20190227 74.5698 49.5217 17.73 32.09 13.62 25.88
## 2758 20190304 73.8975 49.4264 18.28 33.18 13.22 26.08
## 2759 20190305 73.7055 49.0455 18.04 32.49 13.33 25.94
## 2760 20190306 73.8975 49.2836 18.21 32.51 13.34 25.93
## 2761 20190307 73.6094 49.1407 17.88 31.99 13.61 25.83
## 2762 20190308 72.9852 48.6170 17.42 31.07 13.96 25.64
## 2763 20190311 73.1293 48.5693 17.58 31.08 13.95 25.61
## 2764 20190312 74.1856 49.5693 17.95 31.70 13.70 26.06
## 2765 20190313 74.0416 49.5217 17.83 31.52 13.79 26.07
## 2766 20190314 73.9936 49.3312 17.70 31.52 13.77 26.22
## 2767 20190315 74.5218 49.8550 17.83 31.76 13.62 26.29
## 2768 20190318 75.0019 50.3788 18.12 32.20 13.41 26.29
## 2769 20190319 75.2900 50.1883 18.20 32.29 13.32 26.34
## 2770 20190320 75.3861 50.2359 18.06 32.08 13.48 26.32
## 2771 20190321 76.0103 50.9026 18.26 32.46 13.39 26.31
## 2772 20190322 76.2023 51.0930 18.12 32.06 13.49 26.59
## 2773 20190325 75.0499 50.4264 17.76 31.59 13.73 26.04
## 2774 20190326 75.5301 50.8073 17.64 31.25 13.77 26.18
## 2775 20190327 75.3861 50.4264 17.75 31.55 13.70 26.33
## 2776 20190328 75.3861 50.4740 17.66 31.38 13.70 26.16
## 2777 20190329 76.0103 50.6645 18.14 32.42 13.26 26.32
## 2778 20190401 76.6825 51.6168 18.76 33.25 12.93 26.56
## 2779 20190402 76.9706 51.3787 18.79 33.23 12.90 26.72
## 2780 20190403 76.9706 51.7597 18.83 33.25 12.91 26.78
## 2781 20190408 77.6909 52.6644 18.91 33.90 12.69 26.93
## 2782 20190409 78.1710 52.8549 19.18 34.19 12.54 26.92
## 2783 20190410 78.2671 52.8073 19.23 34.10 12.51 26.90
## 2784 20190411 77.9309 52.4739 18.98 33.76 12.64 26.89
## 2785 20190412 77.8829 52.3787 19.02 33.48 12.72 26.93
## 2786 20190415 78.6032 53.0453 19.21 34.24 12.46 27.13
## 2787 20190416 78.8433 53.3310 19.30 34.53 12.37 27.13
## 2788 20190417 79.4675 54.1881 19.51 34.81 12.27 27.12
## 2789 20190418 79.4195 54.4738 19.46 34.65 12.40 27.00
## 2790 20190419 79.5155 54.5215 19.40 34.77 12.31 27.12
## 2791 20190422 79.4195 54.6643 19.22 34.29 12.44 27.08
## 2792 20190423 79.7556 54.8072 19.18 34.36 12.39 27.15
## 2793 20190424 79.8996 54.9500 19.17 34.20 12.48 27.41
## 2794 20190425 80.0917 54.9024 19.16 34.02 12.46 27.39
## 2795 20190426 79.1794 53.7120 18.86 33.67 12.66 27.36
## 2796 20190429 79.5155 53.4263 18.91 34.01 12.52 27.49
## 2797 20190430 79.5155 53.7120 18.77 33.84 12.55 27.47
## 2798 20190502 79.7076 53.6606 18.74 33.85 12.57 27.34
## 2799 20190503 80.4278 54.4854 18.71 33.80 12.59 27.29
## 2800 20190506 79.0353 53.6121 17.54 31.82 13.27 27.04
## 2801 20190507 79.8516 54.3398 17.58 31.99 13.19 27.21
## 2802 20190508 79.2754 53.7576 17.55 31.80 13.24 27.02
## 2803 20190509 78.3151 52.8843 17.19 30.95 13.54 26.89
## 2804 20190510 78.2671 52.5932 17.32 31.31 13.37 26.82
## 2805 20190513 76.9706 51.4773 17.18 31.00 13.49 26.81
## 2806 20190514 76.4904 51.2347 17.28 31.11 13.43 26.61
## 2807 20190515 76.5865 51.4773 17.37 31.39 13.25 26.72
## 2808 20190516 75.9142 50.8951 17.49 31.52 13.23 26.77
## 2809 20190517 75.1460 50.4099 17.26 31.19 13.41 27.16
## 2810 20190520 75.0980 49.4881 17.00 30.58 13.59 27.23
## 2811 20190521 75.2900 49.0514 17.35 31.28 13.42 27.11
## 2812 20190522 75.2900 49.7306 17.32 31.19 13.48 27.31
## 2813 20190523 73.8975 48.3139 17.10 30.81 13.66 27.13
## 2814 20190524 74.2817 48.5177 17.05 30.83 13.63 26.99
## 2815 20190527 74.0896 48.3527 17.18 31.11 13.58 26.87
## 2816 20190528 74.0416 48.2169 17.42 31.48 13.33 26.99
## 2817 20190529 73.7055 47.8287 17.41 31.50 13.40 26.68
## 2818 20190530 74.3297 48.2654 17.22 31.36 13.50 26.64
## 2819 20190531 75.3380 49.3425 17.32 31.44 13.44 26.51
## 2820 20190603 75.4341 49.4395 17.26 31.39 13.45 26.12
## 2821 20190604 74.9539 49.0999 17.13 31.12 13.53 26.20
## 2822 20190605 75.1940 49.3910 17.13 31.28 13.41 26.69
## 2823 20190606 74.6178 48.7118 16.99 31.04 13.53 26.85
## 2824 20190610 75.9142 49.6821 17.06 31.33 13.34 27.42
## 2825 20190611 76.2504 50.6525 17.50 31.88 13.06 27.55
## 2826 20190612 76.5385 50.9921 17.53 31.92 13.06 27.49
## 2827 20190613 75.9142 50.2643 17.50 31.95 13.12 27.41
## 2828 20190614 75.7702 49.6336 17.48 32.05 13.05 27.58
## 2829 20190617 75.5781 49.0999 17.45 32.10 13.12 27.72
## 2830 20190618 75.7702 49.1969 17.38 32.09 13.09 27.60
## 2831 20190619 77.5468 50.7495 17.75 32.80 12.69 27.88
## 2832 20190620 77.6428 51.0406 18.16 33.51 12.46 27.79
## 2833 20190621 77.6428 51.4288 18.19 33.43 12.42 27.70
## 2834 20190624 77.9790 51.9139 18.19 33.50 12.40 27.84
## 2835 20190625 77.5468 51.1377 17.94 32.95 12.62 27.71
## 2836 20190626 77.1627 50.8465 18.05 33.16 12.56 27.55
## 2837 20190627 78.2671 51.8654 18.25 33.51 12.40 27.63
## 2838 20190628 77.6909 51.5258 18.02 33.33 12.45 27.69
## 2839 20190701 79.3714 53.3210 18.59 34.33 12.07 27.94
## 2840 20190702 79.1794 53.3210 18.59 34.18 12.10 27.90
## 2841 20190703 78.2671 52.3021 18.54 34.00 12.15 28.03
## 2842 20190704 78.7472 52.6417 18.51 33.88 12.22 28.36
## 2843 20190705 78.6512 52.3991 18.52 33.95 12.16 28.40
## 2844 20190708 78.3631 52.3506 18.12 33.30 12.38 28.19
## 2845 20190709 78.2671 52.1080 18.06 33.12 12.47 28.09
## 2846 20190710 78.9393 53.0298 18.16 33.20 12.42 28.16
## 2847 20190711 79.5635 53.8546 18.12 33.33 12.37 28.33
## 2848 20190712 79.4675 54.0487 18.16 33.41 12.29 28.30
## 2849 20190715 79.8996 54.4854 18.22 33.38 12.31 28.40
## 2850 20190716 80.0437 54.6794 18.20 33.25 12.38 28.36
## 2851 20190717 79.5155 54.3398 18.23 33.20 12.39 28.32
## 2852 20190718 79.4195 54.2428 18.08 33.00 12.47 28.09
## 2853 20190719 80.3880 55.1646 18.23 33.27 12.35 28.25
## 2854 20190722 80.7754 55.8924 18.17 33.34 12.33 28.03
## 2855 20190723 80.9691 55.8924 18.15 33.15 12.38 28.12
## 2856 20190724 80.9207 55.9894 18.27 33.42 12.27 28.26
## 2857 20190725 81.1628 56.0865 18.35 33.58 12.20 28.45
## 2858 20190726 80.6301 55.8439 18.40 33.75 12.17 28.38
## 2859 20190729 80.8238 55.6013 18.37 33.66 12.18 28.49
## 2860 20190730 80.5817 55.6013 18.53 33.90 12.07 28.53
## 2861 20190731 80.1943 55.1646 18.38 33.55 12.22 28.46
## 2862 20190801 79.7100 54.7280 18.14 33.13 12.39 28.15
## 2863 20190802 78.4025 53.8546 17.83 32.54 12.67 27.95
## 2864 20190805 77.6277 52.7387 17.50 32.09 12.79 27.81
## 2865 20190806 77.5793 53.1754 17.26 31.52 12.96 27.25
## 2866 20190807 77.1918 53.0784 17.17 31.36 13.00 27.34
## 2867 20190808 78.1119 53.9517 17.24 31.55 12.83 27.58
## 2868 20190812 78.0635 53.8061 17.21 31.60 12.76 27.77
## 2869 20190813 77.1918 53.1754 17.12 31.63 12.83 27.58
## 2870 20190814 77.7730 53.5150 17.30 31.91 12.70 27.78
## 2871 20190815 76.9013 52.8843 17.25 31.65 12.80 27.27
## 2872 20190816 77.8214 53.7576 17.51 32.14 12.60 27.32
## 2873 20190819 78.2572 54.1458 17.72 32.48 12.43 27.63
## 2874 20190820 78.4509 54.5824 17.81 32.52 12.40 27.90
## 2875 20190821 78.5478 54.8250 17.88 32.55 12.41 27.72
## 2876 20190822 78.3541 54.7280 17.82 32.35 12.46 27.84
## 2877 20190823 78.4509 54.5824 17.94 32.79 12.31 27.94
## 2878 20190826 77.1434 53.6606 17.53 32.08 12.53 27.07
## 2879 20190827 77.3371 53.7576 17.77 32.30 12.32 27.48
## 2880 20190828 77.8698 54.3883 18.00 32.06 12.41 27.47
## 2881 20190829 78.0151 54.6309 17.97 31.93 12.46 27.55
## 2882 20190830 79.2742 55.5042 17.85 32.13 12.33 27.80
## 2883 20190902 79.3226 55.5042 17.93 32.35 12.26 27.79
## 2884 20190903 78.6446 55.0191 17.93 32.20 12.27 27.71
## 2885 20190904 79.5647 55.4072 17.93 32.43 12.23 27.83
## 2886 20190905 80.3880 56.4746 18.43 33.22 12.00 28.11
## 2887 20190906 80.8723 56.8142 18.35 33.21 11.94 28.27
## 2888 20190909 81.1628 56.9598 18.51 33.40 11.88 28.30
## 2889 20190910 80.7754 56.2805 18.46 33.20 11.96 28.21
## 2890 20190911 80.8238 56.3290 18.39 33.22 12.00 28.28
## 2891 20190912 81.2597 56.7172 18.41 33.25 11.92 28.35
## 2892 20190916 81.7439 57.1053 18.41 33.32 11.93 28.08
## 2893 20190917 81.5987 56.9598 18.17 33.00 12.01 28.14
## 2894 20190918 82.2766 57.6390 18.20 33.10 11.98 28.20
## 2895 20190919 81.7924 57.2509 18.15 32.87 12.02 28.22
## 2896 20190920 82.0345 57.4450 18.20 33.00 11.93 28.27
## 2897 20190923 81.8408 57.2509 17.94 32.48 12.12 28.24
## 2898 20190924 81.9861 57.5420 18.06 32.73 12.04 28.24
## 2899 20190925 81.4534 57.1539 18.02 32.62 12.06 27.99
## 2900 20190926 81.6471 57.7361 17.87 32.70 12.05 28.01
## 2901 20190927 81.9376 58.1242 17.88 32.60 12.10 28.05
## 2902 20191001 83.2452 59.0460 17.80 32.50 12.16 28.13
## 2903 20191002 82.9546 59.4342 17.68 32.35 12.20 27.83
## 2904 20191003 82.1313 58.9975 17.55 31.99 12.31 27.37
## 2905 20191004 82.4703 58.9975 17.55 32.05 12.24 27.48
## 2906 20191007 82.7609 59.3857 17.55 32.10 12.27 27.60
## 2907 20191008 83.7778 60.4045 17.72 32.50 12.04 27.65
## 2908 20191009 83.0999 59.9679 17.59 32.17 12.06 27.25
## 2909 20191014 84.7948 60.9867 18.06 33.35 11.71 27.72
## 2910 20191015 84.9401 61.3749 18.04 33.20 11.71 27.66
## 2911 20191016 85.3275 61.5690 18.10 33.20 11.73 27.80
## 2912 20191017 85.3759 61.6660 18.03 33.04 11.72 27.76
## 2913 20191018 85.1822 61.5690 17.93 32.89 11.79 27.82
## 2914 20191021 85.0854 61.4719 17.85 32.71 11.82 27.80
## 2915 20191022 85.9086 61.7145 17.78 32.60 11.83 27.97
## 2916 20191023 85.6665 61.7630 17.78 32.69 11.83 27.82
## 2917 20191024 86.0055 62.1027 17.72 32.60 11.87 27.90
## 2918 20191025 86.0055 62.1512 17.76 32.53 11.90 27.97
## 2919 20191028 86.3929 62.6849 17.89 32.94 11.80 28.11
## 2920 20191029 86.6350 62.8304 17.98 32.86 11.79 28.20
## 2921 20191030 87.0224 62.8304 17.80 32.57 11.84 28.12
## 2922 20191031 87.2646 63.5097 17.76 32.60 11.82 28.12
## 2923 20191101 87.2646 63.2186 17.98 33.00 11.65 28.14
## 2924 20191104 89.2985 64.9167 18.21 33.30 11.57 28.33
## 2925 20191105 89.9764 65.4989 18.45 33.71 11.43 28.44
## 2926 20191106 90.4123 65.8385 18.35 33.61 11.50 28.27
## 2927 20191107 89.9280 65.1108 18.28 33.34 11.54 28.33
## 2928 20191108 89.6375 64.9167 18.35 33.57 11.51 28.34
