Proyecto Tipos de Cambio MXN-USD
Elizabeth Ramírez Vargas
24/6/2021
Presentación
UNAM, FCA, Posgrado MBA,
Métodos Cuantitativos Aplicados a la Administración,
Análisis de información en R: Tipo de Cambio MXN-USD,
Profesor: Dr. Carlos Rodríguez
Introducción
Mediante un documento R Markdown para HTML se presenta el siguiente proyecto en la aplicación R con el objeto de utilizar herramientas para el análisis estadístico de alguna información que se quiera interpretar,en este caso se analizará una base de tipos de cambio (MXN-USD) obtenida del Banco de México al 31 de marzo de 2021. Se desarrollan varios “scripts” o comandos ingresados para generar los resultados buscados.
Preparación de paquetes
Se necesita tener instalados los siguientes paquetes en R:
library(readxl)
library(knitr)
library(tseries)
library(forecast)
Obtención de la información
Se utiliza un archivo excel como fuente de la información (base de datos local), se le asignan los títulos a las columnas de la base.
TC <- read_excel("Consulta_TiposCambioHist.xlsx", col_types = c("date", "numeric"))
as.data.frame(TC)## Fecha SF63528
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## 6439 1979-01-29 0.02271
## 6440 1979-01-30 0.02271
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## 6442 1979-02-01 0.02271
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## 8621 1987-10-19 1.59900
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## 8623 1987-10-21 1.60900
## 8624 1987-10-22 1.61100
## 8625 1987-10-23 1.61400
## 8626 1987-10-26 1.61600
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## 8633 1987-11-05 1.64950
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## 8638 1987-11-12 1.67500
## 8639 1987-11-13 1.67900
## 8640 1987-11-16 1.68450
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## 8642 1987-11-18 1.70000
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## 8758 1988-05-11 2.29500
## 8759 1988-05-12 2.29500
## 8760 1988-05-13 2.29500
## 8761 1988-05-16 2.29500
## 8762 1988-05-17 2.29500
## 8763 1988-05-18 2.29500
## 8764 1988-05-19 2.29500
## 8765 1988-05-20 2.29500
## 8766 1988-05-23 2.29500
## 8767 1988-05-24 2.29500
## 8768 1988-05-25 2.29500
## 8769 1988-05-26 2.29500
## 8770 1988-05-27 2.29500
## 8771 1988-05-30 2.29500
## 8772 1988-05-31 2.29500
## 8773 1988-06-01 2.29500
## 8774 1988-06-02 2.29500
## 8775 1988-06-03 2.29500
## 8776 1988-06-06 2.29500
## 8777 1988-06-07 2.29500
## 8778 1988-06-08 2.29500
## 8779 1988-06-09 2.29500
## 8780 1988-06-10 2.29500
## 8781 1988-06-13 2.29500
## 8782 1988-06-14 2.29500
## 8783 1988-06-15 2.29500
## 8784 1988-06-16 2.29500
## 8785 1988-06-17 2.29500
## 8786 1988-06-20 2.29500
## 8787 1988-06-21 2.29500
## 8788 1988-06-22 2.29500
## 8789 1988-06-23 2.29500
## 8790 1988-06-24 2.29500
## 8791 1988-06-27 2.29500
## 8792 1988-06-28 2.29500
## 8793 1988-06-29 2.29500
## 8794 1988-06-30 2.29500
## 8795 1988-07-01 2.29500
## 8796 1988-07-04 2.29500
## 8797 1988-07-05 2.29500
## 8798 1988-07-07 2.29500
## 8799 1988-07-08 2.29500
## 8800 1988-07-11 2.29500
## 8801 1988-07-12 2.29500
## 8802 1988-07-13 2.29500
## 8803 1988-07-14 2.29500
## 8804 1988-07-15 2.29500
## 8805 1988-07-18 2.29500
## 8806 1988-07-19 2.29500
## 8807 1988-07-20 2.29500
## 8808 1988-07-21 2.29500
## 8809 1988-07-22 2.29500
## 8810 1988-07-25 2.29500
## 8811 1988-07-26 2.29500
## 8812 1988-07-27 2.29500
## 8813 1988-07-28 2.29500
## 8814 1988-07-29 2.29500
## 8815 1988-08-01 2.29500
## 8816 1988-08-02 2.29500
## 8817 1988-08-03 2.29500
## 8818 1988-08-04 2.29500
## 8819 1988-08-05 2.29500
## 8820 1988-08-08 2.29500
## 8821 1988-08-09 2.29500
## 8822 1988-08-10 2.29500
## 8823 1988-08-11 2.29500
## 8824 1988-08-12 2.29500
## 8825 1988-08-15 2.29500
## 8826 1988-08-16 2.29500
## 8827 1988-08-17 2.29500
## 8828 1988-08-18 2.29500
## 8829 1988-08-19 2.29500
## 8830 1988-08-22 2.29500
## 8831 1988-08-23 2.29500
## 8832 1988-08-24 2.29500
## 8833 1988-08-25 2.29500
## 8834 1988-08-26 2.29500
## 8835 1988-08-29 2.29500
## 8836 1988-08-30 2.29500
## 8837 1988-08-31 2.29500
## 8838 1988-09-02 2.29500
## 8839 1988-09-05 2.29500
## 8840 1988-09-06 2.29500
## 8841 1988-09-07 2.29500
## 8842 1988-09-08 2.29500
## 8843 1988-09-09 2.29500
## 8844 1988-09-12 2.29500
## 8845 1988-09-13 2.29500
## 8846 1988-09-14 2.29500
## 8847 1988-09-15 2.29500
## 8848 1988-09-19 2.29500
## 8849 1988-09-20 2.29500
## 8850 1988-09-21 2.29500
## 8851 1988-09-22 2.29500
## 8852 1988-09-23 2.29500
## 8853 1988-09-26 2.29500
## 8854 1988-09-27 2.29500
## 8855 1988-09-28 2.29500
## 8856 1988-09-29 2.29500
## 8857 1988-09-30 2.29500
## 8858 1988-10-03 2.29500
## 8859 1988-10-04 2.29500
## 8860 1988-10-05 2.29500
## 8861 1988-10-06 2.29500
## 8862 1988-10-07 2.29500
## 8863 1988-10-10 2.29500
## 8864 1988-10-11 2.29500
## 8865 1988-10-13 2.29500
## 8866 1988-10-14 2.29500
## 8867 1988-10-17 2.29500
## 8868 1988-10-18 2.29500
## 8869 1988-10-19 2.29500
## 8870 1988-10-20 2.29500
## 8871 1988-10-21 2.29500
## 8872 1988-10-24 2.29500
## 8873 1988-10-25 2.29500
## 8874 1988-10-26 2.29500
## 8875 1988-10-27 2.29500
## 8876 1988-10-28 2.29500
## 8877 1988-10-31 2.29500
## 8878 1988-11-01 2.29500
## 8879 1988-11-03 2.29500
## 8880 1988-11-04 2.29500
## 8881 1988-11-07 2.29500
## 8882 1988-11-08 2.29500
## 8883 1988-11-09 2.29500
## 8884 1988-11-10 2.29500
## 8885 1988-11-11 2.29500
## 8886 1988-11-14 2.29500
## 8887 1988-11-15 2.29500
## 8888 1988-11-16 2.29500
## 8889 1988-11-17 2.29500
## 8890 1988-11-18 2.29500
## 8891 1988-11-21 2.29500
## 8892 1988-11-22 2.29500
## 8893 1988-11-23 2.29500
## 8894 1988-11-24 2.29500
## 8895 1988-11-25 2.29500
## 8896 1988-11-28 2.29500
## 8897 1988-11-29 2.29500
## 8898 1988-11-30 2.29500
## 8899 1988-12-02 2.29500
## 8900 1988-12-05 2.29500
## 8901 1988-12-06 2.29500
## 8902 1988-12-07 2.29500
## 8903 1988-12-08 2.29500
## 8904 1988-12-09 2.29500
## 8905 1988-12-13 2.29500
## 8906 1988-12-14 2.29500
## 8907 1988-12-15 2.29500
## 8908 1988-12-16 2.29500
## 8909 1988-12-19 2.29500
## 8910 1988-12-20 2.29500
## 8911 1988-12-21 2.29500
## 8912 1988-12-22 2.29500
## 8913 1988-12-23 2.29500
## 8914 1988-12-26 2.29500
## 8915 1988-12-27 2.29500
## 8916 1988-12-28 2.29500
## 8917 1988-12-29 2.29700
## 8918 1988-12-30 2.29800
## 8919 1989-01-02 2.29900
## 8920 1989-01-03 2.30200
## 8921 1989-01-04 2.30300
## 8922 1989-01-05 2.30400
## 8923 1989-01-06 2.30500
## 8924 1989-01-09 2.30600
## 8925 1989-01-10 2.30900
## 8926 1989-01-11 2.31000
## 8927 1989-01-12 2.31300
## 8928 1989-01-13 2.31400
## 8929 1989-01-16 2.31500
## 8930 1989-01-17 2.31600
## 8931 1989-01-18 2.31700
## 8932 1989-01-19 2.32000
## 8933 1989-01-20 2.32100
## 8934 1989-01-23 2.32200
## 8935 1989-01-24 2.32300
## 8936 1989-01-25 2.32400
## 8937 1989-01-26 2.32500
## 8938 1989-01-27 2.32600
## 8939 1989-01-30 2.32700
## 8940 1989-01-31 2.32800
## 8941 1989-02-01 2.32900
## 8942 1989-02-02 2.33200
## 8943 1989-02-03 2.33300
## 8944 1989-02-06 2.33400
## 8945 1989-02-07 2.33500
## 8946 1989-02-08 2.33600
## 8947 1989-02-09 2.33900
## 8948 1989-02-10 2.34000
## 8949 1989-02-13 2.34100
## 8950 1989-02-14 2.34200
## 8951 1989-02-15 2.34300
## 8952 1989-02-16 2.34600
## 8953 1989-02-17 2.34700
## 8954 1989-02-20 2.34800
## 8955 1989-02-21 2.34900
## 8956 1989-02-22 2.35000
## 8957 1989-02-23 2.35300
## 8958 1989-02-24 2.35400
## 8959 1989-02-27 2.35500
## 8960 1989-02-28 2.35600
## 8961 1989-03-01 2.35700
## 8962 1989-03-02 2.36000
## 8963 1989-03-03 2.36100
## 8964 1989-03-06 2.36200
## 8965 1989-03-07 2.36300
## 8966 1989-03-08 2.36400
## 8967 1989-03-09 2.36700
## 8968 1989-03-10 2.36800
## 8969 1989-03-13 2.36900
## 8970 1989-03-14 2.37000
## 8971 1989-03-15 2.37100
## 8972 1989-03-16 2.37400
## 8973 1989-03-17 2.37600
## 8974 1989-03-20 2.38100
## 8975 1989-03-22 2.38200
## 8976 1989-03-27 2.38300
## 8977 1989-03-28 2.38400
## 8978 1989-03-29 2.38500
## 8979 1989-03-30 2.38800
## 8980 1989-03-31 2.38900
## 8981 1989-04-03 2.39000
## 8982 1989-04-04 2.39100
## 8983 1989-04-05 2.39200
## 8984 1989-04-06 2.39500
## 8985 1989-04-07 2.39600
## 8986 1989-04-10 2.39700
## 8987 1989-04-11 2.39800
## 8988 1989-04-12 2.39900
## 8989 1989-04-13 2.40200
## 8990 1989-04-14 2.40300
## 8991 1989-04-17 2.40400
## 8992 1989-04-18 2.40500
## 8993 1989-04-19 2.40600
## 8994 1989-04-20 2.40900
## 8995 1989-04-21 2.41000
## 8996 1989-04-24 2.41100
## 8997 1989-04-25 2.41200
## 8998 1989-04-26 2.41300
## 8999 1989-04-27 2.41700
## 9000 1989-04-28 2.41800
## 9001 1989-05-02 2.41900
## 9002 1989-05-03 2.42300
## 9003 1989-05-04 2.42400
## 9004 1989-05-08 2.42500
## 9005 1989-05-09 2.42600
## 9006 1989-05-10 2.42700
## 9007 1989-05-11 2.43000
## 9008 1989-05-12 2.43100
## 9009 1989-05-15 2.43200
## 9010 1989-05-16 2.43300
## 9011 1989-05-17 2.43400
## 9012 1989-05-18 2.43700
## 9013 1989-05-19 2.43800
## 9014 1989-05-22 2.43900
## 9015 1989-05-23 2.44000
## 9016 1989-05-24 2.44100
## 9017 1989-05-25 2.44400
## 9018 1989-05-26 2.44500
## 9019 1989-05-29 2.44600
## 9020 1989-05-30 2.44700
## 9021 1989-05-31 2.44800
## 9022 1989-06-01 2.45100
## 9023 1989-06-02 2.45200
## 9024 1989-06-05 2.45300
## 9025 1989-06-06 2.45400
## 9026 1989-06-07 2.45500
## 9027 1989-06-08 2.45800
## 9028 1989-06-09 2.45900
## 9029 1989-06-12 2.46000
## 9030 1989-06-13 2.46100
## 9031 1989-06-14 2.46200
## 9032 1989-06-15 2.46500
## 9033 1989-06-16 2.46600
## 9034 1989-06-19 2.46700
## 9035 1989-06-20 2.46800
## 9036 1989-06-21 2.46900
## 9037 1989-06-22 2.47200
## 9038 1989-06-23 2.47300
## 9039 1989-06-26 2.47400
## 9040 1989-06-27 2.47500
## 9041 1989-06-28 2.47600
## 9042 1989-06-29 2.47900
## 9043 1989-06-30 2.48000
## 9044 1989-07-03 2.48100
## 9045 1989-07-04 2.48200
## 9046 1989-07-05 2.48300
## 9047 1989-07-06 2.48600
## 9048 1989-07-07 2.48700
## 9049 1989-07-10 2.48800
## 9050 1989-07-11 2.48900
## 9051 1989-07-12 2.49000
## 9052 1989-07-13 2.49300
## 9053 1989-07-14 2.49400
## 9054 1989-07-17 2.49500
## 9055 1989-07-18 2.49600
## 9056 1989-07-19 2.49700
## 9057 1989-07-20 2.50000
## 9058 1989-07-21 2.50100
## 9059 1989-07-24 2.50200
## 9060 1989-07-25 2.50300
## 9061 1989-07-26 2.50400
## 9062 1989-07-27 2.50700
## 9063 1989-07-28 2.50800
## 9064 1989-07-31 2.50900
## 9065 1989-08-01 2.51000
## 9066 1989-08-02 2.51100
## 9067 1989-08-03 2.51400
## 9068 1989-08-04 2.51500
## 9069 1989-08-07 2.51600
## 9070 1989-08-08 2.51700
## 9071 1989-08-09 2.51800
## 9072 1989-08-10 2.52100
## 9073 1989-08-11 2.52200
## 9074 1989-08-14 2.52300
## 9075 1989-08-15 2.52400
## 9076 1989-08-16 2.52500
## 9077 1989-08-17 2.52800
## 9078 1989-08-18 2.52900
## 9079 1989-08-21 2.53000
## 9080 1989-08-22 2.53100
## 9081 1989-08-23 2.53200
## 9082 1989-08-24 2.53500
## 9083 1989-08-25 2.53600
## 9084 1989-08-28 2.53700
## 9085 1989-08-29 2.53800
## 9086 1989-08-30 2.53900
## 9087 1989-08-31 2.54200
## 9088 1989-09-01 2.54300
## 9089 1989-09-04 2.54400
## 9090 1989-09-05 2.54500
## 9091 1989-09-06 2.54600
## 9092 1989-09-07 2.54900
## 9093 1989-09-08 2.55000
## 9094 1989-09-11 2.55100
## 9095 1989-09-12 2.55200
## 9096 1989-09-13 2.55300
## 9097 1989-09-14 2.55600
## 9098 1989-09-15 2.55700
## 9099 1989-09-18 2.55800
## 9100 1989-09-19 2.55900
## 9101 1989-09-20 2.56000
## 9102 1989-09-21 2.56300
## 9103 1989-09-22 2.56400
## 9104 1989-09-25 2.56500
## 9105 1989-09-26 2.56600
## 9106 1989-09-27 2.56700
## 9107 1989-09-28 2.57000
## 9108 1989-09-29 2.57100
## 9109 1989-10-02 2.57200
## 9110 1989-10-03 2.57300
## 9111 1989-10-04 2.57400
## 9112 1989-10-05 2.57700
## 9113 1989-10-06 2.57800
## 9114 1989-10-09 2.57900
## 9115 1989-10-10 