Telco_Customer_Churn_Analysis
sm
2024-07-20
Objective
- Identify the attributes, their types, distinct values, and range.
- Create the plots and charts discussed in Chapter 2 (boxplot, histogram, scatter plot, QQ plot, etc.) for different attributes.
- Try to find which type of customers are more likely to churn.
Importing the Libraries
options(repos = c(CRAN = "https://cloud.r-project.org/"))
install.packages("remotes")## Installing package into 'C:/Users/Saptorshi Mondal/AppData/Local/R/win-library/4.4'
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## Use `force = TRUE` to force installationlibrary(fansi)
library(utf8)
library(cli)
library(glue)
library(lifecycle)
library(magrittr)
library(pillar)##
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## set_nameslibrary(tibble)
library(tidyselect)
library(vctrs)##
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## data_frame# Load necessary libraries for EDA
library(dplyr)##
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## extractlibrary(readr)
library(skimr)
library(DataExplorer)
# Load necessary libraries for Data Visualization
library(ggplot2)
library(plotly)##
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library(gridExtra)##
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## +.gg ggplot2Importing the Dataset
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setwd("C:/Users/Saptorshi Mondal/Downloads")
data <- read_excel("Telco-Customer-Churn__1_.xlsx", sheet = 1)
head(data)## # A tibble: 6 × 21
## customerID gender SeniorCitizen Partner Dependents tenure PhoneService
## <chr> <chr> <dbl> <chr> <chr> <dbl> <chr>
## 1 7590-VHVEG Female 0 Yes No 1 No
## 2 5575-GNVDE Male 0 No No 34 Yes
## 3 3668-QPYBK Male 0 No No 2 Yes
## 4 7795-CFOCW Male 0 No No 45 No
## 5 9237-HQITU Female 0 No No 2 Yes
## 6 9305-CDSKC Female 0 No No 8 Yes
## # ℹ 14 more variables: MultipleLines <chr>, InternetService <chr>,
## # OnlineSecurity <chr>, OnlineBackup <chr>, DeviceProtection <chr>,
## # TechSupport <chr>, StreamingTV <chr>, StreamingMovies <chr>,
## # Contract <chr>, PaperlessBilling <chr>, PaymentMethod <chr>,
## # MonthlyCharges <dbl>, TotalCharges <dbl>, Churn <chr>shape <- dim(data)
num_rows <- shape[1]
num_columns <- shape[2]
print(paste("Number of rows:", num_rows))## [1] "Number of rows: 7043"print(paste("Number of columns:", num_columns))## [1] "Number of columns: 21"There are 7043 rows and 21 columns.
Data Preprocessing
#null values in data
colSums(is.na(data))## customerID gender SeniorCitizen Partner
## 0 0 0 0
## Dependents tenure PhoneService MultipleLines
## 0 0 0 0
## InternetService OnlineSecurity OnlineBackup DeviceProtection
## 0 0 0 0
## TechSupport StreamingTV StreamingMovies Contract
## 0 0 0 0
## PaperlessBilling PaymentMethod MonthlyCharges TotalCharges
## 0 0 0 11
## Churn
## 0There are null values in the data for ‘TotalCharges’
#data set info
str(data)## tibble [7,043 × 21] (S3: tbl_df/tbl/data.frame)