## 2929 20191111 88.2815 64.0434 18.05 32.94 11.68 28.39
## 2930 20191112 89.1048 64.5285 17.97 32.77 11.75 28.43
## 2931 20191113 88.5721 64.5285 17.98 32.73 11.78 28.50
## 2932 20191114 88.5236 64.1404 17.92 32.88 11.80 28.63
## 2933 20191115 89.3953 65.1108 17.94 32.88 11.80 28.79
## 2934 20191118 89.9764 65.6930 18.01 32.91 11.76 28.90
## 2935 20191119 90.6544 66.2752 18.08 33.08 11.68 29.02
## 2936 20191120 90.3154 66.3237 18.10 32.94 11.74 28.94
## 2937 20191121 89.5890 65.4989 17.89 32.55 11.86 28.90
## 2938 20191122 89.6375 65.4019 17.75 32.38 11.93 28.90
## 2939 20191125 89.6859 65.5959 17.75 32.43 11.90 29.01
## 2940 20191126 89.9280 65.4019 17.86 32.71 11.85 29.15
## 2941 20191127 90.2670 65.6930 17.87 32.63 11.86 29.23
## 2942 20191128 90.0249 65.6930 17.81 32.42 11.93 29.23
## 2943 20191129 88.6205 64.7226 17.56 31.89 12.14 29.26
## 2944 20191202 89.1532 65.0622 17.63 32.01 12.07 29.28
## 2945 20191203 89.1532 64.5771 17.59 32.03 12.05 28.97
## 2946 20191204 88.8142 64.4800 17.54 31.89 12.04 28.73
## 2947 20191205 89.9764 65.5959 17.62 32.05 12.01 28.85
## 2948 20191206 90.1217 65.9356 17.75 32.31 11.92 28.95
## 2949 20191209 90.7028 66.7118 17.81 32.35 11.90 29.14
## 2950 20191210 90.0733 66.2752 17.82 32.31 11.89 29.13
## 2951 20191211 90.7997 67.0029 17.86 32.45 11.88 29.11
## 2952 20191212 92.8336 69.6229 17.85 32.35 11.87 29.08
## 2953 20191213 93.8506 70.8358 18.01 32.92 11.71 29.29
## 2954 20191216 93.8021 70.4962 18.13 32.83 11.67 29.24
## 2955 20191217 95.0612 71.6606 18.46 33.30 11.46 29.36
## 2956 20191218 95.1096 71.9517 18.55 33.19 11.48 29.33
## 2957 20191219 94.5770 70.7388 18.34 32.97 11.54 29.30
## 2958 20191220 93.8990 70.0596 18.36 33.12 11.49 29.45
## 2959 20191223 94.0927 70.4477 18.17 32.88 11.60 29.64
## 2960 20191224 94.1411 70.2536 18.07 32.78 11.63 29.60
## 2961 20191225 94.2864 70.3507 18.10 32.75 11.63 29.52
## 2962 20191226 94.2864 70.3992 18.20 32.99 11.58 29.60
## 2963 20191227 94.9159 71.2240 18.36 33.22 11.50 29.76
## 2964 20191230 94.7222 70.6903 18.38 33.47 11.43 29.66
## 2965 20191231 93.8990 70.0596 18.33 33.30 11.45 29.46
## 2966 20200102 94.5770 71.1269 18.77 33.81 11.29 29.64
## 2967 20200103 94.5770 70.6903 18.85 33.72 11.31 29.62
## 2968 20200106 93.3663 69.9140 18.91 33.73 11.31 29.50
## 2969 20200107 93.0757 69.6714 18.90 33.66 11.32 29.73
## 2970 20200108 92.6399 69.1377 18.76 33.44 11.38 29.44
## 2971 20200109 93.8990 70.3021 18.89 33.58 11.28 29.71
## 2972 20200110 94.2380 70.3507 18.91 33.55 11.29 29.85
## 2973 20200113 94.9159 71.1269 19.05 33.80 11.21 29.79
## 2974 20200114 95.4971 71.7577 19.23 34.06 11.17 29.87
## 2975 20200115 94.5285 70.8358 19.15 33.55 11.32 29.82
## 2976 20200116 94.2380 70.4477 19.11 33.60 11.34 29.98
## 2977 20200117 94.2380 70.1566 18.99 33.61 11.34 30.25
## 2978 20200120 94.6254 70.3507 19.18 33.84 11.29 30.34
## 2979 20200130 89.2500 66.9059 16.83 29.88 13.25 29.87
## 2980 20200131 89.9500 67.6337 16.91 29.94 13.20 30.24
## 2981 20200203 89.0500 66.3722 16.70 29.79 13.52 30.04
## 2982 20200204 90.6000 68.1674 16.91 30.21 12.45 30.06
## 2983 20200205 90.8500 68.5070 17.16 30.65 12.25 30.12
## 2984 20200206 92.3000 69.5259 17.46 30.97 12.10 30.62
## 2985 20200207 91.2000 68.7981 17.45 30.88 12.18 30.64
## 2986 20200210 91.0000 69.4288 17.62 30.91 12.11 30.51
## 2987 20200211 91.7500 70.4477 17.85 31.34 11.88 30.79
## 2988 20200212 92.6500 70.6418 18.00 31.44 11.86 30.78
## 2989 20200213 92.8000 70.3507 17.92 31.30 11.93 30.77
## 2990 20200214 92.9500 70.1566 18.04 31.44 11.85 31.02
## 2991 20200217 92.3000 69.9625 18.36 31.89 11.76 31.03
## 2992 20200218 91.0500 68.5070 18.35 31.73 11.83 30.92
## 2993 20200219 92.1000 68.6040 18.55 31.98 11.76 31.10
## 2994 20200220 91.7000 68.7496 18.56 32.09 11.71 31.18
## 2995 20200221 91.2500 68.6525 18.87 32.48 11.59 31.13
## 2996 20200224 90.1000 67.6822 18.77 32.12 11.76 30.57
## 2997 20200225 90.3500 67.2940 18.61 31.70 11.89 30.27
## 2998 20200226 89.4500 66.5663 18.61 31.93 11.79 29.90
## 2999 20200227 88.6500 65.8870 18.56 31.76 11.88 28.70
## 3000 20200302 87.3500 64.8682 18.43 31.66 11.84 27.62
## 3001 20200303 88.6000 66.4207 18.53 31.79 11.77 28.30
## 3002 20200304 89.2000 66.6633 18.44 31.98 11.73 27.92
## 3003 20200305 90.2000 67.7307 18.91 32.82 11.45 28.45
## 3004 20200306 88.3500 66.0811 18.77 32.45 11.51 27.38
## 3005 20200309 85.8500 64.0434 18.01 31.30 11.97 25.98
## 3006 20200310 86.3000 64.5285 18.32 31.95 11.59 26.11
## 3007 20200311 85.3000 62.7819 18.25 31.60 11.73 25.69
## 3008 20200312 82.1500 61.2293 17.92 30.81 11.98 24.28
## 3009 20200313 81.0000 60.6471 17.68 30.50 12.10 23.45
## 3010 20200316 77.3000 57.0568 17.25 29.82 12.47 22.88
## 3011 20200317 74.8500 55.9894 16.93 29.15 12.79 22.94
## 3012 20200318 72.8000 53.7091 17.93 29.24 12.85 22.38
## 3013 20200319 68.5500 50.7010 16.03 27.50 13.61 21.49
## 3014 20200320 74.0000 54.7280 16.30 28.07 13.16 22.40
## 3015 20200323 70.8000 52.6902 16.10 27.55 13.40 20.48
## 3016 20200324 74.2500 55.6983 16.27 28.30 13.09 21.49
## 3017 20200325 76.8500 57.7361 16.68 29.14 12.58 22.45
## 3018 20200326 77.2000 58.2212 16.74 29.22 12.52 22.71
## 3019 20200327 76.6000 57.8331 16.76 29.25 12.46 23.57
## 3020 20200330 75.8500 56.5231 16.56 29.00 12.52 23.58
## 3021 20200331 76.1500 56.6687 16.53 29.12 12.51 24.09
## 3022 20200401 75.9000 57.0083 16.79 29.20 12.47 23.38
## 3023 20200406 77.0500 58.2212 16.84 29.65 12.28 23.90
## 3024 20200407 78.5000 60.1619 17.05 29.75 12.20 24.38
## 3025 20200408 79.6000 60.2590 17.13 29.67 12.22 24.59
## 3026 20200409 79.2500 59.9679 17.06 29.69 12.26 25.16
## 3027 20200410 79.3000 59.3857 17.06 29.69 12.22 25.57
## 3028 20200413 78.8000 59.4827 16.98 29.50 12.30 25.28
## 3029 20200414 80.9500 60.5501 17.19 29.75 12.13 25.73
## 3030 20200415 81.2000 61.0838 17.11 29.88 12.12 25.92
## 3031 20200416 80.8000 61.4234 17.09 29.76 12.18 25.61
## 3032 20200417 83.2500 63.8493 17.21 30.15 11.93 26.53
## 3033 20200420 83.0000 63.9463 17.11 30.16 11.97 26.36
## 3034 20200421 80.6000 63.0730 16.88 29.68 12.17 25.77
## 3035 20200422 80.6000 62.4000 16.95 29.85 12.08 25.23
## 3036 20200423 80.9000 62.6500 17.05 30.01 11.98 25.75
## 3037 20200424 80.9000 62.5500 16.99 29.74 12.07 25.50
## 3038 20200427 82.5500 63.7500 17.19 30.17 11.88 26.29
## 3039 20200428 82.5500 63.1000 17.15 30.23 11.73 26.30
## 3040 20200429 83.7000 63.8000 17.29 30.31 11.66 26.48
## 3041 20200430 85.5000 64.7500 17.30 30.50 11.55 26.93#Q2
etf6.xts <- xts(etf6.1[, -1], order.by = as.Date(as.character(etf6.1$date),format = "%Y%m%d"))
na.omit(etf6.xts)## 0050 0052 0061 006206 00638R 00646
## 2015-12-14 51.1736 30.6881 17.74 28.68 20.05 19.61
## 2015-12-15 51.2167 30.9138 17.94 29.28 19.54 19.63
## 2015-12-16 51.9921 31.3820 18.06 29.19 19.53 19.89
## 2015-12-17 52.5951 31.5993 18.36 29.51 19.13 20.05
## 2015-12-18 52.3367 31.8000 18.34 29.68 18.99 19.85
## 2015-12-21 52.2505 31.5993 18.90 30.40 18.51 19.64
## 2015-12-22 52.3797 31.5993 18.80 30.28 18.50 19.72
## 2015-12-23 52.4659 31.9922 18.84 30.38 18.47 19.80
## 2015-12-24 52.7244 32.2012 18.75 30.12 18.59 19.99
## 2015-12-25 53.0690 32.1176 18.84 30.33 18.40 19.99
## 2015-12-28 52.9397 32.2597 18.65 29.94 18.68 19.97
## 2015-12-29 52.5520 32.0424 18.22 29.36 18.88 19.98
## 2015-12-30 52.1644 31.7665 18.01 29.09 19.11 20.10
## 2015-12-31 52.3367 31.7665 18.27 29.48 19.01 20.06
## 2016-01-04 51.3029 31.0894 17.49 28.04 19.95 19.79
## 2016-01-05 50.8721 30.9473 17.27 27.81 20.05 19.74
## 2016-01-06 50.3552 29.9692 17.33 28.01 19.84 19.62
## 2016-01-07 49.4075 29.1416 16.21 26.49 21.07 19.43
## 2016-01-08 49.4937 29.7017 16.92 27.53 20.19 19.32
## 2016-01-11 48.7183 29.0496 16.27 26.50 21.18 19.01
## 2016-01-12 48.6753 29.4258 16.21 26.34 21.24 18.99
## 2016-01-13 49.2352 29.8104 16.25 26.58 21.13 19.32
## 2016-01-14 48.8476 29.8104 15.91 26.08 21.44 18.81
## 2016-01-15 48.8476 29.9692 15.80 25.53 21.88 18.97
## 2016-01-18 49.1922 29.7686 16.08 26.03 21.51 18.78
## 2016-01-19 49.3214 30.1866 16.34 26.42 21.20 18.90
## 2016-01-20 48.1584 29.6097 16.05 26.03 21.66 18.49
## 2016-01-21 48.0722 29.6097 15.90 25.93 21.68 18.58
## 2016-01-22 48.7183 30.0946 15.82 25.73 21.81 18.77
## 2016-01-25 49.5798 30.5962 15.81 25.66 21.63 18.97
## 2016-01-26 49.1060 30.3872 15.51 25.25 21.96 18.68
## 2016-01-27 49.3214 30.6213 14.74 24.19 22.67 18.90
## 2016-01-28 49.5798 30.6798 14.77 24.23 22.75 18.83
## 2016-01-29 50.8290 31.3067 14.98 24.66 22.24 18.96
## 2016-01-30 51.3029 31.2315 15.34 25.15 21.70 19.28
## 2016-02-01 51.3029 31.3903 14.86 24.21 22.41 19.17
## 2016-02-02 51.1306 31.3903 15.00 24.45 22.15 19.03
## 2016-02-03 50.7860 31.3987 14.90 24.21 22.51 18.83
## 2016-02-15 50.8290 31.6829 15.05 24.22 22.10 18.50
## 2016-02-16 51.9059 31.9170 15.60 25.00 21.33 18.66
## 2016-02-17 51.6475 32.2263 15.51 25.00 21.43 18.65
## 2016-02-18 52.4659 32.6025 15.63 25.28 21.29 19.02
## 2016-02-19 52.4228 32.6025 15.54 25.13 21.37 18.94
## 2016-02-22 52.3797 32.8700 15.78 25.78 20.94 18.99
## 2016-02-23 52.4228 32.7279 15.55 25.29 21.20 19.06
## 2016-02-24 51.9490 32.7279 15.43 25.05 21.38 18.89
## 2016-02-25 52.6382 32.6861 15.26 24.69 21.69 19.05
## 2016-02-26 52.7674 32.8198 15.00 24.23 21.85 19.21
## 2016-03-01 53.2843 33.0539 14.94 24.12 21.90 18.99
## 2016-03-02 53.7151 33.5304 15.50 25.14 20.95 19.41
## 2016-03-03 54.2320 33.3548 15.71 25.26 20.72 19.47
## 2016-03-04 54.3612 33.3548 15.77 25.90 20.32 19.44
## 2016-03-07 54.3612 33.5220 15.76 25.80 20.26 19.37
## 2016-03-08 54.3181 33.0706 15.60 25.34 20.55 19.35
## 2016-03-09 54.3612 33.2462 15.50 25.45 20.58 19.34
## 2016-03-10 54.4904 33.2629 15.62 25.83 20.39 19.45
## 2016-03-11 54.7489 33.4886 15.52 25.55 20.53 19.49
## 2016-03-14 55.1366 34.4750 15.86 26.21 20.09 19.60
## 2016-03-15 54.3181 33.5220 15.65 25.67 20.55 19.57
## 2016-03-16 