2.58100
## 9116 1989-10-11 2.58400
## 9117 1989-10-13 2.58500
## 9118 1989-10-16 2.58600
## 9119 1989-10-17 2.58700
## 9120 1989-10-18 2.58800
## 9121 1989-10-19 2.59100
## 9122 1989-10-20 2.59200
## 9123 1989-10-23 2.59300
## 9124 1989-10-24 2.59400
## 9125 1989-10-25 2.59500
## 9126 1989-10-26 2.59800
## 9127 1989-10-27 2.59900
## 9128 1989-10-30 2.60200
## 9129 1989-10-31 2.62750
## 9130 1989-11-03 2.62850
## 9131 1989-11-06 2.62950
## 9132 1989-11-07 2.63050
## 9133 1989-11-08 2.63150
## 9134 1989-11-09 2.63450
## 9135 1989-11-10 2.63550
## 9136 1989-11-13 2.63650
## 9137 1989-11-14 2.63750
## 9138 1989-11-15 2.63850
## 9139 1989-11-16 2.64250
## 9140 1989-11-17 2.64350
## 9141 1989-11-21 2.64450
## 9142 1989-11-22 2.64550
## 9143 1989-11-23 2.64850
## 9144 1989-11-24 2.64950
## 9145 1989-11-27 2.65050
## 9146 1989-11-28 2.65150
## 9147 1989-11-29 2.65250
## 9148 1989-11-30 2.65550
## 9149 1989-12-01 2.65650
## 9150 1989-12-04 2.65750
## 9151 1989-12-05 2.65850
## 9152 1989-12-06 2.65950
## 9153 1989-12-07 2.66250
## 9154 1989-12-08 2.66450
## 9155 1989-12-11 2.66550
## 9156 1989-12-13 2.66650
## 9157 1989-12-14 2.66950
## 9158 1989-12-15 2.67050
## 9159 1989-12-18 2.67150
## 9160 1989-12-19 2.67250
## 9161 1989-12-20 2.67350
## 9162 1989-12-21 2.67750
## 9163 1989-12-22 2.67850
## 9164 1989-12-26 2.67950
## 9165 1989-12-27 2.68400
## 9166 1989-12-28 2.68550
## 9167 1990-01-02 2.68650
## 9168 1990-01-03 2.68750
## 9169 1990-01-04 2.69050
## 9170 1990-01-05 2.69150
## 9171 1990-01-08 2.69250
## 9172 1990-01-09 2.69600
## 9173 1990-01-10 2.69450
## 9174 1990-01-11 2.69750
## 9175 1990-01-12 2.69850
## 9176 1990-01-15 2.69950
## 9177 1990-01-16 2.70050
## 9178 1990-01-17 2.70150
## 9179 1990-01-18 2.70450
## 9180 1990-01-19 2.70550
## 9181 1990-01-22 2.70650
## 9182 1990-01-23 2.70750
## 9183 1990-01-24 2.70850
## 9184 1990-01-25 2.71150
## 9185 1990-01-26 2.71250
## 9186 1990-01-29 2.71350
## 9187 1990-01-30 2.71450
## 9188 1990-01-31 2.71550
## 9189 1990-02-01 2.71950
## 9190 1990-02-02 2.72050
## 9191 1990-02-06 2.72150
## 9192 1990-02-07 2.72250
## 9193 1990-02-08 2.72550
## 9194 1990-02-09 2.72650
## 9195 1990-02-12 2.72750
## 9196 1990-02-13 2.72850
## 9197 1990-02-14 2.72950
## 9198 1990-02-15 2.73250
## 9199 1990-02-16 2.73350
## 9200 1990-02-19 2.73450
## 9201 1990-02-20 2.73550
## 9202 1990-02-21 2.73650
## 9203 1990-02-22 2.73950
## 9204 1990-02-23 2.74050
## 9205 1990-02-26 2.74150
## 9206 1990-02-27 2.74250
## 9207 1990-02-28 2.74350
## 9208 1990-03-01 2.74650
## 9209 1990-03-02 2.74750
## 9210 1990-03-05 2.74850
## 9211 1990-03-06 2.74950
## 9212 1990-03-07 2.75050
## 9213 1990-03-08 2.75350
## 9214 1990-03-09 2.75450
## 9215 1990-03-12 2.75550
## 9216 1990-03-13 2.75650
## 9217 1990-03-14 2.75750
## 9218 1990-03-15 2.76050
## 9219 1990-03-16 2.76150
## 9220 1990-03-19 2.76350
## 9221 1990-03-20 2.76450
## 9222 1990-03-22 2.76750
## 9223 1990-03-23 2.76850
## 9224 1990-03-26 2.76950
## 9225 1990-03-27 2.77050
## 9226 1990-03-28 2.77150
## 9227 1990-03-29 2.77450
## 9228 1990-03-30 2.77550
## 9229 1990-04-02 2.77650
## 9230 1990-04-03 2.77750
## 9231 1990-04-04 2.77850
## 9232 1990-04-05 2.78150
## 9233 1990-04-06 2.78250
## 9234 1990-04-09 2.78350
## 9235 1990-04-10 2.78850
## 9236 1990-04-11 2.78950
## 9237 1990-04-16 2.79050
## 9238 1990-04-17 2.79150
## 9239 1990-04-18 2.79250
## 9240 1990-04-19 2.79550
## 9241 1990-04-20 2.79650
## 9242 1990-04-23 2.79750
## 9243 1990-04-24 2.79850
## 9244 1990-04-25 2.79950
## 9245 1990-04-26 2.80250
## 9246 1990-04-27 2.80450
## 9247 1990-04-30 2.80550
## 9248 1990-05-02 2.80650
## 9249 1990-05-03 2.80950
## 9250 1990-05-04 2.81050
## 9251 1990-05-07 2.81150
## 9252 1990-05-08 2.81250
## 9253 1990-05-09 2.81350
## 9254 1990-05-10 2.81650
## 9255 1990-05-11 2.81750
## 9256 1990-05-14 2.81850
## 9257 1990-05-15 2.81950
## 9258 1990-05-16 2.82050
## 9259 1990-05-17 2.82350
## 9260 1990-05-18 2.82450
## 9261 1990-05-21 2.82550
## 9262 1990-05-22 2.82650
## 9263 1990-05-23 2.82750
## 9264 1990-05-24 2.83030
## 9265 1990-05-25 2.83110
## 9266 1990-05-28 2.83190
## 9267 1990-05-29 2.83270
## 9268 1990-05-30 2.83350
## 9269 1990-05-31 2.83590
## 9270 1990-06-01 2.83670
## 9271 1990-06-04 2.83750
## 9272 1990-06-05 2.83830
## 9273 1990-06-06 2.83910
## 9274 1990-06-07 2.84150
## 9275 1990-06-08 2.84230
## 9276 1990-06-11 2.84310
## 9277 1990-06-12 2.84390
## 9278 1990-06-13 2.84470
## 9279 1990-06-14 2.84710
## 9280 1990-06-15 2.84790
## 9281 1990-06-18 2.84870
## 9282 1990-06-19 2.84950
## 9283 1990-06-20 2.85030
## 9284 1990-06-21 2.85270
## 9285 1990-06-22 2.85350
## 9286 1990-06-25 2.85430
## 9287 1990-06-26 2.85510
## 9288 1990-06-27 2.85590
## 9289 1990-06-28 2.85830
## 9290 1990-06-29 2.85910
## 9291 1990-07-02 2.85990
## 9292 1990-07-03 2.86070
## 9293 1990-07-04 2.86150
## 9294 1990-07-05 2.86330
## 9295 1990-07-06 2.86370
## 9296 1990-07-09 2.86410
## 9297 1990-07-10 2.86490
## 9298 1990-07-11 2.86570
## 9299 1990-07-12 2.86810
## 9300 1990-07-13 2.86890
## 9301 1990-07-16 2.86970
## 9302 1990-07-17 2.87050
## 9303 1990-07-18 2.87110
## 9304 1990-07-19 2.87190
## 9305 1990-07-20 2.87250
## 9306 1990-07-23 2.87310
## 9307 1990-07-24 2.87370
## 9308 1990-07-25 2.87430
## 9309 1990-07-26 2.87490
## 9310 1990-07-27 2.87550
## 9311 1990-07-30 2.87610
## 9312 1990-07-31 2.87670
## 9313 1990-08-01 2.87730
## 9314 1990-08-02 2.87810
## 9315 1990-08-03 2.87870
## 9316 1990-08-06 2.87930
## 9317 1990-08-07 2.87990
## 9318 1990-08-08 2.88050
## 9319 1990-08-09 2.88130
## 9320 1990-08-10 2.88190
## 9321 1990-08-13 2.88250
## 9322 1990-08-14 2.88310
## 9323 1990-08-15 2.88350
## 9324 1990-08-16 2.88390
## 9325 1990-08-17 2.88430
## 9326 1990-08-20 2.88470
## 9327 1990-08-21 2.88510
## 9328 1990-08-22 2.88550
## 9329 1990-08-23 2.88590
## 9330 1990-08-24 2.88630
## 9331 1990-08-27 2.88670
## 9332 1990-08-28 2.88710
## 9333 1990-08-29 2.88750
## 9334 1990-08-30 2.88790
## 9335 1990-08-31 2.88830
## 9336 1990-09-03 2.88830
## 9337 1990-09-04 2.88910
## 9338 1990-09-05 2.88950
## 9339 1990-09-06 2.88990
## 9340 1990-09-07 2.89030
## 9341 1990-09-10 2.89070
## 9342 1990-09-11 2.89110
## 9343 1990-09-12 2.89150
## 9344 1990-09-13 2.89190
## 9345 1990-09-14 2.89230
## 9346 1990-09-17 2.89270
## 9347 1990-09-18 2.89310
## 9348 1990-09-19 2.89350
## 9349 1990-09-20 2.89390
## 9350 1990-09-21 2.89430
## 9351 1990-09-24 2.89470
## 9352 1990-09-25 2.89510
## 9353 1990-09-26 2.89550
## 9354 1990-09-27 2.89590
## 9355 1990-09-28 2.89630
## 9356 1990-10-01 2.89670
## 9357 1990-10-02 2.89750
## 9358 1990-10-03 2.89810
## 9359 1990-10-04 2.89870
## 9360 1990-10-05 2.89930
## 9361 1990-10-08 2.89990
## 9362 1990-10-09 2.90050
## 9363 1990-10-10 2.90230
## 9364 1990-10-11 2.90320
## 9365 1990-10-15 2.90390
## 9366 1990-10-16 2.90470
## 9367 1990-10-17 2.90550
## 9368 1990-10-18 2.90790
## 9369 1990-10-19 2.90870
## 9370 1990-10-22 2.90950
## 9371 1990-10-23 2.91030
## 9372 1990-10-24 2.91110
## 9373 1990-10-25 2.91350
## 9374 1990-10-26 2.91430
## 9375 1990-10-29 2.91510
## 9376 1990-10-30 2.91910
## 9377 1990-10-31 2.91990
## 9378 1990-11-05 2.92070
## 9379 1990-11-06 2.92150
## 9380 1990-11-07 2.92230
## 9381 1990-11-08 2.92350
## 9382 1990-11-09 2.92390
## 9383 1990-11-12 2.92430
## 9384 1990-11-13 2.92470
## 9385 1990-11-14 2.92510
## 9386 1990-11-15 2.92630
## 9387 1990-11-16 2.92710
## 9388 1990-11-19 2.92750
## 9389 1990-11-21 2.92790
## 9390 1990-11-22 2.92910
## 9391 1990-11-23 2.92950
## 9392 1990-11-26 2.92990
## 9393 1990-11-27 2.93030
## 9394 1990-11-28 2.93070
## 9395 1990-11-29 2.93190
## 9396 1990-11-30 2.93230
## 9397 1990-12-03 2.93270
## 9398 1990-12-04 2.93310
## 9399 1990-12-05 2.93350
## 9400 1990-12-06 2.93470
## 9401 1990-12-07 2.93510
## 9402 1990-12-10 2.93590
## 9403 1990-12-11 2.93630
## 9404 1990-12-13 2.93750
## 9405 1990-12-14 2.93790
## 9406 1990-12-17 2.93830
## 9407 1990-12-18 2.93870
## 9408 1990-12-19 2.93910
## 9409 1990-12-20 2.94030
## 9410 1990-12-21 2.94110
## 9411 1990-12-24 2.94150
## 9412 1990-12-26 2.94190
## 9413 1990-12-27 2.94390
## 9414 1990-12-28 2.94430
## 9415 1991-01-02 2.94470
## 9416 1991-01-03 2.94590
## 9417 1991-01-04 2.94630
## 9418 1991-01-07 2.94670
## 9419 1991-01-08 2.94710
## 9420 1991-01-09 2.94750
## 9421 1991-01-10 2.94870
## 9422 1991-01-11 2.94910
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## 9427 1991-01-18 2.95190
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## 9429 1991-01-22 2.95270
## 9430 1991-01-23 2.95310
## 9431 1991-01-24 2.95430
## 9432 1991-01-25 2.95470
## 9433 1991-01-28 2.95510
## 9434 1991-01-29 2.95550
## 9435 1991-01-30 2.95590
## 9436 1991-01-31 2.95710
## 9437 1991-02-01 2.95790
## 9438 1991-02-04 2.95830
## 9439 1991-02-06 2.95870
## 9440 1991-02-07 2.95990
## 9441 1991-02-08 2.96030
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## 9443 1991-02-12 2.96110
## 9444 1991-02-13 2.96150
## 9445 1991-02-14 2.96270
## 9446 1991-02-15 2.96310
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## 9448 1991-02-19 2.96390
## 9449 1991-02-20 2.96430
## 9450 1991-02-21 2.96550
## 9451 1991-02-22 2.96590
## 9452 1991-02-25 2.96630
## 9453 1991-02-26 2.96670
## 9454 1991-02-27 2.96710
## 9455 1991-02-28 2.96830
## 9456 1991-03-01 2.96870
## 9457 1991-03-04 2.96910
## 9458 1991-03-05 2.96950
## 9459 1991-03-06 2.96990
## 9460 1991-03-07 2.97110
## 9461 1991-03-08 2.97150
## 9462 1991-03-11 2.97190
## 9463 1991-03-12 2.97230
## 9464 1991-03-13 2.97270
## 9465 1991-03-14 2.97390
## 9466 1991-03-15 2.97430
## 9467 1991-03-18 2.97470
## 9468 1991-03-19 2.97550
## 9469 1991-03-20 2.97670
## 9470 1991-03-22 2.97710
## 9471 1991-03-25 2.97750
## 9472 1991-03-26 2.97950
## 9473 1991-03-27 2.97990
## 9474 1991-04-01 2.98030
## 9475 1991-04-02 2.98070
## 9476 1991-04-03 2.98110
## 9477 1991-04-04 2.98230
## 9478 1991-04-05 2.98270
## 9479 1991-04-08 2.98310
## 9480 1991-04-09 2.98350
## 9481 1991-04-10 2.98390
## 9482 1991-04-11 2.98510
## 9483 1991-04-12 2.98550
## 9484 1991-04-15 2.98590
## 9485 1991-04-16 2.98630
## 9486 1991-04-17 2.98670
## 9487 1991-04-18 2.98790
## 9488 1991-04-19 2.98830
## 9489 1991-04-22 2.98870
## 9490 1991-04-23 2.98910
## 9491 1991-04-24 2.98950
## 9492 1991-04-25 2.99070
## 9493 1991-04-26 2.99110
## 9494 1991-04-29 2.99190
## 9495 1991-04-30 2.99230
## 9496 1991-05-02 2.99350
## 9497 1991-05-03 2.99390
## 9498 1991-05-06 2.99430
## 9499 1991-05-07 2.99470
## 9500 1991-05-08 2.99510
## 9501 1991-05-09 2.99630
## 9502 1991-05-10 2.99670
## 9503 1991-05-13 2.99710
## 9504 1991-05-14 2.99750
## 9505 1991-05-15 2.99790
## 9506 1991-05-16 2.99910
## 9507 1991-05-17 2.99950
## 9508 1991-05-20 2.99990
## 9509 1991-05-21 3.00030
## 9510 1991-05-22 3.00070
## 9511 1991-05-23 3.00190
## 9512 1991-05-24 3.00230
## 9513 1991-05-27 3.00270
## 9514 1991-05-28 3.00310
## 9515 1991-05-29 3.00350
## 9516 1991-05-30 3.00470
## 9517 1991-05-31 3.00510
## 9518 1991-06-03 3.00550
## 9519 1991-06-04 3.00590
## 9520 1991-06-05 3.00630
## 9521 1991-06-06 3.00750
## 9522 1991-06-07 3.00790
## 9523 1991-06-10 3.00830
## 9524 1991-06-11 3.00870
## 9525 1991-06-12 3.00910
## 9526 1991-06-13 3.01030
## 9527 1991-06-14 3.01070
## 9528 1991-06-17 3.01110
## 9529 1991-06-18 3.01150
## 9530 1991-06-19 3.01190
## 9531 1991-06-20 3.01310
## 9532 1991-06-21 3.01350
## 9533 1991-06-24 3.01390
## 9534 1991-06-25 3.01430
## 9535 1991-06-26 3.01470
## 9536 1991-06-27 3.01590
## 9537 1991-06-28 3.01630
## 9538 1991-07-01 3.01670
## 9539 1991-07-02 3.01710
## 9540 1991-07-03 3.01750
## 9541 1991-07-04 3.01870
## 9542 1991-07-05 3.01910
## 9543 1991-07-08 3.01950
## 9544 1991-07-09 3.01990
## 9545 1991-07-10 3.02030
## 9546 1991-07-11 3.02150
## 9547 1991-07-12 3.02190
## 9548 1991-07-15 3.02230
## 9549 1991-07-16 3.02270
## 9550 1991-07-17 3.02310
## 9551 1991-07-18 3.02430
## 9552 1991-07-19 3.02470
## 9553 1991-07-22 3.02510
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## 9555 1991-07-24 3.02590