## $ customerID : chr [1:7043] "7590-VHVEG" "5575-GNVDE" "3668-QPYBK" "7795-CFOCW" ...
## $ gender : chr [1:7043] "Female" "Male" "Male" "Male" ...
## $ SeniorCitizen : num [1:7043] 0 0 0 0 0 0 0 0 0 0 ...
## $ Partner : chr [1:7043] "Yes" "No" "No" "No" ...
## $ Dependents : chr [1:7043] "No" "No" "No" "No" ...
## $ tenure : num [1:7043] 1 34 2 45 2 8 22 10 28 62 ...
## $ PhoneService : chr [1:7043] "No" "Yes" "Yes" "No" ...
## $ MultipleLines : chr [1:7043] "No phone service" "No" "No" "No phone service" ...
## $ InternetService : chr [1:7043] "DSL" "DSL" "DSL" "DSL" ...
## $ OnlineSecurity : chr [1:7043] "No" "Yes" "Yes" "Yes" ...
## $ OnlineBackup : chr [1:7043] "Yes" "No" "Yes" "No" ...
## $ DeviceProtection: chr [1:7043] "No" "Yes" "No" "Yes" ...
## $ TechSupport : chr [1:7043] "No" "No" "No" "Yes" ...
## $ StreamingTV : chr [1:7043] "No" "No" "No" "No" ...
## $ StreamingMovies : chr [1:7043] "No" "No" "No" "No" ...
## $ Contract : chr [1:7043] "Month-to-month" "One year" "Month-to-month" "One year" ...
## $ PaperlessBilling: chr [1:7043] "Yes" "No" "Yes" "No" ...
## $ PaymentMethod : chr [1:7043] "Electronic check" "Mailed check" "Mailed check" "Bank transfer (automatic)" ...
## $ MonthlyCharges : num [1:7043] 29.9 57 53.9 42.3 70.7 ...
## $ TotalCharges : num [1:7043] 29.9 1889.5 108.2 1840.8 151.7 ...
## $ Churn : chr [1:7043] "No" "No" "Yes" "No" ...There are 4 numerical and 17 categorical columns.
Exploratory Data Analysis
data <- data %>%
mutate(TotalCharges = ifelse(is.na(TotalCharges), median(TotalCharges, na.rm = TRUE), TotalCharges))#value counts
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## set_namescategorical_columns <- names(data)[sapply(data, is.factor) | sapply(data, is.character)]
# Calculate unique values and percentages for each categorical column
results <- lapply(categorical_columns, function(column) {
value_counts <- table(data[[column]])
value_percentages <- prop.table(value_counts) * 100
unique_values_data <- data.frame(Value = names(value_counts),
Count = as.numeric(value_counts),
Percentage =round(value_percentages,2))
return(unique_values_data)
})
# Print the results for each categorical column
for (i in seq_along(results)) {
cat("Column:", categorical_columns[i], "\n")
print(results[[i]])
cat("\n")
}## Column: customerID