54.7920 33.9400 15.69 26.00 20.18 19.59
## 2016-03-17 55.3950 34.2410 15.98 26.19 19.82 19.64
## 2016-03-18 55.7396 34.4082 16.34 26.60 19.51 19.63
## 2016-03-21 55.6535 34.5586 16.80 27.01 18.95 19.61
## 2016-03-22 55.4812 34.5586 16.74 26.77 19.03 19.69
## 2016-03-23 55.4381 34.3747 16.75 26.57 19.13 19.66
## 2016-03-24 55.4381 34.1992 16.56 26.45 19.30 19.63
## 2016-03-25 55.1797 34.2326 16.54 26.34 19.37 19.70
## 2016-03-28 55.2227 33.8481 16.57 26.30 19.37 19.74
## 2016-03-29 54.8350 34.0738 16.32 25.88 19.61 19.68
## 2016-03-30 55.7396 34.1072 16.44 26.17 19.34 19.74
## 2016-03-31 55.6966 34.3914 16.65 26.40 18.98 19.71
## 2016-04-01 55.0504 34.1824 16.28 26.02 19.30 19.69
## 2016-04-06 53.7582 33.3130 16.58 26.36 19.14 19.74
## 2016-04-07 53.5428 33.1459 16.46 26.16 19.25 19.82
## 2016-04-08 54.0597 33.4552 16.35 26.04 19.38 19.71
## 2016-04-11 54.2751 33.7059 16.55 26.37 19.08 19.69
## 2016-04-12 54.2320 34.1239 16.43 26.07 19.27 19.60
## 2016-04-13 55.1797 34.2744 16.74 26.70 18.83 19.77
## 2016-04-14 55.3520 34.2744 16.70 26.46 18.98 19.94
## 2016-04-15 55.3520 34.1156 16.69 26.59 18.90 19.94
## 2016-04-18 55.0073 33.5638 16.45 26.32 19.12 19.84
## 2016-04-19 54.7920 33.5638 16.54 26.34 19.09 20.01
## 2016-04-20 53.9735 33.2712 16.05 25.55 19.56 19.99
## 2016-04-21 54.2320 33.2545 16.16 26.04 19.27 20.12
## 2016-04-22 54.4474 33.2545 16.16 26.16 19.22 20.03
## 2016-04-25 54.4904 33.3632 16.15 26.11 19.27 20.01
## 2016-04-26 54.7058 33.4886 16.06 26.06 19.34 19.99
## 2016-04-27 54.6197 33.5555 16.15 26.18 19.20 19.97
## 2016-04-28 53.7582 32.9201 16.03 25.98 19.38 19.96
## 2016-04-29 53.0690 32.3433 16.05 25.98 19.30 19.90
## 2016-05-03 52.3367 31.6077 16.26 26.26 19.08 19.84
## 2016-05-04 51.7767 31.2762 16.19 26.10 19.21 19.74
## 2016-05-05 51.8628 31.2940 16.11 26.10 19.29 19.72
## 2016-05-06 51.4321 31.0349 16.02 25.85 19.51 19.63
## 2016-05-09 51.4321 31.0081 15.59 25.32 19.96 19.74
## 2016-05-10 51.6905 31.0885 15.54 25.17 20.01 19.90
## 2016-05-11 51.5613 31.1421 15.60 25.35 19.94 20.00
## 2016-05-12 51.5182 31.1421 15.50 25.24 20.02 19.94
## 2016-05-13 50.9583 30.7489 15.55 25.26 20.02 19.87
## 2016-05-16 51.3459 30.7489 15.51 25.20 20.09 19.80
## 2016-05-17 51.7336 30.9187 15.56 25.17 20.08 19.96
## 2016-05-18 51.6475 30.8383 15.37 24.98 20.37 19.81
## 2016-05-19 51.3890 30.7847 15.46 25.25 20.11 19.85
## 2016-05-20 51.6905 31.1243 15.50 25.24 20.11 19.88
## 2016-05-23 53.4136 32.5183 15.66 25.35 19.94 19.86
## 2016-05-24 52.8536 32.1698 15.57 25.29 20.10 19.85
## 2016-05-25 53.4136 32.6523 15.61 25.25 19.95 20.11
## 2016-05-26 53.5428 32.4736 15.50 25.17 20.07 20.13
## 2016-05-27 53.9305 33.2242 15.52 25.11 19.98 20.15
## 2016-05-30 54.4043 33.7157 15.54 25.17 19.93 20.33
## 2016-05-31 54.4043 33.7157 16.09 25.99 19.27 20.34
## 2016-06-01 54.8781 33.8855 16.18 26.00 19.18 20.26
## 2016-06-02 54.8781 33.5995 16.07 25.92 19.28 20.23
## 2016-06-03 55.0073 33.5995 16.21 25.95 19.21 20.30
## 2016-06-04 55.0935 33.7515 16.23 25.96 19.16 20.14
## 2016-06-06 55.1797 34.3323 16.13 25.78 19.21 20.11
## 2016-06-07 55.9119 34.2251 16.14 25.76 19.19 20.20
## 2016-06-08 56.2135 34.8149 16.04 25.61 19.23 20.15
## 2016-06-13 54.9212 33.8944 15.78 25.32 19.54 20.05
## 2016-06-14 55.2658 34.1893 15.69 25.15 19.70 19.98
## 2016-06-15 55.3520 34.1893 15.72 25.14 19.66 19.96
## 2016-06-16 54.5766 34.3949 15.62 25.10 19.65 19.85
## 2016-06-17 55.1797 34.4842 15.75 25.26 19.52 19.98
## 2016-06-20 55.5673 34.4485 15.73 25.23 19.54 20.02
## 2016-06-21 55.7827 34.6093 15.80 25.30 19.41 20.00
## 2016-06-22 55.9550 34.4663 15.77 25.25 19.41 19.97
## 2016-06-23 55.8258 34.6719 15.79 25.24 19.40 19.99
## 2016-06-24 54.3612 34.6719 15.53 25.01 19.71 19.31
## 2016-06-27 54.9212 33.9570 15.71 25.23 19.60 19.59
## 2016-06-28 55.1366 34.2698 15.71 25.10 19.55 19.45
## 2016-06-29 55.7396 34.7970 15.88 25.27 19.41 19.61
## 2016-06-30 56.3858 35.4493 16.01 25.49 19.22 19.81
## 2016-07-01 57.0750 35.9140 16.05 25.45 19.10 19.96
## 2016-07-04 57.1180 36.0659 16.13 25.80 18.92 20.10
## 2016-07-05 56.9457 35.9587 16.09 25.85 18.90 20.04
## 2016-07-06 55.9119 35.3153 16.05 25.83 19.03 19.93
## 2016-07-07 56.6011 35.7442 16.03 25.83 18.99 20.11
## 2016-07-11 57.7211 36.7987 16.14 25.90 18.81 20.36
## 2016-07-12 58.2380 36.9059 16.06 25.85 18.89 20.36
## 2016-07-13 58.2811 36.9059 16.29 26.30 18.59 20.43
## 2016-07-14 58.3242 36.7629 16.20 26.23 18.62 20.42
## 2016-07-15 59.0134 36.7987 16.18 26.11 18.59 20.46
## 2016-07-18 59.5733 37.2276 16.13 26.13 18.54 20.48
## 2016-07-19 59.6595 37.3884 15.98 25.83 18.73 20.49
## 2016-07-20 59.6164 37.3884 15.95 25.79 18.74 20.47
## 2016-07-21 59.9180 37.5046 16.06 26.03 18.64 20.50
## 2016-07-22 59.7026 37.5046 15.96 25.77 18.80 20.42
## 2016-07-25 59.4441 37.7459 15.97 25.75 18.81 20.56
## 2016-07-26 59.7887 37.4063 16.07 25.92 18.75 20.59
## 2016-07-27 60.0472 38.2463 15.80 25.61 18.99 20.58
## 2016-07-28 60.2216 38.0318 15.80 25.72 18.90 20.52
## 2016-07-29 59.7855 37.9335 15.74 25.66 18.88 20.42
## 2016-08-01 60.4396 38.3893 15.57 25.47 18.97 20.35
## 2016-08-02 60.4396 38.3357 15.57 25.30 18.94 20.38
## 2016-08-03 59.9600 37.7637 15.61 25.42 18.93 20.20
## 2016-08-04 60.0908 37.7012 15.58 25.30 19.01 20.26
## 2016-08-05 60.7013 38.2999 15.59 25.34 18.92 20.25
## 2016-08-08 61.0938 38.4250 15.59 25.32 18.92 20.38
## 2016-08-09 61.3990 38.8361 15.71 25.40 18.73 20.36
## 2016-08-10 61.5734 38.7378 15.71 25.36 18.62 20.23
## 2016-08-11 61.0065 38.2999 15.73 25.53 18.53 20.23
## 2016-08-12 61.2246 38.3357 15.73 25.55 18.59 20.22
## 2016-08-15 61.3554 38.5144 16.44 26.91 17.80 20.34
## 2016-08-16 61.0065 38.4429 16.53 26.69 17.82 20.28
## 2016-08-17 61.0938 38.3982 16.55 26.70 17.82 20.27
## 2016-08-18 60.9629 38.0676 16.50 26.65 17.83 20.33
## 2016-08-19 60.3524 38.0676 16.55 26.59 17.98 20.43
## 2016-08-22 59.9164 37.4063 16.40 26.60 18.03 20.50
## 2016-08-23 60.5269 38.0408 16.47 26.69 17.96 20.55
## 2016-08-24 60.3524 38.0408 16.40 26.46 18.04 20.55
## 2016-08-25 61.0501 38.2284 16.28 26.28 18.16 20.48
## 2016-08-26 61.1374 38.4250 16.33 26.34 18.11 20.42
## 2016-08-29 61.0938 38.3982 16.28 26.27 18.17 20.42
## 2016-08-30 61.0501 38.1659 16.32 26.32 18.13 20.50
## 2016-08-31 60.5269 38.1927 16.38 26.40 18.09 20.50
## 2016-09-01 60.2216 38.0408 16.34 26.37 18.10 20.50
## 2016-09-02 60.3088 38.1837 16.25 26.26 18.12 20.40
## 2016-09-05 61.3118 38.3088 16.32 26.31 18.02 20.44
## 2016-09-06 61.7915 38.5144 16.28 26.18 18.07 20.37
## 2016-09-07 62.6636 39.3186 16.40 26.22 17.94 20.29
## 2016-09-08 62.4456 39.5778 16.30 26.22 18.01 20.28
## 2016-09-09 61.3990 39.5778 16.32 26.25 17.99 20.31
## 2016-09-10 60.5269 38.4697 16.01 25.93 18.30 20.05
## 2016-09-12 60.0472 38.2374 15.97 25.76 18.53 19.96
## 2016-09-13 60.0472 38.0586 15.95 25.82 18.47 20.24
## 2016-09-14 59.6983 37.6744 15.97 25.77 18.50 20.05
## 2016-09-19 61.9223 38.8718 16.00 25.74 18.44 20.16
## 2016-09-20 61.8351 39.2918 15.91 25.59 18.47 20.00
## 2016-09-21 62.1403 39.2918 15.90 25.59 18.48 20.00
## 2016-09-22 62.2712 39.3276 16.05 25.84 18.33 20.09
## 2016-09-23 62.7072 39.5063 16.00 25.77 18.40 20.20
## 2016-09-26 61.9223 39.5063 15.87 25.63 18.52 20.08
## 2016-09-29 62.7072 39.6582 15.87 25.58 18.50 20.21
## 2016-09-30 61.8787 39.6582 15.87 25.52 18.53 20.02
## 2016-10-03 62.3148 39.6939 15.89 25.55 18.53 20.05
## 2016-10-04 62.5764 39.7207 15.87 25.55 18.50 19.98
## 2016-10-05 62.3584 39.5510 15.90 25.59 18.52 19.95
## 2016-10-06 62.5328 39.5510 15.98 25.68 18.42 20.03
## 2016-10-07 62.4892 39.9084 16.04 25.73 18.40 20.10
## 2016-10-11 62.3148 40.0871 16.06 25.89 18.33 20.19
## 2016-10-12 63.0125 39.7833 16.02 25.82 18.38 20.12
## 2016-10-13 62.5328 39.8727 16.01 25.76 18.44 19.99
## 2016-10-14 62.3148 39.6671 15.94 25.80 18.49 20.05
## 2016-10-17 62.3148 39.5241 16.02 25.90 18.41 20.01
## 2016-10-18 62.7508 39.7565 15.98 25.90 18.45 20.02
## 2016-10-19 63.0997 40.0514 15.98 25.83 18.33 20.00
## 2016-10-20 63.3613 39.9441 16.00 25.91 18.32 20.05
## 2016-10-21 63.3177 40.0514 16.00 25.96 18.32 20.04
## 2016-10-24 63.4049 40.0514 16.26 26.37 17.98 20.10
## 2016-10-25 64.0154 40.4892 16.23 26.23 18.04 20.17
## 2016-10-26 63.6666 40.3731 16.16 26.26 18.07 20.04
## 2016-10-27 63.3177 40.3105 16.12 26.10 18.24 20.03
## 2016-10-28 63.3177 39.8548 16.12 26.20 18.16 20.03
## 2016-10-31 63.3177 40.2390 16.04 26.04 18.21 19.98
## 2016-11-01 63.3177 40.2390 16.11 26.16 18.15 19.97
## 2016-11-02 62.5764 39.8458 16.02 26.02 18.24 19.72
## 2016-11-03 62.0967 39.3365 16.12 26.27 18.08 19.62
## 2016-11-04 61.9223 39.0148 16.02 26.26 18.10 19.59
## 2016-11-07 62.7944 39.5241 16.03 26.24 18.08 19.80
## 2016-11-08 63.0997 39.9263 16.10 26.33 18.03 20.00
## 2016-11-09 61.0501 38.7378 15.92 26.25 18.30 19.18
## 2016-11-10 62.7944 39.1399 16.10 26.36 18.04 20.26
## 2016-11-11 61.0938 37.8799 16.18 26.54 17.98 20.32
## 2016-11-14 61.1374 37.9157 16.33 26.80 17.86 20.45
## 2016-11-15 60.9629 37.6923 16.23 26.59 18.01 20.49
## 2016-11-16 61.0501 37.6833 16.15 26.60 18.01 20.51
## 2016-11-17 61.2246 38.1212 16.14 26.57 18.04 20.60
## 2016-11-18 61.3990 37.8263 16.16 26.60 18.09 20.60
## 2016-11-21 61.4862 37.8263 16.21 26.71 17.90 20.70
## 2016-11-22 62.3148 38.6127 16.30 26.92 17.77 20.80
## 2016-11-23 62.6200 39.0327 16.43 27.10 17.70 20.81
## 2016-11-24 62.2712 39.0327 16.46 27.17 17.65 20.86
## 2016-11-25 62.2275 38.4697 16.43 27.12 17.66 20.85
## 2016-11-28 62.5764 38.4340 16.59 27.60 17.41 20.85
## 2016-11-29 62.4892 38.5859 16.86 27.80 17.23 20.72
## 2016-11-30 62.5328 38.5859 16.71 27.72 17.34 20.75
## 2016-12-01 62.7944 38.1927 16.70 27.79 17.32 20.85
## 2016-12-02 62.0967 37.8352 16.62 27.60 17.47 20.57
## 2016-12-05 62.0095 37.6655 16.29 27.26 17.77 20.68
## 2016-12-06 62.7944 38.3088 16.35 27.27 17.69 20.83
## 2016-12-07 62.7944 38.1927 16.36 27.15 