## 9556 1991-07-25 3.02710
## 9557 1991-07-26 3.02750
## 9558 1991-07-29 3.02790
## 9559 1991-07-30 3.02830
## 9560 1991-07-31 3.02870
## 9561 1991-08-01 3.02990
## 9562 1991-08-02 3.03030
## 9563 1991-08-05 3.03070
## 9564 1991-08-06 3.03110
## 9565 1991-08-07 3.03150
## 9566 1991-08-08 3.03270
## 9567 1991-08-09 3.03310
## 9568 1991-08-12 3.03350
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## 9570 1991-08-14 3.03430
## 9571 1991-08-15 3.03550
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## 9578 1991-08-26 3.03910
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## 9581 1991-08-29 3.04110
## 9582 1991-08-30 3.04150
## 9583 1991-09-02 3.04190
## 9584 1991-09-03 3.04230
## 9585 1991-09-04 3.04270
## 9586 1991-09-05 3.04390
## 9587 1991-09-06 3.04430
## 9588 1991-09-09 3.04470
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## 9593 1991-09-17 3.04790
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## 9597 1991-09-23 3.05030
## 9598 1991-09-24 3.05070
## 9599 1991-09-25 3.05110
## 9600 1991-09-26 3.05230
## 9601 1991-09-27 3.05270
## 9602 1991-09-30 3.05310
## 9603 1991-10-01 3.05350
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## 9605 1991-10-03 3.05510
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## 9608 1991-10-08 3.05630
## 9609 1991-10-09 3.05670
## 9610 1991-10-10 3.05790
## 9611 1991-10-11 3.05830
## 9612 1991-10-14 3.05870
## 9613 1991-10-15 3.05910
## 9614 1991-10-16 3.05950
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## 9616 1991-10-18 3.06110
## 9617 1991-10-21 3.06150
## 9618 1991-10-22 3.06190
## 9619 1991-10-23 3.06230
## 9620 1991-10-24 3.06350
## 9621 1991-10-25 3.06390
## 9622 1991-10-28 3.06430
## 9623 1991-10-29 3.06470
## 9624 1991-10-30 3.06630
## 9625 1991-10-31 3.06670
## 9626 1991-11-04 3.06710
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## 9628 1991-11-06 3.06790
## 9629 1991-11-07 3.06880
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## 9631 1991-11-11 3.07400
## 9632 1991-11-12 3.07350
## 9633 1991-11-13 3.07120
## 9634 1991-11-14 3.07180
## 9635 1991-11-15 3.06840
## 9636 1991-11-18 3.06730
## 9637 1991-11-19 3.06610
## 9638 1991-11-21 3.06320
## 9639 1991-11-22 3.06120
## 9640 1991-11-25 3.06220
## 9641 1991-11-26 3.07600
## 9642 1991-11-27 3.07310
## 9643 1991-11-28 3.06770
## 9644 1991-11-29 3.06720
## 9645 1991-12-02 3.06620
## 9646 1991-12-03 3.06660
## 9647 1991-12-04 3.06600
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## 9650 1991-12-09 3.06250
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## 9652 1991-12-11 3.06230
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## 9658 1991-12-20 3.07740
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## 9661 1991-12-26 3.07100
## 9662 1991-12-27 3.07390
## 9663 1991-12-30 3.07800
## 9664 1992-01-02 3.07530
## 9665 1992-01-03 3.07440
## 9666 1992-01-06 3.06950
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## 9680 1992-01-24 3.07910
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## 9710 1992-03-09 3.06120
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## 9712 1992-03-11 3.06080
## 9713 1992-03-12 3.06100
## 9714 1992-03-13 3.06220
## 9715 1992-03-16 3.06090
## 9716 1992-03-17 3.06180
## 9717 1992-03-18 3.06790
## 9718 1992-03-19 3.07380
## 9719 1992-03-20 3.06880
## 9720 1992-03-23 3.06930
## 9721 1992-03-24 3.07060
## 9722 1992-03-25 3.07950
## 9723 1992-03-26 3.09020
## 9724 1992-03-27 3.08350
## 9725 1992-03-30 3.06830
## 9726 1992-03-31 3.06200
## 9727 1992-04-01 3.06090
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## 9729 1992-04-03 3.06090
## 9730 1992-04-06 3.06090
## 9731 1992-04-07 3.06080
## 9732 1992-04-08 3.06560
## 9733 1992-04-09 3.06950
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## 9735 1992-04-13 3.06250
## 9736 1992-04-14 3.06500
## 9737 1992-04-15 3.06700
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## 9739 1992-04-21 3.06710
## 9740 1992-04-22 3.08280
## 9741 1992-04-23 3.08560
## 9742 1992-04-24 3.07580
## 9743 1992-04-27 3.07650
## 9744 1992-04-28 3.07900
## 9745 1992-04-29 3.07940
## 9746 1992-04-30 3.07860
## 9747 1992-05-04 3.08160
## 9748 1992-05-06 3.08850
## 9749 1992-05-07 3.10000
## 9750 1992-05-08 3.11080
## 9751 1992-05-11 3.09680
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## 9754 1992-05-14 3.10940
## 9755 1992-05-15 3.10390
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## 9758 1992-05-20 3.10500
## 9759 1992-05-21 3.10560
## 9760 1992-05-22 3.10300
## 9761 1992-05-25 3.10260
## 9762 1992-05-26 3.10790
## 9763 1992-05-27 3.11340
## 9764 1992-05-28 3.11680
## 9765 1992-05-29 3.11500
## 9766 1992-06-01 3.11060
## 9767 1992-06-02 3.11760
## 9768 1992-06-03 3.11850
## 9769 1992-06-04 3.11790
## 9770 1992-06-05 3.11310
## 9771 1992-06-08 3.11460
## 9772 1992-06-09 3.11760
## 9773 1992-06-10 3.11690
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## 9777 1992-06-16 3.12100
## 9778 1992-06-17 3.12200
## 9779 1992-06-18 3.12030
## 9780 1992-06-19 3.11680
## 9781 1992-06-22 3.12160
## 9782 1992-06-23 3.12220
## 9783 1992-06-24 3.12250
## 9784 1992-06-25 3.12250
## 9785 1992-06-26 3.12250
## 9786 1992-06-29 3.12290
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## 9788 1992-07-01 3.12240
## 9789 1992-07-02 3.12040
## 9790 1992-07-03 3.11790
## 9791 1992-07-06 3.11830
## 9792 1992-07-07 3.11660
## 9793 1992-07-08 3.11700
## 9794 1992-07-09 3.10990
## 9795 1992-07-10 3.11800
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## 9797 1992-07-14 3.11740
## 9798 1992-07-15 3.11840
## 9799 1992-07-16 3.11750
## 9800 1992-07-17 3.11490
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## 9803 1992-07-22 3.11250
## 9804 1992-07-23 3.11130
## 9805 1992-07-24 3.11000
## 9806 1992-07-27 3.11390
## 9807 1992-07-28 3.11610
## 9808 1992-07-29 3.11410
## 9809 1992-07-30 3.11130
## 9810 1992-07-31 3.11240
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## 9812 1992-08-04 3.10710
## 9813 1992-08-05 3.10840
## 9814 1992-08-06 3.10210
## 9815 1992-08-07 3.10200
## 9816 1992-08-10 3.09840
## 9817 1992-08-11 3.08810
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## 9819 1992-08-13 3.07330
## 9820 1992-08-14 3.07680
## 9821 1992-08-17 3.08690
## 9822 1992-08-18 3.08760
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## 9824 1992-08-20 3.08140
## 9825 1992-08-21 3.08360
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## 9829 1992-08-27 3.08100
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## 9831 1992-08-31 3.07650
## 9832 1992-09-01 3.07150
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## 9838 1992-09-09 3.06300
## 9839 1992-09-10 3.07680
## 9840 1992-09-11 3.09480
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## 9842 1992-09-15 3.09260
## 9843 1992-09-17 3.09160
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## 9860 1992-10-13 3.12190
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## 9864 1992-10-19 3.14290
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## 9868 1992-10-23 3.11900
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## 9870 1992-10-27 3.13640
## 9871 1992-10-28 3.13210
## 9872 1992-10-29 3.13090
## 9873 1992-10-30 3.12560
## 9874 1992-11-03 3.12580
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## 9877 1992-11-06 3.11880
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## 9880 1992-11-11 3.11480
## 9881 1992-11-12 3.11560
## 9882 1992-11-13 3.11300
## 9883 1992-11-16 3.11950
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## 9889 1992-11-25 3.11380
## 9890 1992-11-26 3.11590
## 9891 1992-11-27 3.11490
## 9892 1992-11-30 3.11410
## 9893 1992-12-01 3.11700
## 9894 1992-12-02 3.11600
## 9895 1992-12-03 3.11390
## 9896 1992-12-04 3.11580
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## 9898 1992-12-08 3.11320
## 9899 1992-12-09 3.11280
## 9900 1992-12-10 3.11170
## 9901 1992-12-11 3.11370
## 9902 1992-12-14 3.11690
## 9903 1992-12-15 3.13720
## 9904 1992-12-16 3.13520
## 9905 1992-12-17 3.12040
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## 9907 1992-12-21 3.11790
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## 9909 1992-12-23 3.11950
## 9910 1992-12-24 3.11340
## 9911 1992-12-28 3.11540
## 9912 1992-12-29 3.12300
## 9913 1992-12-30 3.12090
## 9914 1993-01-04 3.11700
## 9915 1993-01-05 3.11800
## 9916 1993-01-06 3.11240
## 9917 1993-01-07 3.10630
## 9918 1993-01-08 3.11080
## 9919 1993-01-11 3.11690
## 9920 1993-01-12 3.10960
## 9921 1993-01-13 3.11300
## 9922 1993-01-14 3.11300
## 9923 1993-01-15 3.11030
## 9924 1993-01-18 3.10950
## 9925 1993-01-19 3.10820
## 9926 1993-01-20 3.10510
## 9927 1993-01-21 3.10510
## 9928 1993-01-22 3.10440
## 9929 1993-01-25 3.10440
## 9930 1993-01-26 3.09890
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## 9932 1993-01-28 3.10300
## 9933 1993-01-29 3.11400
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## 9935 1993-02-02 3.09990
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## 9937 1993-02-04 3.10120
## 9938 1993-02-08 3.09810
## 9939 1993-02-09 3.09770
## 9940 1993-02-10 3.09750
## 9941 1993-02-11 3.10090
## 9942 1993-02-12 3.09670
## 9943 1993-02-15 3.10000
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## 9946 1993-02-18 3.09430
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## 9949 1993-02-23 3.09390
## 9950 1993-02-24 3.09380
## 9951 1993-02-25 3.09740
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## 9953 1993-03-01 3.09390
## 9954 1993-03-02 3.09390
## 9955 1993-03-03 3.09480
## 9956 1993-03-04 3.09610
## 9957 1993-03-05 3.10100
## 9958 1993-03-08 3.10210
## 9959 1993-03-09 3.11300
## 9960 1993-03-10 3.11740
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## 9974 1993-03-30 3.09370
## 9975 1993-03-31 3.09370
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## 9977 1993-04-02 3.09370
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## 9979 1993-04-06 3.09400
## 9980 1993-04-07 3.09850
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## 9992 1993-04-27 3.09610
## 9993 1993-04-28 3.10220
## 9994 1993-04-29 3.11520
## 9995 1993-04-30 3.11390
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## 10005 1993-05-17 3.12700
## 10006 1993-05-18 3.11690
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## 10008 1993-05-20 3.11090
## 10009 1993-05-21 3.10970
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## 10012 1993-05-26 3.12940
## 10013 1993-05-27 3.12270
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## 10040 1993-07-05 3.12240
## 10041 1993-07-06 3.12240
## 10042 1993-07-07 3.12360
## 10043 1993-07-08 3.12610
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## 10048 1993-07-15 3.12420
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## 10053 1993-07-22 3.12290
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## 10058 1993-07-29 3.12040
## 10059 1993-07-30 3.11790
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## 10102 1993-09-30 3.11790
## 10103 1993-10-01 3.11630
## 10104 1993-10-04 3.11310
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## 10106 1993-10-06 3.11420
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## 10108 1993-10-08 3.11580