## Value Count Percentage.Var1 Percentage.Freq
## 1 0002-ORFBO 1 0002-ORFBO 0.01
## 2 0003-MKNFE 1 0003-MKNFE 0.01
## 3 0004-TLHLJ 1 0004-TLHLJ 0.01
## 4 0011-IGKFF 1 0011-IGKFF 0.01
## 5 0013-EXCHZ 1 0013-EXCHZ 0.01
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## 8 0014-BMAQU 1 0014-BMAQU 0.01
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## 13 0018-NYROU 1 0018-NYROU 0.01
## 14 0019-EFAEP 1 0019-EFAEP 0.01
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## 16 0020-INWCK 1 0020-INWCK 0.01
## 17 0020-JDNXP 1 0020-JDNXP 0.01
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## 31 0048-LUMLS 1 0048-LUMLS 0.01
## 32 0048-PIHNL 1 0048-PIHNL 0.01
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## 1731 2519-TWKFS 1 2519-TWKFS 0.01
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## 1733 2521-NPUZR 1 2521-NPUZR 0.01
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## 1768 2582-FFFZR 1 2582-FFFZR 0.01
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## 1772 2587-YNLES 1 2587-YNLES 0.01
## 1773 2589-AYCRP 1 2589-AYCRP 0.01
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## 1776 2592-YKDIF 1 2592-YKDIF 0.01
## 1777 2595-KIWPV 1 2595-KIWPV 0.01
## 1778 2599-CIPQE 1 2599-CIPQE 0.01
## 1779 2599-CZABP 1 2599-CZABP 0.01
## 1780 2603-HVKCG 1 2603-HVKCG 0.01
## 1781 2604-IJPDU 1 2604-IJPDU 0.01
## 1782 2604-XVDAM 1 2604-XVDAM 0.01
## 1783 2606-PKWJB 1 2606-PKWJB 0.01
## 1784 2606-RMDHZ 1 2606-RMDHZ 0.01
## 1785 2607-DHDAK 1 2607-DHDAK 0.01
## 1786 2607-FBDFF 1 2607-FBDFF 0.01
## 1787 2608-BHKFN 1 2608-BHKFN 0.01
## 1788 2609-IAICY 1 2609-IAICY 0.01
## 1789 2612-PHGOX 1 2612-PHGOX 0.01
## 1790 2612-RANWT 1 2612-RANWT 0.01
## 1791 2612-RRIDN 1 2612-RRIDN 0.01
## 1792 2615-YVMYX 1 2615-YVMYX 0.01
## 1793 2616-FLVQC 1 2616-FLVQC 0.01
## 1794 2616-UUTFK 1 2616-UUTFK 0.01
## 1795 2619-WFQWU 1 2619-WFQWU 0.01
## 1796 2621-UDNLU 1 2621-UDNLU 0.01
## 1797 2623-DRYAM 1 2623-DRYAM 0.01
## 1798 2625-TRCZQ 1 2625-TRCZQ 0.01
## 1799 2626-URJFX 1 2626-URJFX 0.01
## 1800 2626-VEEWG 1 2626-VEEWG 0.01
## 1801 2632-IVXVF 1 2632-IVXVF 0.01
## 1802 2632-TACXW 1 2632-TACXW 0.01
## 1803 2632-UCGVD 1 2632-UCGVD 0.01
## 1804 2634-HCZGT 1 2634-HCZGT 0.01
## 1805 2636-ALXXZ 1 2636-ALXXZ 0.01
## 1806 2636-OHFMN 1 2636-OHFMN 0.01
## 1807 2636-SJDOU 1 2636-SJDOU 0.01
## 1808 2637-FKFSY 1 2637-FKFSY 0.01
## 1809 2639-UGMAZ 1 2639-UGMAZ 0.01
## 1810 2640-LYMOV 1 2640-LYMOV 