17.68 20.93
## 2016-12-08 63.5794 38.7110 16.34 27.16 17.66 21.38
## 2016-12-09 63.7974 38.7110 16.54 27.62 17.43 21.22
## 2016-12-12 63.5358 39.0059 16.16 27.09 17.79 21.48
## 2016-12-13 63.6230 38.6484 16.06 26.90 17.85 21.40
## 2016-12-14 63.7538 39.1935 16.04 26.96 17.89 21.59
## 2016-12-15 63.6666 38.8718 15.86 26.48 18.14 21.50
## 2016-12-16 63.0561 38.9522 15.77 26.27 18.26 21.56
## 2016-12-19 62.6636 38.5233 15.85 26.20 18.29 21.58
## 2016-12-20 62.5764 38.1391 15.76 25.85 18.42 21.61
## 2016-12-21 62.5328 38.1123 15.95 26.12 18.19 21.73
## 2016-12-22 61.7479 37.7816 15.93 26.00 18.32 21.60
## 2016-12-23 61.5298 37.4599 15.92 25.87 18.39 21.63
## 2016-12-26 61.7479 37.4599 15.78 25.80 18.45 21.51
## 2016-12-27 61.7043 37.9067 15.86 26.08 18.34 21.60
## 2016-12-28 62.4456 37.9782 15.87 26.00 18.41 21.60
## 2016-12-29 62.1403 37.9782 15.84 25.86 18.44 21.52
## 2016-12-30 62.6200 38.0676 15.84 25.98 18.46 21.60
## 2017-01-03 62.7072 38.0676 15.96 26.34 18.22 21.56
## 2017-01-04 62.6636 38.3803 16.04 26.53 18.12 21.65
## 2017-01-05 63.2305 38.5501 16.04 26.58 17.99 21.63
## 2017-01-06 63.3613 38.5144 16.00 26.51 18.01 21.52
## 2017-01-09 63.1869 38.9612 16.00 26.52 18.03 21.70
## 2017-01-10 63.1433 39.0059 16.00 26.47 18.03 21.57
## 2017-01-11 63.1433 38.7825 15.91 26.24 18.12 21.53
## 2017-01-12 63.7974 39.3007 15.87 26.23 18.10 21.58
## 2017-01-13 63.3177 38.6305 15.84 26.20 18.06 21.49
## 2017-01-16 62.7944 38.6305 15.72 26.20 18.22 21.30
## 2017-01-17 63.0561 38.5948 15.74 26.40 18.09 21.34
## 2017-01-18 62.9253 38.0318 15.82 26.55 18.00 21.30
## 2017-01-19 62.7508 37.6476 15.81 26.55 17.96 21.37
## 2017-01-20 62.9253 37.5761 15.85 26.53 17.93 21.32
## 2017-01-23 63.4485 37.5940 15.86 26.62 17.87 21.27
## 2017-01-24 63.9282 38.1569 15.86 26.52 17.84 21.29
## 2017-02-02 63.5794 38.2016 15.87 26.59 17.76 21.25
## 2017-02-03 63.5358 38.0944 15.80 26.41 17.82 21.15
## 2017-02-06 63.8846 38.3178 15.83 26.26 17.78 21.25
## 2017-02-07 63.9282 38.1748 15.78 26.12 17.86 21.24
## 2017-02-08 64.0621 38.1212 15.78 26.16 17.90 21.18
## 2017-02-09 64.2853 38.1212 15.83 26.42 17.73 21.17
## 2017-02-10 64.9996 38.5680 15.94 26.59 17.65 21.33
## 2017-02-13 65.1336 39.1310 15.95 26.68 17.60 21.45
## 2017-02-14 65.3568 38.8986 15.88 26.58 17.63 21.25
## 2017-02-15 65.9818 38.9165 15.93 26.58 17.58 21.36
## 2017-02-16 65.5800 39.2918 15.91 26.50 17.57 21.39
## 2017-02-17 65.4907 39.3633 15.87 26.47 17.61 21.44
## 2017-02-18 65.6246 39.3812 15.85 26.47 17.71 21.40
## 2017-02-20 65.2675 39.3812 15.92 26.56 17.50 21.46
## 2017-02-21 65.4014 38.9522 16.00 26.67 17.41 21.51
## 2017-02-22 65.4461 39.3365 15.96 26.60 17.43 21.60
## 2017-02-23 65.2675 39.2739 15.92 26.60 17.48 21.55
## 2017-02-24 65.3121 39.1488 15.87 26.50 17.57 21.51
## 2017-03-01 64.5978 38.8718 15.84 26.46 17.57 21.57
## 2017-03-02 64.7764 38.7735 15.81 26.37 17.66 22.00
## 2017-03-03 64.3746 38.6663 15.76 26.12 17.80 22.05
## 2017-03-06 64.4193 38.4786 15.80 26.23 17.76 21.95
## 2017-03-07 64.6871 38.4518 15.80 26.18 17.73 21.91
## 2017-03-08 65.0443 38.6127 15.78 26.18 17.69 21.75
## 2017-03-09 64.3300 38.5591 15.68 26.04 17.90 21.83
## 2017-03-10 64.2853 38.1480 15.76 26.14 17.86 21.95
## 2017-03-13 64.7318 38.4161 15.77 26.16 17.79 21.93
## 2017-03-14 65.1782 38.9612 15.76 26.14 17.73 21.87
## 2017-03-15 65.0443 39.1131 15.74 26.16 17.75 21.80
## 2017-03-16 65.8925 39.5152 15.77 26.10 17.64 21.82
## 2017-03-17 66.0710 39.4884 15.75 26.01 17.64 21.75
## 2017-03-20 66.0264 39.5867 15.65 25.76 17.74 21.61
## 2017-03-21 66.8746 40.1050 15.66 25.80 17.75 21.60
## 2017-03-22 66.2496 40.3909 15.55 25.70 17.81 21.31
## 2017-03-23 66.3835 40.6769 15.56 25.77 17.79 21.40
## 2017-03-24 66.2943 40.6769 15.60 25.82 17.78 21.43
## 2017-03-27 66.2496 40.4982 15.66 25.94 17.58 21.04
## 2017-03-28 66.2943 40.8377 15.57 25.68 17.66 21.13
## 2017-03-29 66.0710 40.8020 15.50 25.66 17.67 21.36
## 2017-03-30 65.9818 40.7931 15.43 25.53 17.87 21.45
## 2017-03-31 65.8032 41.1058 15.44 25.73 17.82 21.59
## 2017-04-05 66.6514 41.1058 15.61 25.97 17.60 21.42
## 2017-04-06 66.4282 40.7216 15.64 26.08 17.60 21.25
## 2017-04-07 66.1603 39.9620 15.68 26.12 17.66 21.25
## 2017-04-10 66.2496 40.4803 15.61 26.07 17.63 21.39
## 2017-04-11 65.9818 40.3820 15.53 25.83 17.77 21.40
## 2017-04-12 66.1157 40.0335 15.55 26.05 17.68 21.38
## 2017-04-13 66.4282 40.5697 15.54 25.85 17.67 21.13
## 2017-04-14 65.6693 39.6671 15.41 25.65 17.76 21.13
## 2017-04-17 65.7139 39.8995 15.30 25.46 17.92 21.00
## 2017-04-18 65.7139 40.0961 15.36 25.60 17.87 21.18
## 2017-04-19 64.9996 39.7029 15.12 25.28 18.15 21.12
## 2017-04-20 64.9996 39.8190 15.12 25.40 18.09 21.25
## 2017-04-21 65.6246 40.1229 15.14 25.46 18.06 21.22
## 2017-04-24 65.7585 40.1229 15.06 25.27 18.11 21.35
## 2017-04-25 66.3835 40.4803 15.11 25.41 18.02 21.40
## 2017-04-26 66.5621 40.4982 15.12 25.36 17.94 21.36
## 2017-04-27 66.5175 40.4803 15.05 25.19 18.08 21.50
## 2017-04-28 66.5621 40.7841 15.00 25.26 18.16 21.52
## 2017-05-02 67.1425 41.3024 14.99 25.21 18.10 21.47
## 2017-05-03 67.4550 41.3208 14.99 25.15 18.04 21.45
## 2017-05-04 67.5443 41.5604 14.98 25.25 18.16 21.50
## 2017-05-05 67.0978 41.5051 14.79 24.93 18.37 21.45
## 2017-05-08 67.5889 41.6618 14.64 24.87 18.45 21.54
## 2017-05-09 67.8121 42.0950 14.64 25.00 18.44 21.53
## 2017-05-10 68.0800 42.3992 14.71 25.22 18.39 21.53
## 2017-05-11 68.3032 42.4914 14.59 25.09 18.41 21.54
## 2017-05-12 68.1246 42.4914 14.80 25.60 18.23 21.42
## 2017-05-15 68.3032 42.4361 14.97 25.75 18.06 21.44
## 2017-05-16 68.3032 42.3992 14.93 25.70 18.14 21.47
## 2017-05-17 68.1246 42.1688 15.06 25.54 18.00 21.42
## 2017-05-18 67.7675 42.0490 15.00 25.50 18.01 21.30
## 2017-05-19 67.7228 42.1503 15.00 25.50 18.01 21.28
## 2017-05-22 67.9014 42.1043 14.98 25.54 17.99 21.36
## 2017-05-23 68.1693 42.4729 15.00 25.71 17.95 21.40
## 2017-05-24 68.1246 42.4914 15.03 25.87 17.94 21.55
## 2017-05-25 68.7496 42.8601 15.13 26.49 17.64 21.60
## 2017-05-26 68.7050 42.8601 15.31 26.63 17.54 21.61
## 2017-05-31 68.3032 42.7034 15.47 26.80 17.45 21.60
## 2017-06-01 68.6603 42.7034 15.56 27.00 17.27 21.58
## 2017-06-02 68.9282 43.3670 15.50 26.98 17.30 21.69
## 2017-06-03 69.1067 43.3670 15.55 26.98 17.36 21.72
## 2017-06-05 69.6425 43.5790 15.51 26.65 17.39 21.65
## 2017-06-06 69.5978 43.8832 15.49 26.64 17.33 21.56
## 2017-06-07 69.5978 43.8924 15.75 27.04 17.14 21.60
## 2017-06-08 69.8657 43.9754 15.78 27.10 17.08 21.64
## 2017-06-09 69.6425 44.0122 15.88 27.53 16.93 21.70
## 2017-06-12 68.8835 43.2656 15.88 27.53 16.94 21.56
## 2017-06-13 68.9728 43.5053 15.92 27.51 16.93 21.80
## 2017-06-14 68.6157 42.7402 15.83 27.30 17.08 21.84
## 2017-06-15 68.6603 43.2564 15.80 27.12 17.18 21.87
## 2017-06-16 69.3746 44.0307 15.89 27.22 17.08 22.00
## 2017-06-19 70.1335 44.3809 15.96 27.32 16.94 22.00
## 2017-06-20 70.9371 44.9063 16.00 27.20 16.95 22.20
## 2017-06-21 71.0264 44.6298 15.94 27.24 17.00 22.16
## 2017-06-22 71.2049 45.1828 16.29 28.08 16.65 22.13
## 2017-06-23 71.1603 44.8418 16.11 27.77 16.82 22.23
## 2017-06-26 72.6782 44.9893 16.35 28.05 16.55 22.10
## 2017-06-27 72.5889 44.6943 16.40 28.01 16.50 22.10
## 2017-06-28 71.9192 44.9063 16.46 28.33 16.49 21.96
## 2017-06-29 72.0085 45.1091 16.50 28.30 16.42 22.06
## 2017-06-30 71.7853 44.8879 16.55 28.43 16.42 21.95
## 2017-07-03 71.8299 44.8879 16.53 28.35 16.42 21.98
## 2017-07-04 71.4282 44.6113 16.37 28.07 16.64 22.02
## 2017-07-05 72.0978 44.5745 16.38 28.21 16.55 22.05
## 2017-07-06 71.7853 44.9339 16.47 28.48 16.48 22.05
## 2017-07-07 71.3835 44.8510 16.52 28.57 16.45 21.94
## 2017-07-10 71.7407 44.4362 16.60 28.71 16.38 22.12
## 2017-07-11 72.8121 44.7127 16.72 29.00 16.23 22.07
## 2017-07-12 72.8121 45.6252 16.66 29.13 16.19 22.03
## 2017-07-13 73.3924 45.8465 16.75 29.19 16.13 22.11
## 2017-07-14 73.2585 45.6621 16.78 29.36 16.10 22.12
## 2017-07-17 73.3924 46.0861 16.73 29.86 16.06 22.20
## 2017-07-18 73.5710 45.6252 16.62 29.55 16.21 22.20
## 2017-07-19 73.8389 45.8833 16.75 29.70 16.07 22.25
## 2017-07-20 73.7942 45.8833 16.94 30.00 15.93 22.44
## 2017-07-21 73.3031 45.9294 16.96 30.04 15.95 22.47
## 2017-07-24 73.4817 45.7174 16.94 29.96 15.89 22.39
## 2017-07-25 73.6156 46.1322 16.90 30.04 15.90 22.31
## 2017-07-26 73.3478 45.7358 16.81 29.73 16.04 22.44
## 2017-07-27 74.1067 45.9478 16.79 29.68 16.05 22.36
## 2017-07-28 73.3031 45.8096 16.77 29.67 16.01 22.22
## 2017-07-31 73.2581 45.8096 16.77 29.90 16.00 22.28
## 2017-08-01 73.6634 45.8557 16.77 29.95 15.92 22.26
## 2017-08-02 74.2937 46.4548 16.86 30.30 15.87 22.35
## 2017-08-03 74.0236 46.0769 16.76 30.07 15.94 22.34
## 2017-08-04 74.1586 46.0769 16.75 29.95 16.00 22.26
## 2017-08-07 74.6990 46.5009 16.70 29.80 16.11 22.28
## 2017-08-08 74.6539 46.3626 16.66 29.83 16.09 22.28
## 2017-08-09 73.9785 45.9939 16.64 29.73 16.07 22.25
## 2017-08-10 73.4832 45.9386 16.43 29.50 16.32 22.26
## 2017-08-11 73.1681 45.5238 16.27 29.27 16.47 22.07
## 2017-08-14 72.7178 45.5238 16.30 29.32 16.42 22.19
## 2017-08-15 73.2131 45.2934 16.39 29.50 16.32 22.30
## 2017-08-16 72.9429 45.2012 16.23 29.35 16.40 22.32
## 2017-08-17 73.5283 45.6898 16.39 29.53 16.32 22.31
## 2017-08-18 73.0780 45.3211 16.38 29.66 16.35 21.96
## 2017-08-21 72.9880 45.0077 16.36 29.74 16.33 21.96
## 2017-08-22 73.7084 45.8372 16.38 29.90 16.24 22.00
## 2017-08-23 73.6183 45.6713 16.25 30.07 16.20 22.07
## 2017-08-24 74.3388 45.6713 16.32 30.05 16.20 22.06
## 2017-08-25 74.4738 46.3626 16.52 30.46 16.08 22.06
## 2017-08-28 74.3388 45.9663 16.65 31.29 15.85 21.95
## 2017-08-29 74.1136 46.0677 16.66 31.37 15.83 21.89
## 2017-08-30 74.4738 46.1322 16.65 31.51 15.84 22.02
## 2017-08-31 74.6990 46.3165 16.57 31.23 15.96 22.06
## 2017-09-01 74.7440 46.5470 16.71 31.26 15.86 22.17
## 2017-09-04 74.6089 46.9617 17.13 31.30 15.64 22.13
## 