## 10109 1993-10-11 3.11360
## 10110 1993-10-13 3.11290
## 10111 1993-10-14 3.11350
## 10112 1993-10-15 3.11400
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## 10115 1993-10-20 3.11150
## 10116 1993-10-21 3.11200
## 10117 1993-10-22 3.11250
## 10118 1993-10-25 3.11350
## 10119 1993-10-26 3.11350
## 10120 1993-10-27 3.11760
## 10121 1993-10-28 3.12930
## 10122 1993-10-29 3.12590
## 10123 1993-11-03 3.14810
## 10124 1993-11-04 3.14760
## 10125 1993-11-05 3.15200
## 10126 1993-11-08 3.15200
## 10127 1993-11-09 3.24500
## 10128 1993-11-10 3.24000
## 10129 1993-11-11 3.21630
## 10130 1993-11-12 3.23250
## 10131 1993-11-15 3.21250
## 10132 1993-11-16 3.18500
## 10133 1993-11-17 3.16080
## 10134 1993-11-18 3.11140
## 10135 1993-11-19 3.11480
## 10136 1993-11-22 3.10100
## 10137 1993-11-23 3.10030
## 10138 1993-11-24 3.10210
## 10139 1993-11-25 3.11680
## 10140 1993-11-26 3.11250
## 10141 1993-11-29 3.10650
## 10142 1993-11-30 3.10420
## 10143 1993-12-01 3.10340
## 10144 1993-12-02 3.10370
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## 10147 1993-12-07 3.10470
## 10148 1993-12-08 3.10470
## 10149 1993-12-09 3.10750
## 10150 1993-12-10 3.11690
## 10151 1993-12-13 3.11300
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## 10154 1993-12-16 3.10530
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## 10157 1993-12-21 3.11110
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## 10159 1993-12-23 3.11100
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## 10161 1993-12-27 3.10560
## 10162 1993-12-28 3.10590
## 10163 1993-12-29 3.10990
## 10164 1993-12-30 3.10710
## 10165 1994-01-03 3.10750
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## 10167 1994-01-05 3.10600
## 10168 1994-01-06 3.10570
## 10169 1994-01-07 3.10570
## 10170 1994-01-10 3.11500
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## 10172 1994-01-12 3.10940
## 10173 1994-01-13 3.10610
## 10174 1994-01-14 3.10880
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## 10177 1994-01-19 3.10560
## 10178 1994-01-20 3.10600
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## 10181 1994-01-25 3.10580
## 10182 1994-01-26 3.10640
## 10183 1994-01-27 3.10630
## 10184 1994-01-28 3.10590
## 10185 1994-01-31 3.10540
## 10186 1994-02-01 3.10500
## 10187 1994-02-02 3.10530
## 10188 1994-02-03 3.10560
## 10189 1994-02-04 3.10560
## 10190 1994-02-07 3.10560
## 10191 1994-02-08 3.10580
## 10192 1994-02-09 3.10550
## 10193 1994-02-10 3.10500
## 10194 1994-02-11 3.10500
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## 10197 1994-02-16 3.10550
## 10198 1994-02-17 3.10530
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## 10200 1994-02-21 3.10610
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## 10204 1994-02-25 3.21130
## 10205 1994-02-28 3.19330
## 10206 1994-03-01 3.19440
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## 10208 1994-03-03 3.25130
## 10209 1994-03-04 3.23550
## 10210 1994-03-07 3.25200
## 10211 1994-03-08 3.25650
## 10212 1994-03-09 3.31500
## 10213 1994-03-10 3.28880
## 10214 1994-03-11 3.30250
## 10215 1994-03-14 3.28490
## 10216 1994-03-15 3.31060
## 10217 1994-03-16 3.30330
## 10218 1994-03-17 3.30430
## 10219 1994-03-18 3.32480
## 10220 1994-03-22 3.33260
## 10221 1994-03-23 3.33530
## 10222 1994-03-25 3.35860
## 10223 1994-03-28 3.35980
## 10224 1994-03-29 3.35000
## 10225 1994-03-30 3.36060
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## 10227 1994-04-05 3.36300
## 10228 1994-04-06 3.36150
## 10229 1994-04-07 3.36300
## 10230 1994-04-08 3.36420
## 10231 1994-04-11 3.36540
## 10232 1994-04-12 3.36570
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## 10234 1994-04-14 3.36660
## 10235 1994-04-15 3.36700
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## 10238 1994-04-20 3.36900
## 10239 1994-04-21 3.36940
## 10240 1994-04-22 3.36790
## 10241 1994-04-25 3.30730
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## 10244 1994-04-28 3.27630
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## 10249 1994-05-06 3.32230
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## 10256 1994-05-17 3.32900
## 10257 1994-05-18 3.33090
## 10258 1994-05-19 3.32200
## 10259 1994-05-20 3.30200
## 10260 1994-05-23 3.30250
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## 10264 1994-05-27 3.31450
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## 10266 1994-05-31 3.32140
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## 10273 1994-06-09 3.35880
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## 10276 1994-06-14 3.37340
## 10277 1994-06-15 3.36730
## 10278 1994-06-16 3.36750
## 10279 1994-06-17 3.36750
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## 10286 1994-06-28 3.39180
## 10287 1994-06-29 3.38650
## 10288 1994-06-30 3.39380
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## 10290 1994-07-04 3.39900
## 10291 1994-07-05 3.39940
## 10292 1994-07-06 3.39980
## 10293 1994-07-07 3.40020
## 10294 1994-07-08 3.40060
## 10295 1994-07-11 3.40180
## 10296 1994-07-12 3.40220
## 10297 1994-07-13 3.40260
## 10298 1994-07-14 3.40250
## 10299 1994-07-15 3.40200
## 10300 1994-07-18 3.39980
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## 10303 1994-07-21 3.40560
## 10304 1994-07-22 3.40600
## 10305 1994-07-25 3.40720
## 10306 1994-07-26 3.40780
## 10307 1994-07-27 3.40190
## 10308 1994-07-28 3.40060
## 10309 1994-07-29 3.40060
## 10310 1994-08-01 3.39890
## 10311 1994-08-02 3.37890
## 10312 1994-08-03 3.37530
## 10313 1994-08-04 3.37810
## 10314 1994-08-05 3.38290
## 10315 1994-08-08 3.38700
## 10316 1994-08-09 3.38820
## 10317 1994-08-10 3.40300
## 10318 1994-08-11 3.39800
## 10319 1994-08-12 3.39960
## 10320 1994-08-15 3.40480
## 10321 1994-08-16 3.40780
## 10322 1994-08-17 3.38450
## 10323 1994-08-18 3.37690
## 10324 1994-08-19 3.35930
## 10325 1994-08-22 3.33580
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## 10327 1994-08-24 3.35550
## 10328 1994-08-25 3.36710
## 10329 1994-08-26 3.38260
## 10330 1994-08-29 3.37940
## 10331 1994-08-30 3.38150
## 10332 1994-08-31 3.39030
## 10333 1994-09-01 3.39080
## 10334 1994-09-02 3.37780
## 10335 1994-09-05 3.38960
## 10336 1994-09-06 3.40400
## 10337 1994-09-07 3.39830
## 10338 1994-09-08 3.40140
## 10339 1994-09-09 3.41230
## 10340 1994-09-12 3.41340
## 10341 1994-09-13 3.41990
## 10342 1994-09-14 3.41680
## 10343 1994-09-15 3.41450
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## 10346 1994-09-21 3.40300
## 10347 1994-09-22 3.40880
## 10348 1994-09-23 3.39050
## 10349 1994-09-26 3.37330
## 10350 1994-09-27 3.39080
## 10351 1994-09-28 3.40400
## 10352 1994-09-29 3.39800
## 10353 1994-09-30 3.39830
## 10354 1994-10-03 3.39840
## 10355 1994-10-04 3.41430
## 10356 1994-10-05 3.41280
## 10357 1994-10-06 3.41590
## 10358 1994-10-07 3.41750
## 10359 1994-10-10 3.41600
## 10360 1994-10-11 3.41990
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## 10362 1994-10-13 3.41360
## 10363 1994-10-14 3.41790
## 10364 1994-10-17 3.42150
## 10365 1994-10-18 3.42160
## 10366 1994-10-19 3.41060
## 10367 1994-10-20 3.41730
## 10368 1994-10-21 3.41750
## 10369 1994-10-24 3.41990
## 10370 1994-10-25 3.42860
## 10371 1994-10-26 3.42560
## 10372 1994-10-27 3.43000
## 10373 1994-10-28 3.43600
## 10374 1994-10-31 3.43810
## 10375 1994-11-03 3.43500
## 10376 1994-11-04 3.42960
## 10377 1994-11-07 3.42730
## 10378 1994-11-08 3.42410
## 10379 1994-11-09 3.42850
## 10380 1994-11-10 3.44240
## 10381 1994-11-11 3.44350
## 10382 1994-11-14 3.45130
## 10383 1994-11-15 3.45260
## 10384 1994-11-16 3.45300
## 10385 1994-11-17 3.45340
## 10386 1994-11-18 3.45380
## 10387 1994-11-21 3.44550
## 10388 1994-11-22 3.44730
## 10389 1994-11-23 3.44390
## 10390 1994-11-24 3.44800
## 10391 1994-11-25 3.44810
## 10392 1994-11-28 3.44980
## 10393 1994-11-29 3.44100
## 10394 1994-11-30 3.43860
## 10395 1994-12-02 3.43790
## 10396 1994-12-05 3.44180
## 10397 1994-12-06 3.44690
## 10398 1994-12-07 3.45190
## 10399 1994-12-08 3.45110
## 10400 1994-12-09 3.45340
## 10401 1994-12-13 3.45850
## 10402 1994-12-14 3.45430
## 10403 1994-12-15 3.46060
## 10404 1994-12-16 3.46350
## 10405 1994-12-19 3.46620
## 10406 1994-12-20 3.94130
## 10407 1994-12-21 3.99700
## 10408 1994-12-22 4.88750
## 10409 1994-12-23 4.73750
## 10410 1994-12-26 5.10000
## 10411 1994-12-27 5.76250
## 10412 1994-12-28 5.32500
## 10413 1994-12-29 4.94000
## 10414 1994-12-30 4.99500
## 10415 1995-01-02 5.27000
## 10416 1995-01-03 5.50000
## 10417 1995-01-04 5.53000
## 10418 1995-01-05 5.39000
## 10419 1995-01-06 5.59500
## 10420 1995-01-09 5.39500
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## 10422 1995-01-11 5.75750
## 10423 1995-01-12 5.68750
## 10424 1995-01-13 5.39500
## 10425 1995-01-16 5.49000
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## 10428 1995-01-19 5.60750
## 10429 1995-01-20 5.70500
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## 10431 1995-01-24 5.80750
## 10432 1995-01-25 5.70000
## 10433 1995-01-26 5.69000
## 10434 1995-01-27 5.69500
## 10435 1995-01-30 6.50000
## 10436 1995-01-31 5.90000
## 10437 1995-02-01 5.51250
## 10438 1995-02-02 5.45500
## 10439 1995-02-03 5.37750
## 10440 1995-02-06 5.36500
## 10441 1995-02-07 5.36250
## 10442 1995-02-08 5.36250
## 10443 1995-02-09 5.59000
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## 10445 1995-02-13 5.61500
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## 10447 1995-02-15 5.99250
## 10448 1995-02-16 6.10000
## 10449 1995-02-17 5.71500
## 10450 1995-02-20 5.52250
## 10451 1995-02-21 5.47000
## 10452 1995-02-22 5.95000
## 10453 1995-02-23 5.67500
## 10454 1995-02-24 5.83750
## 10455 1995-02-27 6.07750
## 10456 1995-02-28 6.00500
## 10457 1995-03-01 5.97750
## 10458 1995-03-02 5.96250
## 10459 1995-03-03 6.07250
## 10460 1995-03-06 6.63500
## 10461 1995-03-07 6.87500
## 10462 1995-03-08 6.82250
## 10463 1995-03-09 7.58750
## 10464 1995-03-10 6.46750
## 10465 1995-03-13 6.47000
## 10466 1995-03-14 6.57000
## 10467 1995-03-15 6.97250
## 10468 1995-03-16 7.20750
## 10469 1995-03-17 7.08250
## 10470 1995-03-20 7.08750
## 10471 1995-03-22 7.28000
## 10472 1995-03-23 7.04250
## 10473 1995-03-24 6.87500
## 10474 1995-03-27 6.72750
## 10475 1995-03-28 6.82750
## 10476 1995-03-29 6.81750
## 10477 1995-03-30 6.78000
## 10478 1995-03-31 6.84750
## 10479 1995-04-03 6.80250
## 10480 1995-04-04 6.58830
## 10481 1995-04-05 6.48500
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## 10483 1995-04-07 6.29330
## 10484 1995-04-10 6.29170
## 10485 1995-04-11 6.30330
## 10486 1995-04-12 6.28670
## 10487 1995-04-17 6.27330
## 10488 1995-04-18 6.24500
## 10489 1995-04-19 6.13920
## 10490 1995-04-20 6.04830
## 10491 1995-04-21 6.01920
## 10492 1995-04-24 5.93500
## 10493 1995-04-25 5.88830
## 10494 1995-04-26 5.78500
## 10495 1995-04-27 5.89830
## 10496 1995-04-28 6.05170
## 10497 1995-05-02 5.95670
## 10498 1995-05-03 5.86920
## 10499 1995-05-04 5.87580
## 10500 1995-05-08 5.84170
## 10501 1995-05-09 5.88830
## 10502 1995-05-10 5.95750
## 10503 1995-05-11 5.90830
## 10504 1995-05-12 5.94080
## 10505 1995-05-15 5.97420
## 10506 1995-05-16 5.94920
## 10507 1995-05-17 5.92750
## 10508 1995-05-18 5.92000
## 10509 1995-05-19 5.91750
## 10510 1995-05-22 5.91920
## 10511 1995-05-23 5.99500
## 10512 1995-05-24 6.03500
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## 12248 2002-04-26 9.31960