0.01
## 1811 2640-PMGFL 1 2640-PMGFL 0.01
## 1812 2642-DTVCO 1 2642-DTVCO 0.01
## 1813 2642-MAWLJ 1 2642-MAWLJ 0.01
## 1814 2645-QTLMB 1 2645-QTLMB 0.01
## 1815 2649-HWLYB 1 2649-HWLYB 0.01
## 1816 2650-GYRYL 1 2650-GYRYL 0.01
## 1817 2651-ZCBXV 1 2651-ZCBXV 0.01
## 1818 2654-VBVPB 1 2654-VBVPB 0.01
## 1819 2656-FMOKZ 1 2656-FMOKZ 0.01
## 1820 2656-TABEH 1 2656-TABEH 0.01
## 1821 2657-ALMWY 1 2657-ALMWY 0.01
## 1822 2657-VPXTA 1 2657-VPXTA 0.01
## 1823 2659-VXMWZ 1 2659-VXMWZ 0.01
## 1824 2660-EMUBI 1 2660-EMUBI 0.01
## 1825 2661-GKBTK 1 2661-GKBTK 0.01
## 1826 2662-NNTDK 1 2662-NNTDK 0.01
## 1827 2664-XJZNO 1 2664-XJZNO 0.01
## 1828 2665-NPTGL 1 2665-NPTGL 0.01
## 1829 2667-WYLWJ 1 2667-WYLWJ 0.01
## 1830 2668-TZSPS 1 2668-TZSPS 0.01
## 1831 2669-OIDSD 1 2669-OIDSD 0.01
## 1832 2669-QVCRG 1 2669-QVCRG 0.01
## 1833 2672-DZUOY 1 2672-DZUOY 0.01
## 1834 2672-HUYVI 1 2672-HUYVI 0.01
## 1835 2672-OJQZP 1 2672-OJQZP 0.01
## 1836 2672-TGEFF 1 2672-TGEFF 0.01
## 1837 2673-CXQEU 1 2673-CXQEU 0.01
## 1838 2673-ZALNP 1 2673-ZALNP 0.01
## 1839 2674-MIAHT 1 2674-MIAHT 0.01
## 1840 2674-MLXMN 1 2674-MLXMN 0.01
## 1841 2675-DHUTR 1 2675-DHUTR 0.01
## 1842 2675-IJRGJ 1 2675-IJRGJ 0.01
## 1843 2675-OTVVJ 1 2675-OTVVJ 0.01
## 1844 2676-ISHSF 1 2676-ISHSF 0.01
## 1845 2676-OXPPQ 1 2676-OXPPQ 0.01
## 1846 2676-SSLTO 1 2676-SSLTO 0.01
## 1847 2680-XKKNJ 1 2680-XKKNJ 0.01
## 1848 2682-KEVRP 1 2682-KEVRP 0.01
## 1849 2683-BPJSO 1 2683-BPJSO 0.01
## 1850 2683-JXWQQ 1 2683-JXWQQ 0.01
## 1851 2684-EIWEO 1 2684-EIWEO 0.01
## 1852 2685-SREOM 1 2685-SREOM 0.01
## 1853 2688-BHGOG 1 2688-BHGOG 0.01
## 1854 2690-DVRVK 1 2690-DVRVK 0.01
## 1855 2691-NZETQ 1 2691-NZETQ 0.01
## 1856 2692-AQCPF 1 2692-AQCPF 0.01
## 1857 2692-BUCFV 1 2692-BUCFV 0.01
## 1858 2692-PFYTJ 1 2692-PFYTJ 0.01
## 1859 2694-CIUMO 1 2694-CIUMO 0.01
## 1860 2696-ECXKC 1 2696-ECXKC 0.01
## 1861 2696-NARTR 1 2696-NARTR 0.01
## 1862 2696-RZVZW 1 2696-RZVZW 0.01
## 1863 2697-NQBPF 1 2697-NQBPF 0.01
## 1864 2700-LUEVA 1 2700-LUEVA 0.01
## 1865 2703-AMTUL 1 2703-AMTUL 0.01
## 1866 2706-QZIHY 1 2706-QZIHY 0.01
## 1867 2709-UQGNP 1 2709-UQGNP 0.01
## 1868 2710-WYVXG 1 2710-WYVXG 0.01
## 1869 2712-SYWAY 1 2712-SYWAY 0.01
## 1870 2716-GFZOR 1 2716-GFZOR 0.01
## 1871 2717-HVIZY 1 2717-HVIZY 0.01
## 1872 2718-GAXQD 1 2718-GAXQD 0.01
## 1873 2718-YSKCS 1 2718-YSKCS 0.01
## 1874 2719-BDAQO 