2017-09-05 74.6990 46.6852 17.31 31.67 15.47 22.07
## 2017-09-06 74.3838 46.8696 17.47 31.49 15.41 22.06
## 2017-09-07 74.0686 46.8235 17.42 31.30 15.45 22.08
## 2017-09-08 74.4738 46.9156 17.56 31.38 15.47 22.03
## 2017-09-11 74.3388 46.6391 17.70 31.15 15.54 22.13
## 2017-09-12 74.6089 47.2843 17.82 31.04 15.57 22.30
## 2017-09-13 74.1136 46.9617 17.90 31.11 15.49 22.31
## 2017-09-14 74.1586 46.9617 17.94 30.97 15.59 22.40
## 2017-09-15 74.1586 47.0078 18.05 30.90 15.58 22.39
## 2017-09-18 74.8791 47.6991 18.19 31.01 15.50 22.44
## 2017-09-19 74.5189 48.0678 17.98 30.74 15.60 22.45
## 2017-09-20 74.0236 47.2383 18.16 30.75 15.56 22.47
## 2017-09-21 74.4738 47.7452 18.33 30.95 15.47 22.55
## 2017-09-22 73.4832 47.4226 18.15 30.75 15.62 22.54
## 2017-09-25 72.8979 46.6391 18.11 30.62 15.59 22.50
## 2017-09-26 72.3126 46.4087 18.05 30.72 15.55 22.44
## 2017-09-27 72.6728 46.5009 18.05 30.64 15.59 22.48
## 2017-09-28 72.4026 46.5009 18.16 30.63 15.68 22.71
## 2017-09-29 72.6277 46.4548 18.14 30.72 15.58 22.73
## 2017-09-30 73.1230 46.5930 18.15 30.72 15.58 22.90
## 2017-10-02 73.3932 46.5930 18.20 30.79 15.58 22.90
## 2017-10-03 73.3932 47.5609 18.55 31.06 15.38 23.00
## 2017-10-05 73.7084 47.5609 18.61 31.29 15.17 23.02
## 2017-10-06 73.9335 47.9295 18.64 31.24 15.13 23.16
## 2017-10-11 75.1042 49.2200 18.74 31.07 15.25 23.00
## 2017-10-12 75.8246 50.1417 18.72 31.05 15.25 23.07
## 2017-10-13 75.6895 49.7730 18.75 31.05 15.17 23.03
## 2017-10-16 76.0948 50.6025 18.75 31.17 15.10 23.02
## 2017-10-17 75.9147 50.2338 18.63 31.09 15.12 23.06
## 2017-10-18 76.1848 50.4643 18.68 31.13 15.09 23.11
## 2017-10-19 76.4550 50.6947 18.66 31.20 15.05 23.16
## 2017-10-20 76.1398 50.5565 18.63 31.17 15.10 23.22
## 2017-10-23 76.0948 50.6025 18.68 31.12 15.10 23.35
## 2017-10-24 76.0047 50.8330 18.84 31.30 14.99 23.25
## 2017-10-25 75.9597 50.8330 18.90 31.31 14.93 23.18
## 2017-10-26 75.8697 51.0173 19.06 31.60 14.82 23.16
## 2017-10-27 75.9147 51.2477 19.10 31.71 14.71 23.16
## 2017-10-30 76.5000 51.2938 19.00 31.80 14.59 23.32
## 2017-10-31 76.7252 52.2156 18.93 31.67 14.65 23.21
## 2017-11-01 76.6351 52.2156 19.13 31.66 14.58 23.23
## 2017-11-02 76.3649 52.1234 19.04 31.70 14.68 23.21
## 2017-11-03 76.2749 52.3538 19.07 31.61 14.70 23.30
## 2017-11-06 76.4100 52.5382 19.06 31.65 14.68 23.32
## 2017-11-07 76.8152 52.5382 19.23 32.00 14.50 23.33
## 2017-11-08 76.5000 51.8929 19.28 32.20 14.32 23.32
## 2017-11-09 76.0047 51.8929 19.19 32.01 14.49 23.35
## 2017-11-10 76.1398 52.3538 19.37 32.42 14.33 23.27
## 2017-11-13 75.9147 52.3538 19.58 32.59 14.18 23.28
## 2017-11-14 75.7796 52.1695 19.57 32.59 14.22 23.22
## 2017-11-15 75.0141 51.3860 19.26 32.31 14.33 23.12
## 2017-11-16 75.2843 52.3538 19.36 32.36 14.29 23.07
## 2017-11-17 75.9597 52.5382 19.42 32.51 14.15 23.25
## 2017-11-20 75.6445 52.0312 19.27 32.70 14.14 23.15
## 2017-11-21 76.3199 51.7547 19.82 33.91 13.64 23.20
## 2017-11-22 76.6801 52.0312 19.98 34.05 13.50 23.24
## 2017-11-23 76.7252 53.0451 19.75 33.83 13.72 23.30
## 2017-11-24 76.6801 53.0451 19.36 33.14 13.97 23.26
## 2017-11-27 75.7796 53.3677 19.16 32.80 14.15 23.26
## 2017-11-28 75.2843 53.4599 19.07 32.60 14.18 23.36
## 2017-11-29 75.3744 53.1373 19.10 32.42 14.24 23.51
## 2017-11-30 74.0686 52.7225 19.10 32.50 14.25 23.52
## 2017-12-01 74.3838 52.5382 18.90 31.99 14.39 23.75
## 2017-12-04 74.6539 52.6303 19.15 32.26 14.25 23.90
## 2017-12-05 74.0686 51.8929 19.10 32.42 14.20 23.68
## 2017-12-06 72.8079 52.5842 18.90 32.35 14.26 23.58
## 2017-12-07 72.8529 52.8608 18.70 31.95 14.45 23.67
## 2017-12-08 72.8529 53.1373 18.88 32.20 14.37 23.72
## 2017-12-11 73.3932 53.9207 19.13 32.37 14.17 23.84
## 2017-12-12 72.8979 54.1512 19.12 32.34 14.17 23.95
## 2017-12-13 72.9429 54.0590 19.01 32.12 14.24 23.86
## 2017-12-14 73.6183 51.5703 19.05 32.12 14.25 23.90
## 2017-12-15 73.0330 51.6164 18.87 31.97 14.39 23.88
## 2017-12-18 73.1230 49.7730 18.86 31.88 14.40 24.11
## 2017-12-19 72.7628 47.9295 18.97 32.29 14.21 24.20
## 2017-12-20 72.9880 47.8374 19.03 32.44 14.17 24.06
## 2017-12-21 72.9429 48.5747 19.31 32.89 13.96 24.05
## 2017-12-22 73.2131 48.2061 19.30 32.72 13.97 24.10
## 2017-12-25 73.3482 48.4365 19.26 32.72 14.00 24.05
## 2017-12-26 72.6277 48.0678 19.27 32.72 14.02 23.97
## 2017-12-27 72.8529 47.9295 19.20 32.58 14.10 24.05
## 2017-12-28 73.5733 48.3443 19.14 32.38 14.09 23.98
## 2017-12-29 73.9785 48.7130 19.09 32.40 14.12 23.89
## 2018-01-02 74.3838 49.3121 19.36 32.88 13.90 23.69
## 2018-01-03 75.0592 50.1417 19.50 33.11 13.67 23.80
## 2018-01-04 75.1943 50.3721 19.52 33.05 13.68 24.01
## 2018-01-05 75.4194 50.5104 19.60 33.13 13.62 24.12
## 2018-01-08 75.7346 51.0173 19.62 33.25 13.61 24.21
## 2018-01-09 75.7796 50.7408 19.72 33.50 13.49 24.24
## 2018-01-10 75.4194 50.1417 19.58 33.58 13.39 24.32
## 2018-01-11 75.1042 49.6347 19.72 33.77 13.36 24.33
## 2018-01-12 75.7346 49.6347 19.95 34.10 13.26 24.49
## 2018-01-15 76.2299 50.6486 20.19 34.95 13.00 24.62
## 2018-01-16 76.5451 51.2938 20.25 34.94 12.98 24.64
## 2018-01-17 76.6801 51.4782 20.20 35.16 12.93 24.49
## 2018-01-18 77.7157 52.3538 20.35 35.50 12.89 24.78
## 2018-01-19 78.4812 53.2755 20.46 35.75 12.75 24.58
## 2018-01-22 79.2016 53.7825 20.40 35.43 12.74 24.55
## 2018-01-23 79.5168 54.7964 20.57 35.92 12.55 24.85
## 2018-01-24 78.5262 54.1051 20.80 36.32 12.45 24.80
## 2018-01-25 78.7513 53.8747 20.68 35.95 12.60 24.79
## 2018-01-26 78.7964 53.4599 20.83 36.13 12.53 24.77
## 2018-01-29 79.0274 53.6442 20.69 36.20 12.65 25.00
## 2018-01-30 78.1037 52.8608 20.29 35.58 12.93 24.80
## 2018-01-31 78.1960 52.9068 20.26 35.66 12.84 24.75
## 2018-02-01 78.7503 53.5981 20.29 35.80 12.83 24.82
## 2018-02-02 78.4270 53.2755 20.20 35.99 12.86 24.70
## 2018-02-05 77.2261 52.3077 20.10 36.27 12.87 24.20
## 2018-02-06 73.5772 51.8469 19.44 35.77 13.41 23.60
## 2018-02-07 74.5010 52.3999 19.51 35.53 13.18 23.42
## 2018-02-08 74.4548 51.8008 18.88 33.89 13.69 23.64
## 2018-02-09 73.0230 50.6947 17.81 31.95 14.37 22.85
## 2018-02-12 73.6234 51.6625 18.32 32.38 14.24 23.10
## 2018-02-21 75.2862 53.8747 19.17 33.72 13.52 23.69
## 2018-02-22 74.8243 54.2894 19.20 33.81 13.54 23.69
## 2018-02-23 75.7481 54.0129 19.26 33.96 13.50 23.78
## 2018-02-26 76.1176 52.3999 19.57 34.29 13.35 24.12
## 2018-02-27 76.0714 52.4460 19.50 34.03 13.48 24.30
## 2018-03-01 75.5171 51.7086 19.34 33.50 13.66 23.88
## 2018-03-02 74.9629 50.8791 19.15 33.05 13.78 23.55
## 2018-03-05 74.5934 51.0634 19.12 32.84 13.81 23.58
## 2018-03-06 75.8866 52.1695 19.28 33.02 13.71 23.80
## 2018-03-07 75.5633 51.8929 19.34 33.18 13.67 23.66
## 2018-03-08 76.4409 52.6303 19.30 33.30 13.60 23.92
## 2018-03-09 76.5333 52.6303 19.45 33.30 13.51 24.05
## 2018-03-12 77.7342 53.0912 19.58 33.50 13.47 24.57
## 2018-03-13 78.4732 53.8286 19.60 33.30 13.48 24.54
## 2018-03-14 77.8727 53.3677 19.38 32.99 13.65 24.34
## 2018-03-15 77.8265 53.1373 19.47 33.17 13.55 24.24
## 2018-03-16 77.5032 53.2755 19.47 33.15 13.58 24.21
## 2018-03-19 77.4570 53.2294 19.37 33.00 13.65 24.13
## 2018-03-20 77.4108 52.9529 19.27 33.17 13.64 23.92
## 2018-03-21 77.4570 53.1834 19.48 33.47 13.51 23.94
## 2018-03-22 77.1799 53.3216 19.13 32.90 13.77 23.87
## 2018-03-23 75.8404 51.7547 18.40 31.90 14.31 23.30
## 2018-03-26 75.9328 51.7086 18.32 31.54 14.43 23.30
## 2018-03-27 77.0413 52.7225 18.76 31.98 14.21 23.45
## 2018-03-28 75.9790 52.2616 18.45 31.34 14.57 22.96
## 2018-03-29 75.8404 51.9390 18.46 31.44 14.49 23.29
## 2018-03-30 76.5333 52.3077 18.78 31.80 14.21 23.26
## 2018-03-31 76.6256 52.4460 18.66 31.70 14.20 23.31
## 2018-04-02 75.9790 52.4921 18.75 31.65 14.32 23.23
## 2018-04-03 75.2862 51.9851 18.45 31.13 14.55 22.80
## 2018-04-09 75.9328 52.2156 18.52 31.37 14.50 23.09
## 2018-04-10 76.2100 52.5382 18.59 31.65 14.35 23.29
## 2018-04-11 76.5333 52.8608 18.94 32.30 14.03 23.25
## 2018-04-12 76.2100 52.2616 18.88 32.01 14.21 23.30
## 2018-04-13 76.2100 52.5842 18.75 31.83 14.33 23.50
## 2018-04-16 76.0252 52.2616 18.53 31.19 14.68 23.54
## 2018-04-17 75.1938 51.5243 18.49 31.01 14.77 23.68
## 2018-04-18 75.3786 51.2017 18.29 30.72 14.83 23.85
## 2018-04-19 76.3485 52.3999 18.54 31.38 14.56 23.95
## 2018-04-20 74.5934 50.5104 18.30 30.90 14.81 23.81
## 2018-04-23 73.8544 50.2338 18.23 31.01 14.77 23.76
## 2018-04-24 73.4849 50.2338 18.55 31.83 14.38 23.85
## 2018-04-25 73.2539 49.4043 18.57 31.76 14.45 23.50
## 2018-04-26 73.0230 49.4504 18.30 31.61 14.78 23.60
## 2018-04-27 73.1616 49.0356 18.19 30.84 14.98 23.79
## 2018-04-30 73.9006 49.4043 18.51 31.27 14.73 23.85
## 2018-05-02 73.3463 49.3121 18.40 30.88 14.92 23.74
## 2018-05-03 72.5611 50.3788 18.50 30.83 14.89 23.62
## 2018-05-04 72.9306 48.7122 18.43 30.92 14.86 23.50
## 2018-05-07 73.4387 48.5693 18.47 31.21 14.71 23.90
## 2018-05-08 73.9006 48.9027 18.78 31.77 14.39 23.91
## 2018-05-09 74.3163 49.2360 18.85 31.81 14.43 24.02
## 2018-05-10 74.5010 49.7598 18.88 31.83 14.43 24.34
## 2018-05-11 75.3786 50.4740 18.96 31.89 14.35 24.41
## 2018-05-14 76.2100 50.3312 19.09 32.16 14.22 24.51
## 2018-05-15 75.4248 49.8074 19.00 32.05 14.29 24.42
## 2018-05-16 75.5171 49.7121 19.09 32.06 14.29 24.39
## 2018-05-17 75.0091 49.5217 18.98 31.85 14.44 24.54
## 2018-05-18 74.7781 48.9979 18.87 31.85 14.46 24.50
## 2018-05-21 75.7943 49.7121 19.21 32.30 14.23 24.61
## 2018-05-22 75.5171 49.9978 19.13 31.96 14.39 24.66
## 2018-05-23 75.1476 49.8074 19.01 31.64 14.51 24.50
## 2018-05-24 75.3324 49.8074 18.88 31.40 14.61 24.59
## 2018-05-25 75.6095 49.8550 18.80 31.25 14.66 24.61
## 2018-05-28 75.9328 49.7598 18.77 31.30 14.62 24.60
## 2018-05-29 75.6095 49.6169 18.66 30.99 14.74 24.51
## 2018-05-30 74.2701 48.6646 18.39 30.55 14.93 24.36
## 2018-05-31 74.5934 48.7122 18.55 30.99 14.69 24.54
## 2018-06-01 75.1476 49.1407 18.50 30.79 14.76 24.40
## 2018-06-04 76.3023 49.7598 