## 12249 2002-04-29 9.35420
## 12250 2002-04-30 9.37200
## 12251 2002-05-02 9.41700
## 12252 2002-05-03 9.49780
## 12253 2002-05-06 9.49130
## 12254 2002-05-07 9.48280
## 12255 2002-05-08 9.41700
## 12256 2002-05-09 9.44630
## 12257 2002-05-10 9.51020
## 12258 2002-05-13 9.49330
## 12259 2002-05-14 9.52040
## 12260 2002-05-15 9.47170
## 12261 2002-05-16 9.48630
## 12262 2002-05-17 9.47100
## 12263 2002-05-20 9.49100
## 12264 2002-05-21 9.51330
## 12265 2002-05-22 9.52450
## 12266 2002-05-23 9.51650
## 12267 2002-05-24 9.55850
## 12268 2002-05-27 9.57000
## 12269 2002-05-28 9.55860
## 12270 2002-05-29 9.61340
## 12271 2002-05-30 9.71480
## 12272 2002-05-31 9.65620
## 12273 2002-06-03 9.63980
## 12274 2002-06-04 9.70600
## 12275 2002-06-05 9.73450
## 12276 2002-06-06 9.77600
## 12277 2002-06-07 9.74120
## 12278 2002-06-10 9.69930
## 12279 2002-06-11 9.66070
## 12280 2002-06-12 9.70350
## 12281 2002-06-13 9.65320
## 12282 2002-06-14 9.66840
## 12283 2002-06-17 9.60780
## 12284 2002-06-18 9.62580
## 12285 2002-06-19 9.69830
## 12286 2002-06-20 9.76760
## 12287 2002-06-21 9.94730
## 12288 2002-06-24 9.93600
## 12289 2002-06-25 9.82030
## 12290 2002-06-26 9.99980
## 12291 2002-06-27 9.96150
## 12292 2002-06-28 9.95680
## 12293 2002-07-01 9.92830
## 12294 2002-07-02 9.96120
## 12295 2002-07-03 9.96700
## 12296 2002-07-04 9.95020
## 12297 2002-07-05 9.90340
## 12298 2002-07-08 9.92230
## 12299 2002-07-09 9.85520
## 12300 2002-07-10 9.83380
## 12301 2002-07-11 9.79790
## 12302 2002-07-12 9.70720
## 12303 2002-07-15 9.75220
## 12304 2002-07-16 9.73450
## 12305 2002-07-17 9.64680
## 12306 2002-07-18 9.64620
## 12307 2002-07-19 9.70530
## 12308 2002-07-22 9.62850
## 12309 2002-07-23 9.61300
## 12310 2002-07-24 9.70180
## 12311 2002-07-25 9.71580
## 12312 2002-07-26 9.76520
## 12313 2002-07-29 9.69440
## 12314 2002-07-30 9.74100
## 12315 2002-07-31 9.78610
## 12316 2002-08-01 9.87690
## 12317 2002-08-02 9.84120
## 12318 2002-08-05 9.79280
## 12319 2002-08-06 9.74730
## 12320 2002-08-07 9.73480
## 12321 2002-08-08 9.73350
## 12322 2002-08-09 9.76400
## 12323 2002-08-12 9.84020
## 12324 2002-08-13 9.95120
## 12325 2002-08-14 9.96680
## 12326 2002-08-15 9.92920
## 12327 2002-08-16 9.86430
## 12328 2002-08-19 9.77470
## 12329 2002-08-20 9.77130
## 12330 2002-08-21 9.78540
## 12331 2002-08-22 9.83880
## 12332 2002-08-23 9.84880
## 12333 2002-08-26 9.82670
## 12334 2002-08-27 9.85430
## 12335 2002-08-28 9.89900
## 12336 2002-08-29 9.91930
## 12337 2002-08-30 9.91090
## 12338 2002-09-02 9.91870
## 12339 2002-09-03 9.97890
## 12340 2002-09-04 10.01540
## 12341 2002-09-05 10.00860
## 12342 2002-09-06 9.96210
## 12343 2002-09-09 9.96050
## 12344 2002-09-10 9.95110
## 12345 2002-09-11 9.96540
## 12346 2002-09-12 10.00230
## 12347 2002-09-13 9.96740
## 12348 2002-09-17 9.96580
## 12349 2002-09-18 10.01160
## 12350 2002-09-19 10.06280
## 12351 2002-09-20 10.22650
## 12352 2002-09-23 10.35780
## 12353 2002-09-24 10.24250
## 12354 2002-09-25 10.25650
## 12355 2002-09-26 10.16670
## 12356 2002-09-27 10.17670
## 12357 2002-09-30 10.22990
## 12358 2002-10-01 10.15730
## 12359 2002-10-02 10.12480
## 12360 2002-10-03 10.13980
## 12361 2002-10-04 10.18400
## 12362 2002-10-07 10.21540
## 12363 2002-10-08 10.15750
## 12364 2002-10-09 10.20480
## 12365 2002-10-10 10.21950
## 12366 2002-10-11 10.15920
## 12367 2002-10-14 10.10840
## 12368 2002-10-15 10.06830
## 12369 2002-10-16 10.07570
## 12370 2002-10-17 9.99880
## 12371 2002-10-18 9.98420
## 12372 2002-10-21 9.93830
## 12373 2002-10-22 9.97230
## 12374 2002-10-23 10.00790
## 12375 2002-10-24 9.94680
## 12376 2002-10-25 9.98160
## 12377 2002-10-28 10.00030
## 12378 2002-10-29 10.15930
## 12379 2002-10-30 10.22630
## 12380 2002-10-31 10.15520
## 12381 2002-11-01 10.19920
## 12382 2002-11-04 10.18200
## 12383 2002-11-05 10.20990
## 12384 2002-11-06 10.16980
## 12385 2002-11-07 10.24280
## 12386 2002-11-08 10.29530
## 12387 2002-11-11 10.33340
## 12388 2002-11-12 10.34470
## 12389 2002-11-13 10.27870
## 12390 2002-11-14 10.20920
## 12391 2002-11-15 10.24840
## 12392 2002-11-18 10.17600
## 12393 2002-11-19 10.16350
## 12394 2002-11-21 10.08740
## 12395 2002-11-22 10.13330
## 12396 2002-11-25 10.10650
## 12397 2002-11-26 10.15350
## 12398 2002-11-27 10.14960
## 12399 2002-11-28 10.11930
## 12400 2002-11-29 10.14650
## 12401 2002-12-02 10.10360
## 12402 2002-12-03 10.14210
## 12403 2002-12-04 10.22870
## 12404 2002-12-05 10.24520
## 12405 2002-12-06 10.27240
## 12406 2002-12-09 10.18520
## 12407 2002-12-10 10.17440
## 12408 2002-12-11 10.17850
## 12409 2002-12-13 10.18500
## 12410 2002-12-16 10.19660
## 12411 2002-12-17 10.20530
## 12412 2002-12-18 10.25260
## 12413 2002-12-19 10.19200
## 12414 2002-12-20 10.18360
## 12415 2002-12-23 10.19070
## 12416 2002-12-24 10.20140
## 12417 2002-12-26 10.24790
## 12418 2002-12-27 10.31250
## 12419 2002-12-30 10.36130
## 12420 2002-12-31 10.43930
## 12421 2003-01-02 10.36260
## 12422 2003-01-03 10.38560
## 12423 2003-01-06 10.41950
## 12424 2003-01-07 10.32800
## 12425 2003-01-08 10.36170
## 12426 2003-01-09 10.41120
## 12427 2003-01-10 10.46720
## 12428 2003-01-13 10.53680
## 12429 2003-01-14 10.52740
## 12430 2003-01-15 10.48750
## 12431 2003-01-16 10.50830
## 12432 2003-01-17 10.59000
## 12433 2003-01-20 10.62220
## 12434 2003-01-21 10.68660
## 12435 2003-01-22 10.82630
## 12436 2003-01-23 10.77080
## 12437 2003-01-24 10.82670
## 12438 2003-01-27 10.88750
## 12439 2003-01-28 10.88420
## 12440 2003-01-29 10.98630
## 12441 2003-01-30 10.86360
## 12442 2003-01-31 10.90690
## 12443 2003-02-03 10.88330
## 12444 2003-02-04 10.98220
## 12445 2003-02-06 10.87310
## 12446 2003-02-07 10.89790
## 12447 2003-02-10 10.99480
## 12448 2003-02-11 10.94000
## 12449 2003-02-12 10.98320
## 12450 2003-02-13 10.97230
## 12451 2003-02-14 10.88230
## 12452 2003-02-17 10.76670
## 12453 2003-02-18 10.77220
## 12454 2003-02-19 10.84000
## 12455 2003-02-20 10.89980
## 12456 2003-02-21 10.97980
## 12457 2003-02-24 10.98150
## 12458 2003-02-25 11.05840
## 12459 2003-02-26 11.03290
## 12460 2003-02-27 11.03330
## 12461 2003-02-28 11.03240
## 12462 2003-03-03 10.99020
## 12463 2003-03-04 11.13670
## 12464 2003-03-05 11.19270
## 12465 2003-03-06 11.22500
## 12466 2003-03-07 11.10640
## 12467 2003-03-10 11.09980
## 12468 2003-03-11 11.00520
## 12469 2003-03-12 10.90730
## 12470 2003-03-13 10.81730
## 12471 2003-03-14 10.84810
## 12472 2003-03-17 10.87130
## 12473 2003-03-18 10.81470
## 12474 2003-03-19 10.86330
## 12475 2003-03-20 10.87340
## 12476 2003-03-24 10.80080
## 12477 2003-03-25 10.72000
## 12478 2003-03-26 10.74980
## 12479 2003-03-27 10.76710
## 12480 2003-03-28 10.66980
## 12481 2003-03-31 10.78890
## 12482 2003-04-01 10.73620
## 12483 2003-04-02 10.66760
## 12484 2003-04-03 10.66190
## 12485 2003-04-04 10.68230
## 12486 2003-04-07 10.68960
## 12487 2003-04-08 10.73980
## 12488 2003-04-09 10.75410
## 12489 2003-04-10 10.76510
## 12490 2003-04-11 10.70200
## 12491 2003-04-14 10.61020
## 12492 2003-04-15 10.63980
## 12493 2003-04-16 10.62250
## 12494 2003-04-21 10.55450
## 12495 2003-04-22 10.55250
## 12496 2003-04-23 10.51470
## 12497 2003-04-24 10.43480
## 12498 2003-04-25 10.43180
## 12499 2003-04-28 10.43040
## 12500 2003-04-29 10.34500
## 12501 2003-04-30 10.30000
## 12502 2003-05-02 10.20030
## 12503 2003-05-05 10.18170
## 12504 2003-05-06 10.26780
## 12505 2003-05-07 10.21150
## 12506 2003-05-08 10.17000
## 12507 2003-05-09 10.10680
## 12508 2003-05-12 10.17730
## 12509 2003-05-13 10.16050
## 12510 2003-05-14 10.14280
## 12511 2003-05-15 10.29270
## 12512 2003-05-16 10.37600
## 12513 2003-05-19 10.34980
## 12514 2003-05-20 10.26630
## 12515 2003-05-21 10.25300
## 12516 2003-05-22 10.23830
## 12517 2003-05-23 10.24730
## 12518 2003-05-26 10.25190
## 12519 2003-05-27 10.31660
## 12520 2003-05-28 10.40630
## 12521 2003-05-29 10.32050
## 12522 2003-05-30 10.33770
## 12523 2003-06-02 10.24020
## 12524 2003-06-03 10.25980
## 12525 2003-06-04 10.38820
## 12526 2003-06-05 10.55980
## 12527 2003-06-06 10.56080
## 12528 2003-06-09 10.74310
## 12529 2003-06-10 10.71450
## 12530 2003-06-11 10.61190
## 12531 2003-06-12 10.57750
## 12532 2003-06-13 10.59460
## 12533 2003-06-16 10.49830
## 12534 2003-06-17 10.50140
## 12535 2003-06-18 10.58830
## 12536 2003-06-19 10.48580
## 12537 2003-06-20 10.46690
## 12538 2003-06-23 10.47960
## 12539 2003-06-24 10.51880
## 12540 2003-06-25 10.47340
## 12541 2003-06-26 10.48080
## 12542 2003-06-27 10.41760
## 12543 2003-06-30 10.43700
## 12544 2003-07-01 10.44950
## 12545 2003-07-02 10.47790
## 12546 2003-07-03 10.44700
## 12547 2003-07-04 10.40870
## 12548 2003-07-07 10.39460
## 12549 2003-07-08 10.54300
## 12550 2003-07-09 10.47950
## 12551 2003-07-10 10.44820
## 12552 2003-07-11 10.42130
## 12553 2003-07-14 10.38210
## 12554 2003-07-15 10.43080
## 12555 2003-07-16 10.40790
## 12556 2003-07-17 10.34900
## 12557 2003-07-18 10.36000
## 12558 2003-07-21 10.41050
## 12559 2003-07-22 10.43620
## 12560 2003-07-23 10.51600
## 12561 2003-07-24 10.52030
## 12562 2003-07-25 10.50950
## 12563 2003-07-28 10.46450
## 12564 2003-07-29 10.48780
## 12565 2003-07-30 10.48700
## 12566 2003-07-31 10.52430
## 12567 2003-08-01 10.59970
## 12568 2003-08-04 10.58640
## 12569 2003-08-05 10.71170
## 12570 2003-08-06 10.70580
## 12571 2003-08-07 10.70010
## 12572 2003-08-08 10.66230
## 12573 2003-08-11 10.69090
## 12574 2003-08-12 10.74480
## 12575 2003-08-13 10.75620
## 12576 2003-08-14 10.69610
## 12577 2003-08-15 10.72730
## 12578 2003-08-18 10.72300
## 12579 2003-08-19 10.80070
## 12580 2003-08-20 10.83790
## 12581 2003-08-21 10.85070
## 12582 2003-08-22 10.86150
## 12583 2003-08-25 10.87530
## 12584 2003-08-26 10.91180
## 12585 2003-08-27 10.93370
## 12586 2003-08-28 10.98060
## 12587 2003-08-29 11.04750
## 12588 2003-09-01 11.04600
## 12589 2003-09-02 11.03130
## 12590 2003-09-03 10.93860
## 12591 2003-09-04 10.85750
## 12592 2003-09-05 10.86200
## 12593 2003-09-08 10.91850
## 12594 2003-09-09 11.02330
## 12595 2003-09-10 10.95020
## 12596 2003-09-11 10.97370
## 12597 2003-09-12 10.97930
## 12598 2003-09-15 10.97130
## 12599 2003-09-17 10.90540
## 12600 2003-09-18 10.91630
## 12601 2003-09-19 10.89550
## 12602 2003-09-22 10.82750
## 12603 2003-09-23 10.77410
## 12604 2003-09-24 10.79750
## 12605 2003-09-25 10.81150
## 12606 2003-09-26 10.92720
## 12607 2003-09-29 11.04460
## 12608 2003-09-30 11.01330
## 12609 2003-10-01 10.96140
## 12610 2003-10-02 11.16030
## 12611 2003-10-03 11.24730
## 12612 2003-10-06 11.21930
## 12613 2003-10-07 11.29230
## 12614 2003-10-08 11.24900
## 12615 2003-10-09 11.23560
## 12616 2003-10-10 11.19460
## 12617 2003-10-13 11.18530
## 12618 2003-10-14 11.23470
## 12619 2003-10-15 11.17850
## 12620 2003-10-16 11.24720
## 12621 2003-10-17 11.28020
## 12622 2003-10-20 11.17480
## 12623 2003-10-21 11.13970
## 12624 2003-10-22 11.21780
## 12625 2003-10-23 11.18100
## 12626 2003-10-24 11.17840
## 12627 2003-10-27 11.10680
## 12628 2003-10-28 11.06930
## 12629 2003-10-29 11.10780
## 12630 2003-10-30 11.10580
## 12631 2003-10-31 11.05250
## 12632 2003-11-03 10.98810
## 12633 2003-11-04 10.99980
## 12634 2003-11-05 10.98290
## 12635 2003-11-06 10.99030
## 12636 2003-11-07 10.96880
## 12637 2003-11-10 11.00970
## 12638 2003-11-11 10.95820
## 12639 2003-11-12 11.05820
## 12640 2003-11-13 11.17570
## 12641 2003-11-14 11.14420
## 12642 2003-11-17 11.18230
## 12643 2003-11-18 11.16430
## 12644 2003-11-19 11.20940
## 12645 2003-11-21 11.20580
## 12646 2003-11-24 11.28790
## 12647 2003-11-25 11.33980
## 12648 2003-11-26 11.35220
## 12649 2003-11-27 11.33850
## 12650 2003-11-28 11.39850
## 12651 2003-12-01 11.37830
## 12652 2003-12-02 11.35350
## 12653 2003-12-03 11.24960
## 12654 2003-12-04 11.22240
## 12655 2003-12-05 11.19590
## 12656 2003-12-08 11.23910
## 12657 2003-12-09 11.16350
## 12658 