18.59 31.18 14.43 24.54
## 2018-06-05 76.2100 49.4741 18.84 31.35 14.37 24.60
## 2018-06-06 76.9490 49.8074 18.77 31.32 14.40 24.68
## 2018-06-07 77.0875 49.9978 18.78 31.33 14.36 24.87
## 2018-06-08 76.2561 49.3312 18.60 30.89 14.60 24.85
## 2018-06-11 76.3485 49.6169 18.51 30.90 14.56 24.90
## 2018-06-12 76.2100 49.3312 18.75 31.19 14.39 25.01
## 2018-06-13 76.6718 49.7121 18.72 31.12 14.45 25.05
## 2018-06-14 75.5171 49.0931 18.67 31.09 14.50 24.95
## 2018-06-15 75.7019 48.9503 18.58 31.07 14.45 25.10
## 2018-06-19 74.4548 48.9503 18.50 30.51 14.77 24.95
## 2018-06-20 75.2862 48.9027 18.27 30.23 14.78 25.17
## 2018-06-21 75.0553 48.8074 18.04 30.29 14.83 25.28
## 2018-06-22 74.9629 48.6646 17.93 30.05 15.03 25.12
## 2018-06-25 74.7319 47.5980 17.80 29.87 15.06 25.08
## 2018-06-26 74.5472 47.6646 17.38 29.04 15.43 24.91
## 2018-06-27 74.2701 47.4646 17.00 28.33 15.81 24.94
## 2018-06-28 73.9467 47.0265 16.85 28.29 15.87 24.94
## 2018-06-29 75.2400 47.5027 16.93 28.50 15.69 25.01
## 2018-07-02 74.8705 47.7599 16.66 27.85 16.05 24.85
## 2018-07-03 74.9629 47.4075 16.26 27.25 16.35 25.11
## 2018-07-04 75.1938 47.6170 16.36 27.40 16.35 24.92
## 2018-07-05 74.5934 47.1980 16.19 27.19 16.50 24.96
## 2018-07-06 74.7781 47.8075 16.41 27.68 16.14 25.19
## 2018-07-09 75.9790 48.4265 16.67 28.22 15.81 25.30
## 2018-07-10 76.1638 48.6646 16.76 28.30 15.76 25.47
## 2018-07-11 75.4709 48.1408 16.49 27.92 15.96 25.46
## 2018-07-12 76.3485 48.6646 16.88 28.56 15.59 25.52
## 2018-07-13 76.9951 48.9027 16.89 28.50 15.59 25.71
## 2018-07-16 76.6718 49.4264 16.79 28.18 15.80 25.70
## 2018-07-17 76.2561 48.9503 16.60 28.00 15.95 25.72
## 2018-07-18 76.7180 49.0455 16.81 28.22 15.83 25.88
## 2018-07-19 76.9490 49.5217 16.54 27.94 15.89 25.96
## 2018-07-20 78.1960 50.6169 16.50 28.14 15.82 25.83
## 2018-07-23 78.7549 51.3311 16.81 28.82 15.44 25.72
## 2018-07-24 78.8947 51.1407 17.14 29.23 15.19 25.93
## 2018-07-25 78.9412 51.1407 17.15 29.19 15.16 25.90
## 2018-07-26 79.1741 51.4264 17.08 28.93 15.25 26.08
## 2018-07-27 79.8261 51.9501 17.08 28.83 15.32 26.08
## 2018-07-30 79.6864 52.0930 16.93 28.80 15.34 25.85
## 2018-07-31 79.6864 51.8549 16.84 28.82 15.33 25.86
## 2018-08-01 80.2453 52.8549 16.81 28.81 15.36 25.95
## 2018-08-02 79.0344 51.9978 16.10 27.61 16.08 25.90
## 2018-08-03 79.6864 52.3787 16.07 27.60 16.05 26.10
## 2018-08-06 79.8261 52.5216 15.92 27.48 16.12 26.10
## 2018-08-07 79.6398 51.7597 15.94 27.69 15.99 26.22
## 2018-08-08 80.2453 52.3311 16.09 28.01 15.87 26.30
## 2018-08-09 80.2453 52.4739 16.34 28.34 15.64 26.32
## 2018-08-10 79.8261 51.9025 16.29 28.22 15.68 26.22
## 2018-08-13 78.1961 50.7121 16.06 27.85 15.90 26.13
## 2018-08-14 78.7549 51.3787 16.02 27.77 15.92 26.16
## 2018-08-15 78.0098 50.7121 15.70 27.29 16.20 26.30
## 2018-08-16 78.0563 50.4740 15.62 27.41 16.16 26.24
## 2018-08-17 77.9166 50.3788 15.56 27.11 16.33 26.33
## 2018-08-20 78.1961 50.4264 15.57 27.06 16.40 26.42
## 2018-08-21 78.7549 50.7597 15.92 27.86 15.87 26.44
## 2018-08-22 78.8481 50.9978 15.86 27.77 15.94 26.43
## 2018-08-23 79.2207 51.2359 15.82 27.76 16.04 26.45
## 2018-08-24 78.9878 51.3311 15.84 27.85 15.89 26.50
## 2018-08-27 79.6864 51.7597 16.24 28.53 15.56 26.73
## 2018-08-28 80.3384 52.3311 16.33 28.55 15.51 27.03
## 2018-08-29 81.2699 53.1882 16.32 28.52 15.57 26.89
## 2018-08-30 81.5493 53.8072 16.19 28.20 15.70 26.94
## 2018-08-31 80.9904 52.9025 16.09 28.19 15.74 26.91
## 2018-09-03 80.5247 52.8549 15.95 27.82 15.94 26.91
## 2018-09-04 81.0370 52.9501 16.09 28.19 15.75 26.96
## 2018-09-05 81.0370 53.6167 15.93 27.98 15.86 26.88
## 2018-09-06 80.5713 53.4739 15.77 27.64 16.10 26.80
## 2018-09-07 80.4781 53.3310 15.68 27.70 16.09 26.68
## 2018-09-10 80.1056 52.8549 15.50 27.51 16.18 26.65
## 2018-09-11 79.7795 52.7120 15.46 27.32 16.30 26.81
## 2018-09-12 79.6864 52.1406 15.34 27.01 16.47 26.85
## 2018-09-13 79.1275 51.9025 15.32 27.22 16.38 26.81
## 2018-09-14 80.5713 53.0930 15.53 27.52 16.16 26.98
## 2018-09-17 79.9658 52.7596 15.41 27.27 16.28 26.98
## 2018-09-18 79.5467 52.1406 15.36 27.39 16.22 26.78
## 2018-09-19 80.2453 52.5692 15.64 28.17 15.72 26.94
## 2018-09-20 80.0124 52.2835 15.74 28.18 15.78 27.00
## 2018-09-21 80.8973 52.6168 16.03 28.87 15.38 27.22
## 2018-09-25 81.1302 53.1406 16.00 28.73 15.40 27.06
## 2018-09-26 80.9439 53.2834 16.34 29.37 15.04 27.05
## 2018-09-27 81.3630 53.6167 16.20 29.00 15.23 26.86
## 2018-09-28 80.9439 53.0930 16.29 29.30 15.03 26.87
## 2018-10-01 81.3630 52.8549 16.25 29.20 15.04 27.01
## 2018-10-02 80.1521 52.5216 16.06 28.84 15.27 27.00
## 2018-10-03 80.0590 52.6168 16.04 28.70 15.36 26.99
## 2018-10-04 79.0810 51.8549 15.80 28.31 15.58 27.10
## 2018-10-05 77.7303 50.6169 15.67 28.14 15.68 27.00
## 2018-10-08 77.3112 49.7121 15.73 28.33 15.66 26.90
## 2018-10-09 77.5440 49.7121 15.70 28.11 15.74 26.95
## 2018-10-11 72.0950 46.6551 14.85 27.20 16.38 25.86
## 2018-10-12 74.5634 47.7122 14.87 27.61 16.02 25.80
## 2018-10-15 73.7716 47.2170 14.91 27.28 16.18 25.71
## 2018-10-16 73.8648 47.8075 14.95 27.50 16.05 25.71
## 2018-10-17 73.9579 48.5693 14.62 27.16 16.23 26.16
## 2018-10-18 73.7251 48.2360 14.76 26.81 16.40 26.16
## 2018-10-19 73.8648 47.8075 14.78 27.07 16.23 25.96
## 2018-10-22 73.7716 47.9979 15.53 28.76 15.27 25.90
## 2018-10-23 72.4210 46.9789 15.32 28.14 15.60 25.83
## 2018-10-24 72.0950 46.9789 15.42 28.21 15.61 25.58
## 2018-10-25 70.3252 45.4266 15.05 27.76 15.92 24.97
## 2018-10-26 70.2321 45.0647 15.17 27.83 15.84 24.97
## 2018-10-29 70.5581 45.2361 14.84 27.11 16.26 24.89
## 2018-10-30 70.7444 45.6457 15.08 27.52 16.00 24.97
## 2018-10-31 72.2347 45.5219 15.08 27.57 15.99 25.17
## 2018-11-01 73.0265 47.6646 15.30 28.02 15.67 25.42
## 2018-11-02 73.2593 47.7122 15.53 28.50 15.33 25.54
## 2018-11-05 72.8867 47.5027 15.36 28.28 15.50 25.20
## 2018-11-06 72.6539 46.1885 15.34 27.99 15.66 25.44
## 2018-11-07 73.0265 47.4646 15.44 28.16 15.50 25.73
## 2018-11-08 73.4456 47.8551 15.26 28.10 15.55 26.12
## 2018-11-09 72.4676 46.7028 15.03 27.47 15.90 26.05
## 2018-11-12 72.6539 47.3027 15.04 27.48 15.93 25.95
## 2018-11-13 71.8156 46.4742 15.17 27.73 15.80 25.50
## 2018-11-14 72.0484 46.6266 15.22 27.67 15.85 25.45
## 2018-11-15 72.2813 46.7885 15.32 27.72 15.81 25.20
## 2018-11-16 71.6758 46.1885 15.44 27.91 15.71 25.39
## 2018-11-19 71.4430 45.7980 15.58 28.02 15.60 25.48
## 2018-11-20 70.7910 45.2266 15.35 27.75 15.81 25.05
## 2018-11-21 70.7910 45.1504 15.27 27.69 15.84 24.77
## 2018-11-22 70.4184 45.4552 15.22 27.52 15.95 24.80
## 2018-11-23 70.1855 45.2647 15.07 27.32 16.05 24.68
## 2018-11-26 70.9307 46.0933 14.96 27.22 16.04 24.73
## 2018-11-27 70.8375 46.1409 15.00 27.22 16.05 24.93
## 2018-11-28 71.6293 50.7121 15.09 27.35 15.94 25.10
## 2018-11-29 71.7690 47.2932 15.02 27.30 15.99 25.43
## 2018-11-30 71.4896 47.3884 14.95 27.19 16.08 25.47
## 2018-12-03 73.3990 48.3313 15.50 28.21 15.50 26.05
## 2018-12-04 72.8867 48.2836 15.53 28.21 15.55 25.73
## 2018-12-05 71.3964 46.9789 15.50 28.14 15.61 25.24
## 2018-12-06 69.9526 45.6837 15.18 27.72 15.90 24.92
## 2018-12-07 70.2787 46.0647 15.22 27.65 15.91 25.19
## 2018-12-10 69.3472 45.2552 15.00 27.25 16.15 24.37
## 2018-12-11 69.9061 45.7218 15.00 27.24 16.12 24.59
## 2018-12-12 70.9773 46.3313 15.14 27.39 16.00 24.73
## 2018-12-13 71.0704 46.7028 15.37 27.96 15.73 24.85
## 2018-12-14 70.1855 45.7123 15.23 27.60 15.87 24.56
## 2018-12-17 70.7444 46.1980 15.14 27.46 15.95 24.36
## 2018-12-18 70.1389 45.5885 14.99 27.09 16.11 23.85
## 2018-12-19 70.6978 46.1504 14.93 27.00 16.15 23.89
## 2018-12-20 69.9061 45.5885 14.63 26.22 16.63 23.30
## 2018-12-21 70.0458 45.4552 14.45 25.95 16.85 23.06
## 2018-12-22 69.7198 45.4076 14.42 25.69 16.94 23.15
## 2018-12-24 69.5801 45.2457 14.42 25.97 16.83 22.74
## 2018-12-25 68.6952 44.3505 14.18 25.56 17.12 22.47
## 2018-12-26 68.5089 44.6933 14.26 25.67 17.06 22.19
## 2018-12-27 69.9061 45.7599 14.45 25.94 16.87 23.06
## 2018-12-28 70.3252 45.8171 14.35 25.98 16.79 23.23
## 2019-01-02 68.9746 45.3314 14.19 25.60 17.14 23.11
## 2019-01-03 68.3226 44.5695 14.22 25.62 17.02 23.03
## 2019-01-04 67.2514 43.3886 14.49 26.13 16.68 22.90
## 2019-01-07 68.8815 44.6647 14.64 26.24 16.59 23.57
## 2019-01-08 68.6020 44.1600 14.65 26.24 16.63 23.86
## 2019-01-09 69.8595 45.2076 15.05 26.74 16.24 24.03
## 2019-01-10 69.6732 45.2552 15.01 26.74 16.32 23.95
## 2019-01-11 70.3252 45.9028 15.05 26.99 16.24 23.99
## 2019-01-14 69.8595 45.9028 15.00 26.86 16.40 23.85
## 2019-01-15 70.4649 45.9980 15.15 27.20 16.13 24.06
## 2019-01-16 70.3718 45.9695 15.20 27.30 16.04 24.27
## 2019-01-17 70.3718 46.2361 15.24 27.48 15.96 24.29
## 2019-01-18 70.7444 46.3028 15.30 27.61 15.85 24.53
## 2019-01-21 71.2567 46.9027 15.40 27.84 15.71 24.72
## 2019-01-22 71.1126 46.6647 15.20 27.46 15.93 24.63
## 2019-01-23 70.7765 46.5694 15.10 27.48 15.92 24.51
## 2019-01-24 71.1126 45.0933 15.30 27.69 15.85 24.51
## 2019-01-25 72.0249 47.5694 15.48 28.11 15.56 24.61
## 2019-01-28 72.1689 47.9979 15.51 28.14 15.51 24.60
## 2019-01-29 71.5447 47.0742 15.44 28.13 15.51 24.46
## 2019-01-30 71.4007 46.9408 15.39 28.17 15.46 24.50
## 2019-02-11 72.1689 48.1408 15.63 28.71 15.10 25.07
## 2019-02-12 72.6491 48.1408 15.81 28.87 15.04 25.30
## 2019-02-13 72.5051 48.2836 15.98 29.13 14.91 25.53
## 2019-02-14 72.2650 47.9979 16.13 29.40 14.81 25.63
## 2019-02-15 72.0729 47.8551 15.99 28.83 14.99 25.44
## 2019-02-18 72.6491 48.1408 16.24 29.40 14.79 25.79
## 2019-02-19 72.5051 47.7122 16.25 29.36 14.79 25.83
## 2019-02-20 73.3213 48.3789 16.42 29.46 14.71 25.75
## 2019-02-21 74.0416 48.9027 16.72 30.05 14.55 25.93
## 2019-02-22 73.8975 48.9503 16.52 29.56 14.76 25.80
## 2019-02-25 74.4257 49.4741 17.35 31.39 14.35 25.96
## 2019-02-26 74.6178 49.8550 17.68 31.84 13.93 25.86
## 2019-02-27 74.5698 49.5217 17.73 32.09 13.62 25.88