2003-12-10 11.21450
## 12659 2003-12-11 11.18770
## 12660 2003-12-15 11.27280
## 12661 2003-12-16 11.30610
## 12662 2003-12-17 11.26760
## 12663 2003-12-18 11.21930
## 12664 2003-12-19 11.22950
## 12665 2003-12-22 11.28550
## 12666 2003-12-23 11.26960
## 12667 2003-12-24 11.27440
## 12668 2003-12-26 11.21800
## 12669 2003-12-29 11.23600
## 12670 2003-12-30 11.19980
## 12671 2003-12-31 11.23720
## 12672 2004-01-02 11.08850
## 12673 2004-01-05 10.98050
## 12674 2004-01-06 10.96860
## 12675 2004-01-07 10.90440
## 12676 2004-01-08 10.88470
## 12677 2004-01-09 10.83760
## 12678 2004-01-12 10.81800
## 12679 2004-01-13 10.83690
## 12680 2004-01-14 10.82310
## 12681 2004-01-15 10.85140
## 12682 2004-01-16 10.81720
## 12683 2004-01-19 10.82640
## 12684 2004-01-20 10.84700
## 12685 2004-01-21 10.95210
## 12686 2004-01-22 11.00120
## 12687 2004-01-23 10.96200
## 12688 2004-01-26 10.91780
## 12689 2004-01-27 10.87890
## 12690 2004-01-28 10.91450
## 12691 2004-01-29 11.08430
## 12692 2004-01-30 11.02140
## 12693 2004-02-02 10.95450
## 12694 2004-02-03 11.08200
## 12695 2004-02-04 11.06080
## 12696 2004-02-06 11.13050
## 12697 2004-02-09 11.10390
## 12698 2004-02-10 11.10690
## 12699 2004-02-11 10.98660
## 12700 2004-02-12 10.96260
## 12701 2004-02-13 10.96270
## 12702 2004-02-16 10.94340
## 12703 2004-02-17 10.93370
## 12704 2004-02-18 10.90580
## 12705 2004-02-19 10.96880
## 12706 2004-02-20 10.94230
## 12707 2004-02-23 10.94370
## 12708 2004-02-24 11.05580
## 12709 2004-02-25 11.09320
## 12710 2004-02-26 11.07150
## 12711 2004-02-27 11.06060
## 12712 2004-03-01 10.97940
## 12713 2004-03-02 10.96230
## 12714 2004-03-03 11.03010
## 12715 2004-03-04 10.99550
## 12716 2004-03-05 10.93930
## 12717 2004-03-08 10.93290
## 12718 2004-03-09 10.96950
## 12719 2004-03-10 10.93680
## 12720 2004-03-11 10.96330
## 12721 2004-03-12 10.96380
## 12722 2004-03-15 10.96210
## 12723 2004-03-16 11.03900
## 12724 2004-03-17 10.99880
## 12725 2004-03-18 11.01280
## 12726 2004-03-19 10.98630
## 12727 2004-03-22 10.97370
## 12728 2004-03-23 10.96950
## 12729 2004-03-24 10.99150
## 12730 2004-03-25 11.01300
## 12731 2004-03-26 11.05780
## 12732 2004-03-29 11.15400
## 12733 2004-03-30 11.21030
## 12734 2004-03-31 11.17480
## 12735 2004-04-01 11.18280
## 12736 2004-04-02 11.18150
## 12737 2004-04-05 11.15980
## 12738 2004-04-06 11.16310
## 12739 2004-04-07 11.22330
## 12740 2004-04-12 11.22110
## 12741 2004-04-13 11.27020
## 12742 2004-04-14 11.28480
## 12743 2004-04-15 11.27000
## 12744 2004-04-16 11.25250
## 12745 2004-04-19 11.25100
## 12746 2004-04-20 11.30650
## 12747 2004-04-21 11.31190
## 12748 2004-04-22 11.32560
## 12749 2004-04-23 11.34330
## 12750 2004-04-26 11.28810
## 12751 2004-04-27 11.31090
## 12752 2004-04-28 11.33870
## 12753 2004-04-29 11.40680
## 12754 2004-04-30 11.40930
## 12755 2004-05-03 11.43100
## 12756 2004-05-04 11.41050
## 12757 2004-05-05 11.38870
## 12758 2004-05-06 11.43580
## 12759 2004-05-07 11.52720
## 12760 2004-05-10 11.63280
## 12761 2004-05-11 11.63250
## 12762 2004-05-12 11.62460
## 12763 2004-05-13 11.62810
## 12764 2004-05-14 11.57130
## 12765 2004-05-17 11.52820
## 12766 2004-05-18 11.49330
## 12767 2004-05-19 11.54480
## 12768 2004-05-20 11.57350
## 12769 2004-05-21 11.56730
## 12770 2004-05-24 11.56080
## 12771 2004-05-25 11.47600
## 12772 2004-05-26 11.45560
## 12773 2004-05-27 11.45150
## 12774 2004-05-28 11.41280
## 12775 2004-05-31 11.41470
## 12776 2004-06-01 11.48450
## 12777 2004-06-02 11.42650
## 12778 2004-06-03 11.43730
## 12779 2004-06-04 11.42240
## 12780 2004-06-07 11.34980
## 12781 2004-06-08 11.33970
## 12782 2004-06-09 11.38080
## 12783 2004-06-10 11.36600
## 12784 2004-06-11 11.36890
## 12785 2004-06-14 11.43270
## 12786 2004-06-15 11.42590
## 12787 2004-06-16 11.39910
## 12788 2004-06-17 11.35230
## 12789 2004-06-18 11.33120
## 12790 2004-06-21 11.31430
## 12791 2004-06-22 11.30770
## 12792 2004-06-23 11.34250
## 12793 2004-06-24 11.30040
## 12794 2004-06-25 11.31750
## 12795 2004-06-28 11.41160
## 12796 2004-06-29 11.52970
## 12797 2004-06-30 11.52580
## 12798 2004-07-01 11.49220
## 12799 2004-07-02 11.47630
## 12800 2004-07-05 11.44320
## 12801 2004-07-06 11.49480
## 12802 2004-07-07 11.46700
## 12803 2004-07-08 11.53150
## 12804 2004-07-09 11.51520
## 12805 2004-07-12 11.50090
## 12806 2004-07-13 11.49490
## 12807 2004-07-14 11.45520
## 12808 2004-07-15 11.49090
## 12809 2004-07-16 11.43520
## 12810 2004-07-19 11.37850
## 12811 2004-07-20 11.39540
## 12812 2004-07-21 11.46000
## 12813 2004-07-22 11.44630
## 12814 2004-07-23 11.43400
## 12815 2004-07-26 11.45820
## 12816 2004-07-27 11.51110
## 12817 2004-07-28 11.48010
## 12818 2004-07-29 11.43020
## 12819 2004-07-30 11.40790
## 12820 2004-08-02 11.42530
## 12821 2004-08-03 11.40520
## 12822 2004-08-04 11.45270
## 12823 2004-08-05 11.45700
## 12824 2004-08-06 11.41240
## 12825 2004-08-09 11.37760
## 12826 2004-08-10 11.39430
## 12827 2004-08-11 11.44360
## 12828 2004-08-12 11.44140
## 12829 2004-08-13 11.40480
## 12830 2004-08-16 11.38480
## 12831 2004-08-17 11.34810
## 12832 2004-08-18 11.34720
## 12833 2004-08-19 11.35500
## 12834 2004-08-20 11.34530
## 12835 2004-08-23 11.37640
## 12836 2004-08-24 11.38590
## 12837 2004-08-25 11.37120
## 12838 2004-08-26 11.36600
## 12839 2004-08-27 11.37390
## 12840 2004-08-30 11.42310
## 12841 2004-08-31 11.38070
## 12842 2004-09-01 11.41450
## 12843 2004-09-02 11.47250
## 12844 2004-09-03 11.52790
## 12845 2004-09-06 11.51930
## 12846 2004-09-07 11.56890
## 12847 2004-09-08 11.58950
## 12848 2004-09-09 11.57170
## 12849 2004-09-10 11.60050
## 12850 2004-09-13 11.57600
## 12851 2004-09-14 11.58510
## 12852 2004-09-15 11.53330
## 12853 2004-09-17 11.47740
## 12854 2004-09-20 11.45570
## 12855 2004-09-21 11.42940
## 12856 2004-09-22 11.40120
## 12857 2004-09-23 11.41800
## 12858 2004-09-24 11.41070
## 12859 2004-09-27 11.43480
## 12860 2004-09-28 11.41060
## 12861 2004-09-29 11.42880
## 12862 2004-09-30 11.38840
## 12863 2004-10-01 11.35030
## 12864 2004-10-04 11.35020
## 12865 2004-10-05 11.31490
## 12866 2004-10-06 11.27450
## 12867 2004-10-07 11.28740
## 12868 2004-10-08 11.24060
## 12869 2004-10-11 11.24490
## 12870 2004-10-12 11.28650
## 12871 2004-10-13 11.30210
## 12872 2004-10-14 11.31950
## 12873 2004-10-15 11.45400
## 12874 2004-10-18 11.50680
## 12875 2004-10-19 11.45070
## 12876 2004-10-20 11.45480
## 12877 2004-10-21 11.47220
## 12878 2004-10-22 11.44240
## 12879 2004-10-25 11.51500
## 12880 2004-10-26 11.51780
## 12881 2004-10-27 11.51180
## 12882 2004-10-28 11.52930
## 12883 2004-10-29 11.53900
## 12884 2004-11-01 11.53310
## 12885 2004-11-02 11.49970
## 12886 2004-11-03 11.42480
## 12887 2004-11-04 11.41180
## 12888 2004-11-05 11.40310
## 12889 2004-11-08 11.39530
## 12890 2004-11-09 11.44650
## 12891 2004-11-10 11.42990
## 12892 2004-11-11 11.39970
## 12893 2004-11-12 11.38100
## 12894 2004-11-15 11.35830
## 12895 2004-11-16 11.35080
## 12896 2004-11-17 11.32710
## 12897 2004-11-18 11.33350
## 12898 2004-11-19 11.36370
## 12899 2004-11-22 11.39490
## 12900 2004-11-23 11.34470
## 12901 2004-11-24 11.27970
## 12902 2004-11-25 11.27130
## 12903 2004-11-26 11.24700
## 12904 2004-11-29 11.26600
## 12905 2004-11-30 11.23730
## 12906 2004-12-01 11.17130
## 12907 2004-12-02 11.14530
## 12908 2004-12-03 11.12130
## 12909 2004-12-06 11.13550
## 12910 2004-12-07 11.17040
## 12911 2004-12-08 11.27380
## 12912 2004-12-09 11.29100
## 12913 2004-12-10 11.33430
## 12914 2004-12-13 11.30450
## 12915 2004-12-14 11.29030
## 12916 2004-12-15 11.20280
## 12917 2004-12-16 11.23160
## 12918 2004-12-17 11.24030
## 12919 2004-12-20 11.15550
## 12920 2004-12-21 11.18730
## 12921 2004-12-22 11.18140
## 12922 2004-12-23 11.13630
## 12923 2004-12-24 11.15000
## 12924 2004-12-27 11.13480
## 12925 2004-12-28 11.20420
## 12926 2004-12-29 11.26480
## 12927 2004-12-30 11.21830
## 12928 2004-12-31 11.14950
## 12929 2005-01-03 11.20070
## 12930 2005-01-04 11.30870
## 12931 2005-01-05 11.34180
## 12932 2005-01-06 11.40180
## 12933 2005-01-07 11.36430
## 12934 2005-01-10 11.26670
## 12935 2005-01-11 11.22090
## 12936 2005-01-12 11.17610
## 12937 2005-01-13 11.18580
## 12938 2005-01-14 11.23390
## 12939 2005-01-17 11.22850
## 12940 2005-01-18 11.24950
## 12941 2005-01-19 11.23280
## 12942 2005-01-20 11.25150
## 12943 2005-01-21 11.25050
## 12944 2005-01-24 11.23530
## 12945 2005-01-25 11.28900
## 12946 2005-01-26 11.26320
## 12947 2005-01-27 11.29910
## 12948 2005-01-28 11.26130
## 12949 2005-01-31 11.21410
## 12950 2005-02-01 11.17140
## 12951 2005-02-02 11.16700
## 12952 2005-02-03 11.16830
## 12953 2005-02-04 11.14140
## 12954 2005-02-07 11.19090
## 12955 2005-02-08 11.21520
## 12956 2005-02-09 11.19190
## 12957 2005-02-10 11.15330
## 12958 2005-02-11 11.15320
## 12959 2005-02-14 11.15580
## 12960 2005-02-15 11.15350
## 12961 2005-02-16 11.16250
## 12962 2005-02-17 11.13890
## 12963 2005-02-18 11.07320
## 12964 2005-02-21 11.06800
## 12965 2005-02-22 11.04870
## 12966 2005-02-23 11.08070
## 12967 2005-02-24 11.09550
## 12968 2005-02-25 11.10860
## 12969 2005-02-28 11.09650
## 12970 2005-03-01 11.10400
## 12971 2005-03-02 11.10730
## 12972 2005-03-03 11.08370
## 12973 2005-03-04 11.04580
## 12974 2005-03-07 11.03490
## 12975 2005-03-08 10.97900
## 12976 2005-03-09 11.01810
## 12977 2005-03-10 11.03240
## 12978 2005-03-11 11.02230
## 12979 2005-03-14 11.13500
## 12980 2005-03-15 11.20380
## 12981 2005-03-16 11.22760
## 12982 2005-03-17 11.21930
## 12983 2005-03-18 11.17590
## 12984 2005-03-22 11.18980
## 12985 2005-03-23 11.25050
## 12986 2005-03-28 11.32280
## 12987 2005-03-29 11.29420
## 12988 2005-03-30 11.22930
## 12989 2005-03-31 11.17830
## 12990 2005-04-01 11.18930
## 12991 2005-04-04 11.21750
## 12992 2005-04-05 11.21760
## 12993 2005-04-06 11.23070
## 12994 2005-04-07 11.19450
## 12995 2005-04-08 11.15830
## 12996 2005-04-11 11.08790
## 12997 2005-04-12 11.11550
## 12998 2005-04-13 11.06150
## 12999 2005-04-14 11.10320
## 13000 2005-04-15 11.10210
## 13001 2005-04-18 11.12900
## 13002 2005-04-19 11.07760
## 13003 2005-04-20 11.06140
## 13004 2005-04-21 11.04100
## 13005 2005-04-22 11.03610
## 13006 2005-04-25 11.05710
## 13007 2005-04-26 11.05950
## 13008 2005-04-27 11.10330
## 13009 2005-04-28 11.11590
## 13010 2005-04-29 11.08320
## 13011 2005-05-02 11.02710
## 13012 2005-05-03 11.02840
## 13013 2005-05-04 10.98200
## 13014 2005-05-05 10.94870
## 13015 2005-05-06 10.94330
## 13016 2005-05-09 10.96930
## 13017 2005-05-10 11.00820
## 13018 2005-05-11 11.03230
## 13019 2005-05-12 11.01890
## 13020 2005-05-13 11.02900
## 13021 2005-05-16 11.03760
## 13022 2005-05-17 10.99630
## 13023 2005-05-18 10.96680
## 13024 2005-05-19 10.92830
## 13025 2005-05-20 10.97150
## 13026 2005-05-23 10.95330
## 13027 2005-05-24 10.98010
## 13028 2005-05-25 10.93720
## 13029 2005-05-26 10.96450
## 13030 2005-05-27 10.90300
## 13031 2005-05-30 10.86990
## 13032 2005-05-31 10.91600
## 13033 2005-06-01 10.84420
## 13034 2005-06-02 10.81440
## 13035 2005-06-03 10.81790
## 13036 2005-06-06 10.87920
## 13037 2005-06-07 10.86950
## 13038 2005-06-08 10.84940
## 13039 2005-06-09 10.88680
## 13040 2005-06-10 10.86480
## 13041 2005-06-13 10.86800
## 13042 2005-06-14 10.83920
## 13043 2005-06-15 10.83320
## 13044 2005-06-16 10.80070
## 13045 2005-06-17 10.79130
## 13046 2005-06-20 10.83420
## 13047 2005-06-21 10.79820
## 13048 2005-06-22 10.76100
## 13049 2005-06-23 10.78970
## 13050 2005-06-24 10.76420
## 13051 2005-06-27 10.81270
## 13052 2005-06-28 10.84280
## 13053 2005-06-29 10.76450
## 13054 2005-06-30 10.77520
## 13055 2005-07-01 10.73270
## 13056 2005-07-04 10.74380
## 13057 2005-07-05 10.75550
## 13058 2005-07-06 10.76890
## 13059 2005-07-07 10.79970
## 13060 2005-07-08 10.74280
## 13061 2005-07-11 10.70450
## 13062 2005-07-12 10.68810
## 13063 2005-07-13 10.68980
## 13064 2005-07-14 10.63720
## 13065 2005-07-15 10.63120
## 13066 2005-07-18 10.59580
## 13067 2005-07-19 10.62270
## 13068 2005-07-20 10.64980
## 13069 2005-07-21 10.59420
## 13070 2005-07-22 10.63070
## 13071 2005-07-25 10.66830
## 13072 2005-07-26 10.71650
## 13073 2005-07-27 10.64300
## 13074 2005-07-28 10.62010
## 13075 2005-07-29 10.60570
## 13076 2005-08-01 10.59940
## 13077 2005-08-02 10.59680
## 13078 2005-08-03 10.61380
## 13079 2005-08-04 10.58310
## 13080 2005-08-05 10.59210
## 13081 2005-08-08 10.60180
## 13082 2005-08-09 10.63830
## 13083 2005-08-10 10.58740
## 13084 2005-08-11 10.58150
## 13085 2005-08-12 10.63430
## 13086 2005-08-15 10.60400
## 13087 2005-08-16 10.58090
## 13088 2005-08-17 10.60880
## 13089 2005-08-18 10.66010
## 13090 2005-08-19 10.77530
## 13091 2005-08-22 10.73560
## 13092 2005-08-23 10.77420
## 13093 2005-08-24 10.88220
## 13094 2005-08-25 10.81530
## 13095 2005-08-26 10.83330
## 13096 2005-08-29 10.89360
## 13097 2005-08-30 10.83770
## 13098 2005-08-31 10.79950
## 13099 2005-09-01 10.72340
## 13100 2005-09-02 10.68400
## 13101 2005-09-05 10.66890
## 13102 2005-09-06 10.68680
## 13103 2005-09-07 10.70150
## 13104 2005-09-08 10.71260
## 13105 2005-09-09 10.70800
## 13106 2005-09-12 10.69940
## 13107 2005-09-13 10.74560
## 13108 2005-09-14 10.83550
## 13109 2005-09-15 10.80700
## 13110 2005-09-19 10.85580
## 13111 2005-09-20 10.82320
## 13112 2005-09-21 10.77980
## 13113 2005-09-22 10.83410
## 13114 2005-09-23 10.84750
## 13115 2005-09-26 10.87600
## 13116 2005-09-27 10.88600
## 13117 2005-09-28 10.84950
## 13118 2005-09-29 10.81310
## 13119 2005-09-30 10.79070
## 13120 2005-10-03 10.76830
## 13121 2005-10-04 10.68570
## 13122 2005-10-05 10.71150
## 13123 2005-10-06 10.76870
## 13124 2005-10-07 10.79400
## 13125 2005-10-10 10.79650
## 13126 2005-10-11 10.80070
## 13127 2005-10-12 10.88420
## 13128 2005-10-13 10.94080
## 13129 2005-10-14 10.91640
## 13130 2005-10-17 10.84620
## 13131 2005-10-18 10.83070
## 13132 2005-10-19 10.87520
## 13133 2005-10-20 10.83930
## 13134 2005-10-21 10.89480
## 13135 2005-10-24 10.85600
## 13136 2005-10-25 10.84170
## 13137 2005-10-26 10.89100
## 13138 2005-10-27 10.90920
## 13139 2005-10-28 10.84470
## 13140 2005-10-31 10.78570
## 13141 2005-11-01 10.76470
## 13142 2005-11-02 10.76130
## 13143 2005-11-03 10.72180
## 13144 2005-11-04 10.74950
## 13145 2005-11-07 10.70720
## 13146 2005-11-08 10.72820
## 13147 2005-11-09 10.71040
## 13148 2005-11-10 10.71400
## 13149 2005-11-11 10.68330
## 13150 2005-11-14 10.68970
## 13151 2005-11-15 10.65050
## 13152 2005-11-16 10.63500
## 13153 2005-11-17 10.67600
## 13154 2005-11-18 10.65430
## 13155 2005-11-21 10.64250
## 13156 2005-11-22 10.66780
## 13157 2005-11-23 10.61800
## 13158 2005-11-24 10.60830
## 13159 2005-11-25 10.60700
## 13160 2005-11-28 10.56700
## 13161 2005-11-29 10.57020
## 13162 2005-11-30 10.57930
## 13163 2005-12-01 10.52470
## 13164 2005-12-02 10.45580
## 13165 2005-12-05 10.47410
## 13166 2005-12-06 10.40970
## 13167 2005-12-07 10.44000
## 13168 2005-12-08 10.50200
## 13169 2005-12-09 10.62400
## 13170 2005-12-13 10.63680
## 13171 2005-12-14 10.69310
## 13172 2005-12-15 10.73780
## 13173 2005-12-16 10.75670
## 13174 2005-12-19 10.72830
## 13175 2005-12-20 10.69970
## 13176 2005-12-21 10.64570
## 13177 2005-12-22 10.65320
## 13178 2005-12-23 10.68450
## 13179 2005-12-26 10.69320
## 13180 2005-12-27 10.73620
## 13181 2005-12-28 10.77770
## 13182 2005-12-29 10.71090
## 13183 2005-12-30 10.63440
## 13184 2006-01-02 10.62530
## 13185 2006-01-03 10.64550
## 13186 2006-01-04 10.58150
## 13187 2006-01-05 10.59070
## 13188 2006-01-06 10.57260
## 13189 2006-01-09 10.54460
## 13190 2006-01-10 10.59900
## 13191 2006-01-11 10.60970
## 13192 2006-01-12 10.57320
## 13193 2006-01-13 10.57520
## 13194 2006-01-16 10.55900
## 13195 2006-01-17 10.53720
## 13196 2006-01-18 10.57780
## 13197 2006-01-19 10.55890
## 13198 2006-01-20 10.50780
## 13199 2006-01-23 10.52080
## 13200 2006-01-24 10.50630
## 13201 2006-01-25 10.50040
## 13202 2006-01-26 10.50390
## 13203 2006-01-27 10.45980
## 13204 2006-01-30 10.44160
## 13205 2006-01-31 10.44330
## 13206 2006-02-01 10.43030
## 13207 2006-02-02 10.48050
## 13208 2006-02-03 10.49810
## 13209 2006-02-07 10.47580
## 13210 2006-02-08 10.52770
## 13211 2006-02-09 10.48030
## 13212 2006-02-10 10.48700
## 13213 2006-02-13 10.52580
## 13214 2006-02-14 10.52490
## 13215 2006-02-15 10.51700
## 13216 2006-02-16 10.51750
## 13217 2006-02-17 10.45280
## 13218 2006-02-20 10.44010
## 13219 2006-02-21 10.43880
## 13220 2006-02-22 10.49900
## 13221 2006-02-23 10.48850
## 13222 2006-02-24 10.47610
## 13223 2006-02-27 10.46610
## 13224 2006-02-28 10.45600
## 13225 2006-03-01 10.46730
## 13226 2006-03-02 10.51130
## 13227 2006-03-03 10.57590
## 13228 2006-03-06 10.61180
## 13229 2006-03-07 10.70030
## 13230 2006-03-08 10.75600
## 13231 2006-03-09 10.70940
## 13232 2006-03-10 10.71250
## 13233 2006-03-13 10.71260
## 13234 2006-03-14 10.69420
## 13235 2006-03-15 10.66670
## 13236 2006-03-16 10.62120
## 13237 2006-03-17 10.68850
## 13238 2006-03-20 10.75680
## 13239 2006-03-22 10.86280
## 13240 2006-03-23 10.86120
## 13241 2006-03-24 10.85680
## 13242 2006-03-27 10.93290
## 13243 2006-03-28 10.96330
## 13244 2006-03-29 10.95100
## 13245 2006-03-30 10.92280
## 13246 2006-03-31 10.89350
## 13247 2006-04-03 10.87170
## 13248 2006-04-04 10.85480
## 13249 2006-04-05 10.94670
## 13250 2006-04-06 11.05570
## 13251 2006-04-07 11.14430
## 13252 2006-04-10 11.09560
## 13253 2006-04-11 11.07080
## 13254 2006-04-12 11.04770
## 13255 2006-04-17 11.08420
## 13256 2006-04-18 11.00110
## 13257 2006-04-19 10.97730
## 13258 2006-04-20 11.03020
## 13259 2006-04-21 11.06670
## 13260 2006-04-24 11.06560
## 13261 2006-04-25 11.08420
## 13262 2006-04-26 11.15780
## 13263 2006-04-27 11.11350
## 13264 2006-04-28 11.09030
## 13265 2006-05-02 11.03230
## 13266 2006-05-03 10.96080
## 13267 2006-05-04 10.96940
## 13268 2006-05-05 10.95870
## 13269 2006-05-08 10.93810
## 13270 2006-05-09 10.92580
## 13271 2006-05-10 10.84250
## 13272 2006-05-11 10.83810
## 13273 2006-05-12 11.03250
## 13274 2006-05-15 11.15320
## 13275 2006-05-16 11.05180
## 13276 2006-05-17 11.13300
## 13277 2006-05-18 11.20050
## 13278 2006-05-19 11.19150
## 13279 2006-05-22 11.27990
## 13280 2006-05-23 11.19350
## 13281 2006-05-24 11.28540
## 13282 2006-05-25 11.20970
## 13283 2006-05-26 11.13730
## 13284 2006-05-29 11.13030
## 13285 2006-05-30 11.26930
## 13286 2006-05-31 11.29660
## 13287 2006-06-01 11.28430
## 13288 2006-06-02 11.29700
## 13289 2006-06-05 11.28540
## 13290 2006-06-06 11.36670
## 13291 2006-06-07 11.32500
## 13292 2006-06-08 11.41900
## 13293 2006-06-09 11.37770
## 13294 2006-06-12 11.38270
## 13295 2006-06-13 11.43270
## 13296 2006-06-14 11.45270
## 13297 2006-06-15 11.41130
## 13298 2006-06-16 11.41400
## 13299 2006-06-19 11.44590
## 13300 2006-06-20 11.48090
## 13301 2006-06-21 11.44410
## 13302 2006-06-22 11.44050
## 13303 2006-06-23 11.43820
## 13304 2006-06-26 11.40900
## 13305 2006-06-27 11.43020
## 13306 2006-06-28 11.39730
## 13307 2006-06-29 11.40090
## 13308 2006-06-30 11.27230
## 13309 2006-07-03 11.13020
## 13310 2006-07-04 11.06420
## 13311 2006-07-05 11.19010
## 13312 2006-07-06 11.10610
## 13313 2006-07-07 11.02430
## 13314 2006-07-10 10.95470
## 13315 2006-07-11 11.00950
## 13316 2006-07-12 11.03030
## 13317 2006-07-13 11.05230
## 13318 2006-07-14 11.02750
## 13319 2006-07-17 10.99140
## 13320 2006-07-18 10.96180
## 13321 2006-07-19 10.90450
## 13322 2006-07-20 10.87080
## 13323 2006-07-21 10.89540
## 13324 2006-07-24 10.93030
## 13325 2006-07-25 10.91480
## 13326 2006-07-26 10.93370
## 13327 2006-07-27 10.89680
## 13328 2006-07-28 10.89470
## 13329 2006-07-31 10.91810
## 13330 2006-08-01 11.02030
## 13331 2006-08-02 10.95370
## 13332 2006-08-03 10.98020
## 13333 2006-08-04 10.89080
## 13334 2006-08-07 10.88380
## 13335 2006-08-08 10.91130
## 13336 2006-08-09 10.83860
## 13337 2006-08-10 10.88080
## 13338 2006-08-11 10.81470
## 13339 2006-08-14 10.80280
## 13340 2006-08-15 10.82500
## 13341 2006-08-16 10.75000
## 13342 2006-08-17 10.74800
## 13343 2006-08-18 10.82170
## 13344 2006-08-21 10.80380
## 13345 2006-08-22 10.80400
## 13346 2006-08-23 10.84280
## 13347 2006-08-24 10.92200
## 13348 2006-08-25 10.95280
## 13349 2006-08-28 10.93470
## 13350 2006-08-29 10.90470
## 13351 2006-08-30 10.86500
## 13352 2006-08-31 10.90370
## 13353 2006-09-01 10.89520
## 13354 2006-09-04 10.84760
## 13355 2006-09-05 10.84380
## 13356 2006-09-06 10.93800
## 13357 2006-09-07 11.01960
## 13358 2006-09-08 11.02710
## 13359 2006-09-11 11.07050
## 13360 2006-09-12 11.03610
## 13361 2006-09-13 11.01170
## 13362 2006-09-14 10.98180
## 13363 2006-09-15 10.94680
## 13364 2006-09-18 10.92730
## 13365 2006-09-19 10.92270
## 13366 2006-09-20 10.93460
## 13367 2006-09-21 10.99530
## 13368 2006-09-22 11.08770
## 13369 2006-09-25 11.10500
## 13370 2006-09-26 11.04180
## 13371 2006-09-27 11.01520
## 13372 2006-09-28 11.05020
## 13373 2006-09-29 10.99350
## 13374 2006-10-02 10.97330
## 13375 2006-10-03 11.04040
## 13376 2006-10-04 11.05330
## 13377 2006-10-05 11.01850
## 13378 2006-10-06 11.06240
## 13379 2006-10-09 11.08420
## 13380 2006-10-10 11.05970
## 13381 2006-10-11 11.02480
## 13382 2006-10-12 10.94060
## 13383 2006-10-13 10.87650
## 13384 2006-10-16 10.83640
## 13385 2006-10-17 10.87030
## 13386 2006-10-18 10.82570
## 13387 2006-10-19 10.80600
## 13388 2006-10-20 10.81690
## 13389 2006-10-23 10.84890
## 13390 2006-10-24 10.82890
## 13391 2006-10-25 10.79180
## 13392 2006-10-26 10.73130
## 13393 2006-10-27 10.70930
## 13394 2006-10-30 10.77400
## 13395 2006-10-31 10.76400
## 13396 2006-11-01 10.74490
## 13397 2006-11-03 10.79480
## 13398 2006-11-06 10.83440
## 13399 2006-11-07 10.82000
## 13400 2006-11-08 10.85980
## 13401 2006-11-09 10.86320
## 13402 2006-11-10 10.91580
## 13403 2006-11-13 10.92630
## 13404 2006-11-14 10.86750
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## 13949 2009-01-20 13.93820
## 13950 2009-01-21 13.91450
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## 13953 2009-01-26 13.93420
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## 13955 2009-01-28 14.15130
## 13956 2009-01-29 14.19750
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## 13958 2009-02-03 14.54040
## 13959 2009-02-04 14.46670
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## 13961 2009-02-06 14.17780
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## 13965 2009-02-12 14.60130
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## 13973 2009-02-24 14.83270
## 13974 2009-02-25 14.92750
## 13975 2009-02-26 14.93220
## 13976 2009-02-27 15.06980
## 13977 2009-03-02 15.36500
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## 16871 2020-09-02 21.83930