## 2019-03-04 73.8975 49.4264 18.28 33.18 13.22 26.08
## 2019-03-05 73.7055 49.0455 18.04 32.49 13.33 25.94
## 2019-03-06 73.8975 49.2836 18.21 32.51 13.34 25.93
## 2019-03-07 73.6094 49.1407 17.88 31.99 13.61 25.83
## 2019-03-08 72.9852 48.6170 17.42 31.07 13.96 25.64
## 2019-03-11 73.1293 48.5693 17.58 31.08 13.95 25.61
## 2019-03-12 74.1856 49.5693 17.95 31.70 13.70 26.06
## 2019-03-13 74.0416 49.5217 17.83 31.52 13.79 26.07
## 2019-03-14 73.9936 49.3312 17.70 31.52 13.77 26.22
## 2019-03-15 74.5218 49.8550 17.83 31.76 13.62 26.29
## 2019-03-18 75.0019 50.3788 18.12 32.20 13.41 26.29
## 2019-03-19 75.2900 50.1883 18.20 32.29 13.32 26.34
## 2019-03-20 75.3861 50.2359 18.06 32.08 13.48 26.32
## 2019-03-21 76.0103 50.9026 18.26 32.46 13.39 26.31
## 2019-03-22 76.2023 51.0930 18.12 32.06 13.49 26.59
## 2019-03-25 75.0499 50.4264 17.76 31.59 13.73 26.04
## 2019-03-26 75.5301 50.8073 17.64 31.25 13.77 26.18
## 2019-03-27 75.3861 50.4264 17.75 31.55 13.70 26.33
## 2019-03-28 75.3861 50.4740 17.66 31.38 13.70 26.16
## 2019-03-29 76.0103 50.6645 18.14 32.42 13.26 26.32
## 2019-04-01 76.6825 51.6168 18.76 33.25 12.93 26.56
## 2019-04-02 76.9706 51.3787 18.79 33.23 12.90 26.72
## 2019-04-03 76.9706 51.7597 18.83 33.25 12.91 26.78
## 2019-04-08 77.6909 52.6644 18.91 33.90 12.69 26.93
## 2019-04-09 78.1710 52.8549 19.18 34.19 12.54 26.92
## 2019-04-10 78.2671 52.8073 19.23 34.10 12.51 26.90
## 2019-04-11 77.9309 52.4739 18.98 33.76 12.64 26.89
## 2019-04-12 77.8829 52.3787 19.02 33.48 12.72 26.93
## 2019-04-15 78.6032 53.0453 19.21 34.24 12.46 27.13
## 2019-04-16 78.8433 53.3310 19.30 34.53 12.37 27.13
## 2019-04-17 79.4675 54.1881 19.51 34.81 12.27 27.12
## 2019-04-18 79.4195 54.4738 19.46 34.65 12.40 27.00
## 2019-04-19 79.5155 54.5215 19.40 34.77 12.31 27.12
## 2019-04-22 79.4195 54.6643 19.22 34.29 12.44 27.08
## 2019-04-23 79.7556 54.8072 19.18 34.36 12.39 27.15
## 2019-04-24 79.8996 54.9500 19.17 34.20 12.48 27.41
## 2019-04-25 80.0917 54.9024 19.16 34.02 12.46 27.39
## 2019-04-26 79.1794 53.7120 18.86 33.67 12.66 27.36
## 2019-04-29 79.5155 53.4263 18.91 34.01 12.52 27.49
## 2019-04-30 79.5155 53.7120 18.77 33.84 12.55 27.47
## 2019-05-02 79.7076 53.6606 18.74 33.85 12.57 27.34
## 2019-05-03 80.4278 54.4854 18.71 33.80 12.59 27.29
## 2019-05-06 79.0353 53.6121 17.54 31.82 13.27 27.04
## 2019-05-07 79.8516 54.3398 17.58 31.99 13.19 27.21
## 2019-05-08 79.2754 53.7576 17.55 31.80 13.24 27.02
## 2019-05-09 78.3151 52.8843 17.19 30.95 13.54 26.89
## 2019-05-10 78.2671 52.5932 17.32 31.31 13.37 26.82
## 2019-05-13 76.9706 51.4773 17.18 31.00 13.49 26.81
## 2019-05-14 76.4904 51.2347 17.28 31.11 13.43 26.61
## 2019-05-15 76.5865 51.4773 17.37 31.39 13.25 26.72
## 2019-05-16 75.9142 50.8951 17.49 31.52 13.23 26.77
## 2019-05-17 75.1460 50.4099 17.26 31.19 13.41 27.16
## 2019-05-20 75.0980 49.4881 17.00 30.58 13.59 27.23
## 2019-05-21 75.2900 49.0514 17.35 31.28 13.42 27.11
## 2019-05-22 75.2900 49.7306 17.32 31.19 13.48 27.31
## 2019-05-23 73.8975 48.3139 17.10 30.81 13.66 27.13
## 2019-05-24 74.2817 48.5177 17.05 30.83 13.63 26.99
## 2019-05-27 74.0896 48.3527 17.18 31.11 13.58 26.87
## 2019-05-28 74.0416 48.2169 17.42 31.48 13.33 26.99
## 2019-05-29 73.7055 47.8287 17.41 31.50 13.40 26.68
## 2019-05-30 74.3297 48.2654 17.22 31.36 13.50 26.64
## 2019-05-31 75.3380 49.3425 17.32 31.44 13.44 26.51
## 2019-06-03 75.4341 49.4395 17.26 31.39 13.45 26.12
## 2019-06-04 74.9539 49.0999 17.13 31.12 13.53 26.20
## 2019-06-05 75.1940 49.3910 17.13 31.28 13.41 26.69
## 2019-06-06 74.6178 48.7118 16.99 31.04 13.53 26.85
## 2019-06-10 75.9142 49.6821 17.06 31.33 13.34 27.42
## 2019-06-11 76.2504 50.6525 17.50 31.88 13.06 27.55
## 2019-06-12 76.5385 50.9921 17.53 31.92 13.06 27.49
## 2019-06-13 75.9142 50.2643 17.50 31.95 13.12 27.41
## 2019-06-14 75.7702 49.6336 17.48 32.05 13.05 27.58
## 2019-06-17 75.5781 49.0999 17.45 32.10 13.12 27.72
## 2019-06-18 75.7702 49.1969 17.38 32.09 13.09 27.60
## 2019-06-19 77.5468 50.7495 17.75 32.80 12.69 27.88
## 2019-06-20 77.6428 51.0406 18.16 33.51 12.46 27.79
## 2019-06-21 77.6428 51.4288 18.19 33.43 12.42 27.70
## 2019-06-24 77.9790 51.9139 18.19 33.50 12.40 27.84
## 2019-06-25 77.5468 51.1377 17.94 32.95 12.62 27.71
## 2019-06-26 77.1627 50.8465 18.05 33.16 12.56 27.55
## 2019-06-27 78.2671 51.8654 18.25 33.51 12.40 27.63
## 2019-06-28 77.6909 51.5258 18.02 33.33 12.45 27.69
## 2019-07-01 79.3714 53.3210 18.59 34.33 12.07 27.94
## 2019-07-02 79.1794 53.3210 18.59 34.18 12.10 27.90
## 2019-07-03 78.2671 52.3021 18.54 34.00 12.15 28.03
## 2019-07-04 78.7472 52.6417 18.51 33.88 12.22 28.36
## 2019-07-05 78.6512 52.3991 18.52 33.95 12.16 28.40
## 2019-07-08 78.3631 52.3506 18.12 33.30 12.38 28.19
## 2019-07-09 78.2671 52.1080 18.06 33.12 12.47 28.09
## 2019-07-10 78.9393 53.0298 18.16 33.20 12.42 28.16
## 2019-07-11 79.5635 53.8546 18.12 33.33 12.37 28.33
## 2019-07-12 79.4675 54.0487 18.16 33.41 12.29 28.30
## 2019-07-15 79.8996 54.4854 18.22 33.38 12.31 28.40
## 2019-07-16 80.0437 54.6794 18.20 33.25 12.38 28.36
## 2019-07-17 79.5155 54.3398 18.23 33.20 12.39 28.32
## 2019-07-18 79.4195 54.2428 18.08 33.00 12.47 28.09
## 2019-07-19 80.3880 55.1646 18.23 33.27 12.35 28.25
## 2019-07-22 80.7754 55.8924 18.17 33.34 12.33 28.03
## 2019-07-23 80.9691 55.8924 18.15 33.15 12.38 28.12
## 2019-07-24 80.9207 55.9894 18.27 33.42 12.27 28.26
## 2019-07-25 81.1628 56.0865 18.35 33.58 12.20 28.45
## 2019-07-26 80.6301 55.8439 18.40 33.75 12.17 28.38
## 2019-07-29 80.8238 55.6013 18.37 33.66 12.18 28.49
## 2019-07-30 80.5817 55.6013 18.53 33.90 12.07 28.53
## 2019-07-31 80.1943 55.1646 18.38 33.55 12.22 28.46
## 2019-08-01 79.7100 54.7280 18.14 33.13 12.39 28.15
## 2019-08-02 78.4025 53.8546 17.83 32.54 12.67 27.95
## 2019-08-05 77.6277 52.7387 17.50 32.09 12.79 27.81
## 2019-08-06 77.5793 53.1754 17.26 31.52 12.96 27.25
## 2019-08-07 77.1918 53.0784 17.17 31.36 13.00 27.34
## 2019-08-08 78.1119 53.9517 17.24 31.55 12.83 27.58
## 2019-08-12 78.0635 53.8061 17.21 31.60 12.76 27.77
## 2019-08-13 77.1918 53.1754 17.12 31.63 12.83 27.58
## 2019-08-14 77.7730 53.5150 17.30 31.91 12.70 27.78
## 2019-08-15 76.9013 52.8843 17.25 31.65 12.80 27.27
## 2019-08-16 77.8214 53.7576 17.51 32.14 12.60 27.32
## 2019-08-19 78.2572 54.1458 17.72 32.48 12.43 27.63
## 2019-08-20 78.4509 54.5824 17.81 32.52 12.40 27.90
## 2019-08-21 78.5478 54.8250 17.88 32.55 12.41 27.72
## 2019-08-22 78.3541 54.7280 17.82 32.35 12.46 27.84
## 2019-08-23 78.4509 54.5824 17.94 32.79 12.31 27.94
## 2019-08-26 77.1434 53.6606 17.53 32.08 12.53 27.07
## 2019-08-27 77.3371 53.7576 17.77 32.30 12.32 27.48
## 2019-08-28 77.8698 54.3883 18.00 32.06 12.41 27.47
## 2019-08-29 78.0151 54.6309 17.97 31.93 12.46 27.55
## 2019-08-30 79.2742 55.5042 17.85 32.13 12.33 27.80
## 2019-09-02 79.3226 55.5042 17.93 32.35 12.26 27.79
## 2019-09-03 78.6446 55.0191 17.93 32.20 12.27 27.71
## 2019-09-04 79.5647 55.4072 17.93 32.43 12.23 27.83
## 2019-09-05 80.3880 56.4746 18.43 33.22 12.00 28.11
## 2019-09-06 80.8723 56.8142 18.35 33.21 11.94 28.27
## 2019-09-09 81.1628 56.9598 18.51 33.40 11.88 28.30
## 2019-09-10 80.7754 56.2805 18.46 33.20 11.96 28.21
## 2019-09-11 80.8238 56.3290 18.39 33.22 12.00 28.28
## 2019-09-12 81.2597 56.7172 18.41 33.25 11.92 28.35
## 2019-09-16 81.7439 57.1053 18.41 33.32 11.93 28.08
## 2019-09-17 81.5987 56.9598 18.17 33.00 12.01 28.14
## 2019-09-18 82.2766 57.6390 18.20 33.10 11.98 28.20
## 2019-09-19 81.7924 57.2509 18.15 32.87 12.02 28.22
## 2019-09-20 82.0345 57.4450 18.20 33.00 11.93 28.27
## 2019-09-23 81.8408 57.2509 17.94 32.48 12.12 28.24
## 2019-09-24 81.9861 57.5420 18.06 32.73 12.04 28.24
## 2019-09-25 81.4534 57.1539 18.02 32.62 12.06 27.99
## 2019-09-26 81.6471 57.7361 17.87 32.70 12.05 28.01
## 2019-09-27 81.9376 58.1242 17.88 32.60 12.10 28.05
## 2019-10-01 83.2452 59.0460 17.80 32.50 12.16 28.13
## 2019-10-02 82.9546 59.4342 17.68 32.35 12.20 27.83
## 2019-10-03 82.1313 58.9975 17.55 31.99 12.31 27.37
## 2019-10-04 82.4703 58.9975 17.55 32.05 12.24 27.48
## 2019-10-07 82.7609 59.3857 17.55 32.10 12.27 27.60
## 2019-10-08 83.7778 60.4045 17.72 32.50 12.04 27.65
## 2019-10-09 83.0999 59.9679 17.59 32.17 12.06 27.25
## 2019-10-14 84.7948 60.9867 18.06 33.35 11.71 27.72
## 2019-10-15 84.9401 61.3749 18.04 33.20 11.71 27.66
## 2019-10-16 85.3275 61.5690 18.10 33.20 11.73 27.80
## 2019-10-17 85.3759 61.6660 18.03 33.04 11.72 27.76
## 2019-10-18 85.1822 61.5690 17.93 32.89 11.79 27.82
## 2019-10-21 85.0854 61.4719 17.85 32.71 11.82 27.80
## 2019-10-22 85.9086 61.7145 17.78 32.60 11.83 27.97
## 2019-10-23 85.6665 61.7630 17.78 32.69 11.83 27.82
## 2019-10-24 86.0055 62.1027 17.72 32.60 11.87 27.90
## 2019-10-25 86.0055 62.1512 17.76 32.53 11.90 27.97
## 2019-10-28 86.3929 62.6849 17.89 32.94 11.80 28.11
## 2019-10-29 86.6350 62.8304 17.98 32.86 11.79 28.20
## 2019-10-30 87.0224 62.8304 17.80 32.57 11.84 28.12
## 2019-10-31 87.2646 63.5097 17.76 32.60 11.82 28.12
## 2019-11-01 87.2646 63.2186 17.98 33.00 11.65 28.14
## 2019-11-04 89.2985 64.9167 18.21 33.30 11.57 28.33
## 2019-11-05 89.9764 65.4989 18.45 33.71 11.43 28.44
## 2019-11-06 90.4123 65.8385 18.35 33.61 11.50 28.27
## 2019-11-07 89.9280 65.1108 18.28 33.34 11.54 28.33
## 2019-11-08 89.6375 64.9167 18.35 33.57 11.51 28.34
## 2019-11-11 88.2815 64.0434 18.05 32.94 11.68 28.39
## 2019-11-12 89.1048 64.5285 17.97 32.77 11.75 28.43
## 2019-11-13 88.5721 64.5285 17.98 32.73 11.78 28.50
## 2019-11-14 88.5236 64.1404 17.92 32.88 11.80 28.63
## 2019-11-15 89.3953 65.1108 17.94 32.88 11.80 28.79
## 2019-11-18 89.9764 65.6930 18.01 32.91 11.76 28.90
## 2019-11-19 90.6544 66.2752 18.08 33.08 11.68 29.02
## 2019-11-20 90.3154 66.3237 18.10 32.94 11.74 28.94
## 2019-11-21 89.5890 65.4989 17.89 32.55 11.86 28.90
## 2019-11-22 89.6375 65.4019 17.75 32.38 11.93 28.90
## 2019-11-25 89.6859 