## 16872 2020-09-03 21.63830
## 16873 2020-09-04 21.61150
## 16874 2020-09-07 21.58870
## 16875 2020-09-08 21.71380
## 16876 2020-09-09 21.53770
## 16877 2020-09-10 21.27730
## 16878 2020-09-11 21.32100
## 16879 2020-09-14 21.07280
## 16880 2020-09-15 21.06920
## 16881 2020-09-17 20.98500
## 16882 2020-09-18 20.96970
## 16883 2020-09-21 21.50500
## 16884 2020-09-22 21.56820
## 16885 2020-09-23 22.08970
## 16886 2020-09-24 22.36780
## 16887 2020-09-25 22.44020
## 16888 2020-09-28 22.45730
## 16889 2020-09-29 22.35980
## 16890 2020-09-30 22.14380
## 16891 2020-10-01 21.95620
## 16892 2020-10-02 21.70250
## 16893 2020-10-05 21.39600
## 16894 2020-10-06 21.45070
## 16895 2020-10-07 21.49300
## 16896 2020-10-08 21.43180
## 16897 2020-10-09 21.18220
## 16898 2020-10-12 21.21830
## 16899 2020-10-13 21.36770
## 16900 2020-10-14 21.29980
## 16901 2020-10-15 21.38320
## 16902 2020-10-16 21.17650
## 16903 2020-10-19 21.13420
## 16904 2020-10-20 21.09020
## 16905 2020-10-21 21.06400
## 16906 2020-10-22 21.03000
## 16907 2020-10-23 20.92050
## 16908 2020-10-26 20.98180
## 16909 2020-10-27 20.87980
## 16910 2020-10-28 21.16480
## 16911 2020-10-29 21.37700
## 16912 2020-10-30 21.25080
## 16913 2020-11-03 21.15550
## 16914 2020-11-04 21.03450
## 16915 2020-11-05 20.76120
## 16916 2020-11-06 20.62000
## 16917 2020-11-09 20.36000
## 16918 2020-11-10 20.40180
## 16919 2020-11-11 20.57720
## 16920 2020-11-12 20.53030
## 16921 2020-11-13 20.48330
## 16922 2020-11-17 20.32120
## 16923 2020-11-18 20.23880
## 16924 2020-11-19 20.18580
## 16925 2020-11-20 20.11720
## 16926 2020-11-23 20.10120
## 16927 2020-11-24 20.05770
## 16928 2020-11-25 20.04650
## 16929 2020-11-26 20.04670
## 16930 2020-11-27 20.07770
## 16931 2020-11-30 20.13980
## 16932 2020-12-01 20.05080
## 16933 2020-12-02 20.04970
## 16934 2020-12-03 19.90830
## 16935 2020-12-04 19.78380
## 16936 2020-12-07 19.82130
## 16937 2020-12-08 19.75370
## 16938 2020-12-09 19.83680
## 16939 2020-12-10 19.95720
## 16940 2020-12-11 20.10750
## 16941 2020-12-14 20.17780
## 16942 2020-12-15 20.11130
## 16943 2020-12-16 19.95130
## 16944 2020-12-17 19.81730
## 16945 2020-12-18 19.94870
## 16946 2020-12-21 20.09050
## 16947 2020-12-22 20.05620
## 16948 2020-12-23 20.11750
## 16949 2020-12-24 19.85170
## 16950 2020-12-28 20.04770
## 16951 2020-12-29 19.94870
## 16952 2020-12-30 19.93520
## 16953 2020-12-31 19.90870
## 16954 2021-01-04 19.84570
## 16955 2021-01-05 19.94370
## 16956 2021-01-06 19.72500
## 16957 2021-01-07 19.91000
## 16958 2021-01-08 19.97050
## 16959 2021-01-11 20.11300
## 16960 2021-01-12 19.93730
## 16961 2021-01-13 19.79350
## 16962 2021-01-14 19.77930
## 16963 2021-01-15 19.78750
## 16964 2021-01-18 19.75700
## 16965 2021-01-19 19.67880
## 16966 2021-01-20 19.57930
## 16967 2021-01-21 19.73930
## 16968 2021-01-22 19.98330
## 16969 2021-01-25 20.15980
## 16970 2021-01-26 20.01520
## 16971 2021-01-27 20.21680
## 16972 2021-01-28 20.26970
## 16973 2021-01-29 20.22480
## 16974 2021-02-02 20.17220
## 16975 2021-02-03 20.19530
## 16976 2021-02-04 20.44350
## 16977 2021-02-05 20.13880
## 16978 2021-02-08 20.12270
## 16979 2021-02-09 20.09130
## 16980 2021-02-10 20.05880
## 16981 2021-02-11 19.95350
## 16982 2021-02-12 19.96220
## 16983 2021-02-15 19.95180
## 16984 2021-02-16 20.20230
## 16985 2021-02-17 20.22570
## 16986 2021-02-18 20.41650
## 16987 2021-02-19 20.42220
## 16988 2021-02-22 20.67830
## 16989 2021-02-23 20.58330
## 16990 2021-02-24 20.47520
## 16991 2021-02-25 20.85230
## 16992 2021-02-26 20.93900
## 16993 2021-03-01 20.61230
## 16994 2021-03-02 20.69030
## 16995 2021-03-03 20.89570
## 16996 2021-03-04 20.84980
## 16997 2021-03-05 21.26350
## 16998 2021-03-08 21.41770
## 16999 2021-03-09 21.25750
## 17000 2021-03-10 20.98530
## 17001 2021-03-11 20.71330
## 17002 2021-03-12 20.76370
## 17003 2021-03-16 20.57530
## 17004 2021-03-17 20.68280
## 17005 2021-03-18 20.44150
## 17006 2021-03-19 20.48230
## 17007 2021-03-22 20.57880
## 17008 2021-03-23 20.64080
## 17009 2021-03-24 20.78820
## 17010 2021-03-25 20.76620
## 17011 2021-03-26 20.56770
## 17012 2021-03-29 20.60470
## 17013 2021-03-30 20.60250
## 17014 2021-03-31 20.44000names(TC) <- c("Fecha", "Tipo de cambio")
View( TC )Primeros 10 datos
kable(head(TC, 10), caption = "Tabla 1: Primeros 10 Tipos de Cambio")| Fecha | Tipo de cambio |
|---|---|
| 1954-04-19 | 0.0125 |
| 1954-04-20 | 0.0125 |
| 1954-04-21 | 0.0125 |
| 1954-04-22 | 0.0125 |
| 1954-04-23 | 0.0125 |
| 1954-04-26 | 0.0125 |
| 1954-04-27 | 0.0125 |
| 1954-04-28 | 0.0125 |
| 1954-04-29 | 0.0125 |
| 1954-04-30 | 0.0125 |
Resultado:
| Fecha | Tipo de cambio |
|---|---|
| 1954-04-19 | 0.0125 |
| 1954-04-20 | 0.0125 |
| 1954-04-21 | 0.0125 |
| 1954-04-22 | 0.0125 |
| 1954-04-23 | 0.0125 |
| 1954-04-26 | 0.0125 |
| 1954-04-27 | 0.0125 |
| 1954-04-28 | 0.0125 |
| 1954-04-29 | 0.0125 |
| 1954-04-30 | 0.0125 |
Últimos 10 datos
kable(tail(TC, 10), caption = "Tabla 2: Últimos 10 Tipos de Cambio")| Fecha | Tipo de cambio |
|---|---|
| 2021-03-18 | 20.4415 |
| 2021-03-19 | 20.4823 |
| 2021-03-22 | 20.5788 |
| 2021-03-23 | 20.6408 |
| 2021-03-24 | 20.7882 |
| 2021-03-25 | 20.7662 |
| 2021-03-26 | 20.5677 |
| 2021-03-29 | 20.6047 |
| 2021-03-30 | 20.6025 |
| 2021-03-31 | 20.4400 |
Resultado:
| Fecha | Tipo de cambio |
|---|---|
| 2021-03-18 | 20.4415 |
| 2021-03-19 | 20.4823 |
| 2021-03-22 | 20.5788 |
| 2021-03-23 | 20.6408 |
| 2021-03-24 | 20.7882 |
| 2021-03-25 | 20.7662 |
| 2021-03-26 | 20.5677 |
| 2021-03-29 | 20.6047 |
| 2021-03-30 | 20.6025 |
| 2021-03-31 | 20.4400 |
Uso de la columna Tipo de Cambio para una serie de tiempo y graficarla
rate <- TC[2]Creación de un objeto de fecha diario para trabajar en las fechas
inds <- seq(as.Date("1954-04-19"), as.Date("2021-03-31"), by = "day")Creación de un objeto de serie de tiempo
rate.ts <- ts(rate, start = c(1954, as.numeric(format(inds[1], "%j"))),
frequency = 250)Gráfico del Tipo de Cambio MXN en el tiempo
plot.ts(rate.ts, main = "Figura 1: Tipo de Cambio Histórico MXN - US Dollar", col = "blue",include=TRUE)## Warning in plot.window(xlim, ylim, log, ...): "include" is not a graphical
## parameter## Warning in title(main = main, xlab = xlab, ylab = ylab, ...): "include" is not a
## graphical parameter## Warning in axis(1, ...): "include" is not a graphical parameter## Warning in axis(2, ...): "include" is not a graphical parameter## Warning in box(...): "include" is not a graphical parameter
Se puede observar en la gráfica que desde la fecha de los registros por el Banco de México en 1954 hasta mediados de 1980 no se tenía un aumento generalizado en el tipo de cambio de pesos mexicanos a dólares estadounidenses, no había variaciones en el poder adquisitivo de las monedas. A partir de los años 1990, se comenzó la pérdida en el poder adquisitivo de la moneda, con variaciones significativas, luego en los años 2000, se continuó a la alza específicamente el año 2010, que se mantenía en 2009 un T.C. de $13 y en 2010 subió a más de $15 atribuído a las decisiones políticas contra el narcotráfico, efectos de una explosión de una plataforma petrolífera marítima en el Golfo de México y de un oleoducto en el centro del país. Posteriormente, continuó el alza en los últimos años y la mayor alza en 2020 debido a la contingencia mundial de COVID-19.
Estacionalidad
Creación de una serie de tiempo estacional, que consta de un componente de tendencia, estacionalidad y error. Interviene el proceso de descomposición en la serie de tiempo, para separarla en esos componentes.
descompon.series <- decompose(rate.ts)
decomp.plot <- function(x, main = NULL, ...)
{
if(is.null(main))
main <- paste("Descomposición de", x$type, "Serie de tiempo")
plot(cbind(observed = x$random + if (x$type == "additive")
x$trend + x$seasonal
else x$trend * x$seasonal, trend = x$trend, seasonal = x$seasonal,
random = x$random), main = main, ...)
}Gráfica serie de tiempo
decomp.plot(descompon.series, col = "blue", main = "Figura 2: Descomposición de la serie")
La gráfica muestra la estacionalidad y tendencia de la serie descompuesta/segregada.
Prueba de estacionalidad (verificación si los datos son estacionarios)
Hipótesis nula Hn: Existe raíz unitaria
Hipótesis alternativa Ha: Los datos son estacionarios.
adf.test(rate.ts, alternative = "stationary")##
## Augmented Dickey-Fuller Test
##
## data: rate.ts
## Dickey-Fuller = -1.7086, Lag order = 25, p-value = 0.702
## alternative hypothesis: stationaryResultado del Augmented Dickey-Fuller Test:
data: rate.ts
Dickey-Fuller = -1.7086, Lag order = 25, p-value = 0.702
alternative hypothesis: stationary
Se utilizó la prueba “Augmented Dickey-Fuller Test” o “ADF”. El resultado que se esperaba era que la serie fuera estacionaria a un nivel de confianza del 95%, siendo el estadístico de la prueba “ADF” = -1.7086, pvalue = 0.702 implica que el pvalue es mayor que 0.05, por lo tanto, no rechaza la hipótesis nula de existencia de raíz unitaria. En conclusión, la serie no es estacionaria.
Hacer estacionaria la serie mediante la diferenciación.
serie.diferenciada <- diff(rate.ts, differences = 1)Gráfica serie diferenciada
decomp.plot(decompose(serie.diferenciada), col = "blue", main = "Figura 3: Serie de diferencias descompuestas")
La gráfica de la Figura 3 muestra que la serie tiene una varianza constante sin tendencia, es una indicación de que las primeras diferencias han hecho que la serie sea estacionaria. Sin embargo, con la prueba de ADF realizada se confirmó la estacionariedad.
adf.test(serie.diferenciada, alternative = "stationary")## Warning in adf.test(serie.diferenciada, alternative = "stationary"): p-value
## smaller than printed p-value##
## Augmented Dickey-Fuller Test
##
## data: serie.diferenciada
## Dickey-Fuller = -24.672, Lag order = 25, p-value = 0.01
## alternative hypothesis: stationaryResultado de Augmented Dickey-Fuller Test:
data: serie.diferenciada
Dickey-Fuller = -24.672, Lag order = 25, p-value = 0.01
alternative hypothesis: stationary
Con el resultado anterior, igualmente, la expectativa era que la serie fuera estacionaria a un nivel de confianza del 95%, el estadístico de la prueba ADF = -24.672, el pvalue = 0.01, lo que implica que el pvalue es menor que 0.0; por lo tanto, se rechaza la hipótesis nula de existencia de raíz unitaria. Por tanto, la serie es estacionaria.
Estimaciones - Uso del Modelo “Exponential Smoothing”
En este Modelo, los datos históricos se han representado como series de tiempo y se han diferenciado para que sean estacionarios. Ahora se realizan estimaciones. Se puede utilizar un “suavizado exponencial simple” para hacer predicciones, esto con la función “HoltWinters”.
modeloES <- HoltWinters(serie.diferenciada ,beta=FALSE,gamma=FALSE)Gráfica del Modelo “Exponential Smoothing”
plot(modeloES, main ="Figura 4: Holts-Winters Filtering", col = "blue")
Forecasting - Estimación del Tipo de Cambio con la función “HoltWinters”
forecasts1 <- forecast:::forecast.HoltWinters(modeloES,h=365)Al ingresar el parámetro h = 365 se indica la previsión para los próximos 365 intervalos, que en este caso son los próximos 365 días, o sea el próximo año.
Resultado del pronóstico HoltWinters (anual)
Gráfica de pronóstico
plot(forecasts1, main = "Figura 5: Pronóstico HoltWinters para el siguiente año")
El área sombreada de color gris oscuro representa el rango del tipo de cambio MXN para el próximo año (365 días) con una predicción del 80%. El tono más claro de gris representa el tipo de cambio de MXN con una predicción del 90%. Se observa que el Tipo de Cambio estimado será menor al actual.
El modelo anterior de pronóstico está sujeto a errores (de predicción). La validación del modelo implica estudiar la distribución de errores de pronóstico. A partir del modelo de pronóstico de “Holt Winters”, los residuales se pueden extraer en un conjunto de datos. Una gráfica de errores debe seguir una distribución normal con media cero. Si los errores no muestran forma de campana, los errores son altos y el modelo no es suficiente.
Gráfica de pronóstico residual
hist(forecasts1$residuals, col="blue", main = "Figura 6: Histograma de Pronósticos Residuales", xlab = "Residuales")