65.5959 17.75 32.43 11.90 29.01
## 2019-11-26 89.9280 65.4019 17.86 32.71 11.85 29.15
## 2019-11-27 90.2670 65.6930 17.87 32.63 11.86 29.23
## 2019-11-28 90.0249 65.6930 17.81 32.42 11.93 29.23
## 2019-11-29 88.6205 64.7226 17.56 31.89 12.14 29.26
## 2019-12-02 89.1532 65.0622 17.63 32.01 12.07 29.28
## 2019-12-03 89.1532 64.5771 17.59 32.03 12.05 28.97
## 2019-12-04 88.8142 64.4800 17.54 31.89 12.04 28.73
## 2019-12-05 89.9764 65.5959 17.62 32.05 12.01 28.85
## 2019-12-06 90.1217 65.9356 17.75 32.31 11.92 28.95
## 2019-12-09 90.7028 66.7118 17.81 32.35 11.90 29.14
## 2019-12-10 90.0733 66.2752 17.82 32.31 11.89 29.13
## 2019-12-11 90.7997 67.0029 17.86 32.45 11.88 29.11
## 2019-12-12 92.8336 69.6229 17.85 32.35 11.87 29.08
## 2019-12-13 93.8506 70.8358 18.01 32.92 11.71 29.29
## 2019-12-16 93.8021 70.4962 18.13 32.83 11.67 29.24
## 2019-12-17 95.0612 71.6606 18.46 33.30 11.46 29.36
## 2019-12-18 95.1096 71.9517 18.55 33.19 11.48 29.33
## 2019-12-19 94.5770 70.7388 18.34 32.97 11.54 29.30
## 2019-12-20 93.8990 70.0596 18.36 33.12 11.49 29.45
## 2019-12-23 94.0927 70.4477 18.17 32.88 11.60 29.64
## 2019-12-24 94.1411 70.2536 18.07 32.78 11.63 29.60
## 2019-12-25 94.2864 70.3507 18.10 32.75 11.63 29.52
## 2019-12-26 94.2864 70.3992 18.20 32.99 11.58 29.60
## 2019-12-27 94.9159 71.2240 18.36 33.22 11.50 29.76
## 2019-12-30 94.7222 70.6903 18.38 33.47 11.43 29.66
## 2019-12-31 93.8990 70.0596 18.33 33.30 11.45 29.46
## 2020-01-02 94.5770 71.1269 18.77 33.81 11.29 29.64
## 2020-01-03 94.5770 70.6903 18.85 33.72 11.31 29.62
## 2020-01-06 93.3663 69.9140 18.91 33.73 11.31 29.50
## 2020-01-07 93.0757 69.6714 18.90 33.66 11.32 29.73
## 2020-01-08 92.6399 69.1377 18.76 33.44 11.38 29.44
## 2020-01-09 93.8990 70.3021 18.89 33.58 11.28 29.71
## 2020-01-10 94.2380 70.3507 18.91 33.55 11.29 29.85
## 2020-01-13 94.9159 71.1269 19.05 33.80 11.21 29.79
## 2020-01-14 95.4971 71.7577 19.23 34.06 11.17 29.87
## 2020-01-15 94.5285 70.8358 19.15 33.55 11.32 29.82
## 2020-01-16 94.2380 70.4477 19.11 33.60 11.34 29.98
## 2020-01-17 94.2380 70.1566 18.99 33.61 11.34 30.25
## 2020-01-20 94.6254 70.3507 19.18 33.84 11.29 30.34
## 2020-01-30 89.2500 66.9059 16.83 29.88 13.25 29.87
## 2020-01-31 89.9500 67.6337 16.91 29.94 13.20 30.24
## 2020-02-03 89.0500 66.3722 16.70 29.79 13.52 30.04
## 2020-02-04 90.6000 68.1674 16.91 30.21 12.45 30.06
## 2020-02-05 90.8500 68.5070 17.16 30.65 12.25 30.12
## 2020-02-06 92.3000 69.5259 17.46 30.97 12.10 30.62
## 2020-02-07 91.2000 68.7981 17.45 30.88 12.18 30.64
## 2020-02-10 91.0000 69.4288 17.62 30.91 12.11 30.51
## 2020-02-11 91.7500 70.4477 17.85 31.34 11.88 30.79
## 2020-02-12 92.6500 70.6418 18.00 31.44 11.86 30.78
## 2020-02-13 92.8000 70.3507 17.92 31.30 11.93 30.77
## 2020-02-14 92.9500 70.1566 18.04 31.44 11.85 31.02
## 2020-02-17 92.3000 69.9625 18.36 31.89 11.76 31.03
## 2020-02-18 91.0500 68.5070 18.35 31.73 11.83 30.92
## 2020-02-19 92.1000 68.6040 18.55 31.98 11.76 31.10
## 2020-02-20 91.7000 68.7496 18.56 32.09 11.71 31.18
## 2020-02-21 91.2500 68.6525 18.87 32.48 11.59 31.13
## 2020-02-24 90.1000 67.6822 18.77 32.12 11.76 30.57
## 2020-02-25 90.3500 67.2940 18.61 31.70 11.89 30.27
## 2020-02-26 89.4500 66.5663 18.61 31.93 11.79 29.90
## 2020-02-27 88.6500 65.8870 18.56 31.76 11.88 28.70
## 2020-03-02 87.3500 64.8682 18.43 31.66 11.84 27.62
## 2020-03-03 88.6000 66.4207 18.53 31.79 11.77 28.30
## 2020-03-04 89.2000 66.6633 18.44 31.98 11.73 27.92
## 2020-03-05 90.2000 67.7307 18.91 32.82 11.45 28.45
## 2020-03-06 88.3500 66.0811 18.77 32.45 11.51 27.38
## 2020-03-09 85.8500 64.0434 18.01 31.30 11.97 25.98
## 2020-03-10 86.3000 64.5285 18.32 31.95 11.59 26.11
## 2020-03-11 85.3000 62.7819 18.25 31.60 11.73 25.69
## 2020-03-12 82.1500 61.2293 17.92 30.81 11.98 24.28
## 2020-03-13 81.0000 60.6471 17.68 30.50 12.10 23.45
## 2020-03-16 77.3000 57.0568 17.25 29.82 12.47 22.88
## 2020-03-17 74.8500 55.9894 16.93 29.15 12.79 22.94
## 2020-03-18 72.8000 53.7091 17.93 29.24 12.85 22.38
## 2020-03-19 68.5500 50.7010 16.03 27.50 13.61 21.49
## 2020-03-20 74.0000 54.7280 16.30 28.07 13.16 22.40
## 2020-03-23 70.8000 52.6902 16.10 27.55 13.40 20.48
## 2020-03-24 74.2500 55.6983 16.27 28.30 13.09 21.49
## 2020-03-25 76.8500 57.7361 16.68 29.14 12.58 22.45
## 2020-03-26 77.2000 58.2212 16.74 29.22 12.52 22.71
## 2020-03-27 76.6000 57.8331 16.76 29.25 12.46 23.57
## 2020-03-30 75.8500 56.5231 16.56 29.00 12.52 23.58
## 2020-03-31 76.1500 56.6687 16.53 29.12 12.51 24.09
## 2020-04-01 75.9000 57.0083 16.79 29.20 12.47 23.38
## 2020-04-06 77.0500 58.2212 16.84 29.65 12.28 23.90
## 2020-04-07 78.5000 60.1619 17.05 29.75 12.20 24.38
## 2020-04-08 79.6000 60.2590 17.13 29.67 12.22 24.59
## 2020-04-09 79.2500 59.9679 17.06 29.69 12.26 25.16
## 2020-04-10 79.3000 59.3857 17.06 29.69 12.22 25.57
## 2020-04-13 78.8000 59.4827 16.98 29.50 12.30 25.28
## 2020-04-14 80.9500 60.5501 17.19 29.75 12.13 25.73
## 2020-04-15 81.2000 61.0838 17.11 29.88 12.12 25.92
## 2020-04-16 80.8000 61.4234 17.09 29.76 12.18 25.61
## 2020-04-17 83.2500 63.8493 17.21 30.15 11.93 26.53
## 2020-04-20 83.0000 63.9463 17.11 30.16 11.97 26.36
## 2020-04-21 80.6000 63.0730 16.88 29.68 12.17 25.77
## 2020-04-22 80.6000 62.4000 16.95 29.85 12.08 25.23
## 2020-04-23 80.9000 62.6500 17.05 30.01 11.98 25.75
## 2020-04-24 80.9000 62.5500 16.99 29.74 12.07 25.50
## 2020-04-27 82.5500 63.7500 17.19 30.17 11.88 26.29
## 2020-04-28 82.5500 63.1000 17.15 30.23 11.73 26.30
## 2020-04-29 83.7000 63.8000 17.29 30.31 11.66 26.48
## 2020-04-30 85.5000 64.7500 17.30 30.50 11.55 26.93#Q3
etf6.ret <- Return.calculate(etf6.xts, method = 'log') %>% na.omit()
head(etf6.ret)## 0050 0052 0061 006206 00638R
## 2015-12-15 0.0008418767 0.007327729 0.011210880 0.020704673 -0.0257655071
## 2015-12-16 0.0150261332 0.015031794 0.006666691 -0.003078504 -0.0005119017
## 2015-12-17 0.0115311755 0.006900488 0.016474837 0.010903004 -0.0206939614
## 2015-12-18 -0.0049251137 0.006331321 -0.001089918 0.005744229 -0.0073452586
## 2015-12-21 -0.0016483856 -0.006331321 0.030077455 0.023969190 -0.0256013982
## 2015-12-22 0.0024696515 0.000000000 -0.005305052 -0.003955180 -0.0005403945
## 00646
## 2015-12-15 0.001019368
## 2015-12-16 0.013158085
## 2015-12-17 0.008012061
## 2015-12-18 -0.010025147
## 2015-12-21 -0.010635704
## 2015-12-22 0.004065046etf6.w <- etf6.xts %>% to.weekly(indexAt = 'lastof', OHLC = FALSE)## Warning in to.period(x, "weeks", name = name, ...): missing values removed from
## datahead(etf6.w)## 0050 0052 0061 006206 00638R 00646
## 2015-12-18 52.3367 31.8000 18.34 29.68 18.99 19.85
## 2015-12-25 53.0690 32.1176 18.84 30.33 18.40 19.99
## 2015-12-31 52.3367 31.7665 18.27 29.48 19.01 20.06
## 2016-01-08 49.4937 29.7017 16.92 27.53 20.19 19.32
## 2016-01-15 48.8476 29.9692 15.80 25.53 21.88 18.97
## 2016-01-22 48.7183 30.0946 15.82 25.73 21.81 18.77etf6.m <- etf6.xts %>% to.monthly(indexAt = 'lastof', OHLC = FALSE)## Warning in to.period(x, "months", indexAt = indexAt, name = name, ...): missing
## values removed from datahead(etf6.m)## 0050 0052 0061 006206 00638R 00646
## 2015-12-31 52.3367 31.7665 18.27 29.48 19.01 20.06
## 2016-01-31 51.3029 31.2315 15.34 25.15 21.70 19.28
## 2016-02-29 52.7674 32.8198 15.00 24.23 21.85 19.21
## 2016-03-31 55.6966 34.3914 16.65 26.40 18.98 19.71
## 2016-04-30 53.0690 32.3433 16.05 25.98 19.30 19.90
## 2016-05-31 54.4043 33.7157 16.09 25.99 19.27 20.34#Q4
p_load(fBasics)
basicStats(etf6.ret)## X0050... X0052... X0061... X006206. X00638R.
## nobs 1068.000000 1068.000000 1068.000000 1068.000000 1068.000000
## NAs 0.000000 0.000000 0.000000 0.000000 0.000000
## Minimum -0.072861 -0.069798 -0.130705 -0.124454 -0.082449
## Maximum 0.076502 0.094465 0.057388 0.060559 0.160080
## 1. Quartile -0.004112 -0.005500 -0.005188 -0.005427 -0.006062
## 3. Quartile 0.005458 0.007499 0.005465 0.005667 0.005084
## Mean 0.000481 0.000699 -0.000024 0.000058 -0.000516
## Median 0.000689 0.000468 0.000000 0.000000 -0.000560
## Sum 0.513293 0.746659 -0.025115 0.061527 -0.551544
## SE Mean 0.000306 0.000395 0.000384 0.000376 0.000402
## LCL Mean -0.000121 -0.000076 -0.000777 -0.000680 -0.001305
## UCL Mean 0.001082 0.001474 0.000730 0.000796 0.000272
## Variance 0.000100 0.000166 0.000157 0.000151 0.000172
## Stdev 0.010016 0.012902 0.012547 0.012293 0.013131
## Skewness -0.571958 0.036007 -1.897245 -1.091621 1.597257
## Kurtosis 9.727350 6.558729 19.776633 13.337392 24.002633
## X00646..
## nobs 1068.000000
## NAs 0.000000
## Minimum -0.089612
## Maximum 0.054780
## 1. Quartile -0.003229
## 3. Quartile 0.004533
## Mean 0.000297
## Median 0.000474
## Sum 0.317201
## SE Mean 0.000293
## LCL Mean -0.000277
## UCL Mean 0.000871
## Variance 0.000092
## Stdev 0.009566
## Skewness -1.190811
## Kurtosis 13.513005etf6.ret.xts <- etf6.ret %>% tk_xts(silent = TRUE)#Q5
etf6.m1 <- etf6.xts %>%
tk_tbl(preserve_index =TRUE, rename_index ="date") %>%
gather(asset, returns, -date) %>%
group_by(asset) %>%
tq_transmute(mutate_fun =periodReturn,
type ="log") %>%
spread(asset, monthly.returns)## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data
## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data
## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from data
## Warning in to_period(xx, period = on.opts[[period]], ...): missing values
## removed from dataetf6.m1 %>% gather(asset, returns, -date) %>%
ggplot(aes(x = returns)) +
geom_density(aes(color = asset), alpha = 1) +
geom_histogram(aes(fill = asset), alpha = 0.45, binwidth = .01) +
guides(fill = FALSE) +
facet_wrap(~asset) +
ggtitle("Monthly Returns Since 2013") +
xlab("monthly returns") +
ylab("distribution") +
theme_update(plot.title = element_text(hjust = 0.5))## Warning: Removed 258 rows containing non-finite values (stat_density).## Warning: Removed 258 rows containing non-finite values (stat_bin).