1 2719-BDAQO 0.01
## 1875 2720-FVBQP 1 2720-FVBQP 0.01
## 1876 2720-WGKHP 1 2720-WGKHP 0.01
## 1877 2722-JMONI 1 2722-JMONI 0.01
## 1878 2722-VOJQL 1 2722-VOJQL 0.01
## 1879 2724-FJDYW 1 2724-FJDYW 0.01
## 1880 2725-IWWBA 1 2725-IWWBA 0.01
## 1881 2725-KXXWT 1 2725-KXXWT 0.01
## 1882 2725-TTRIQ 1 2725-TTRIQ 0.01
## 1883 2729-VNVAP 1 2729-VNVAP 0.01
## 1884 2731-GJRDG 1 2731-GJRDG 0.01
## 1885 2732-ISEZX 1 2732-ISEZX 0.01
## 1886 2737-WFVYW 1 2737-WFVYW 0.01
## 1887 2737-YNGYW 1 2737-YNGYW 0.01
## 1888 2739-CACDQ 1 2739-CACDQ 0.01
## 1889 2739-CCZMB 1 2739-CCZMB 0.01
## 1890 2740-JFBOK 1 2740-JFBOK 0.01
## 1891 2740-TVLFN 1 2740-TVLFN 0.01
## 1892 2746-DIJLO 1 2746-DIJLO 0.01
## 1893 2748-MYRVK 1 2748-MYRVK 0.01
## 1894 2749-CTKAJ 1 2749-CTKAJ 0.01
## 1895 2750-BJLSB 1 2750-BJLSB 0.01
## 1896 2753-JMMCV 1 2753-JMMCV 0.01
## 1897 2754-SDJRD 1 2754-SDJRD 0.01
## 1898 2754-VDLTR 1 2754-VDLTR 0.01
## 1899 2754-XBHTB 1 2754-XBHTB 0.01
## 1900 2758-RNWXS 1 2758-RNWXS 0.01
## 1901 2761-OCIAX 1 2761-OCIAX 0.01
## 1902 2761-XECQW 1 2761-XECQW 0.01
## 1903 2770-NSVDG 1 2770-NSVDG 0.01
## 1904 2773-MADBQ 1 2773-MADBQ 0.01
## 1905 2773-OVBPK 1 2773-OVBPK 0.01
## 1906 2774-LVQUS 1 2774-LVQUS 0.01
## 1907 2775-SEFEE 1 2775-SEFEE 0.01
## 1908 2777-PHDEI 1 2777-PHDEI 0.01
## 1909 2778-OCLGR 1 2778-OCLGR 0.01
## 1910 2782-JEEBU 1 2782-JEEBU 0.01
## 1911 2782-LFZVW 1 2782-LFZVW 0.01
## 1912 2786-GCDPI 1 2786-GCDPI 0.01
## 1913 2788-CJQAQ 1 2788-CJQAQ 0.01
## 1914 2789-CZANW 1 2789-CZANW 0.01
## 1915 2789-HQBOU 1 2789-HQBOU 0.01
## 1916 2790-XUYMV 1 2790-XUYMV 0.01
## 1917 2791-SFVEW 1 2791-SFVEW 0.01
## 1918 2792-LSHWX 1 2792-LSHWX 0.01
## 1919 2792-VPPET 1 2792-VPPET 0.01
## 1920 2794-XIMMO 1 2794-XIMMO 0.01
## 1921 2796-NNUFI 1 2796-NNUFI 0.01
## 1922 2796-UUZZO 1 2796-UUZZO 0.01
## 1923 2798-NYLMZ 1 2798-NYLMZ 0.01
## 1924 2799-ARNLO 1 2799-ARNLO 0.01
## 1925 2799-TSLAG 1 2799-TSLAG 0.01
## 1926 2800-QQUSO 1 2800-QQUSO 0.01
## 1927 2800-VEQXM 1 2800-VEQXM 0.01
## 1928 2801-NISEI 1 2801-NISEI 0.01
## 1929 2804-ETQDK 1 2804-ETQDK 0.01
## 1930 2805-AUFQN 1 2805-AUFQN 0.01
## 1931 2805-EDJPQ 1 2805-EDJPQ 0.01
## 1932 2806-MLNTI 1 2806-MLNTI 0.01
## 1933 2808-CHTDM 1 2808-CHTDM 0.01
## 1934 2809-ILCYT 1 2809-ILCYT 0.01
## 1935 2809-ZMYOQ 1 2809-ZMYOQ 0.01
## 1936 2810-FTLEM 1 2810-FTLEM 0.01
## 1937 2811-POVEX 1 2811-POVEX 0.01
## 1938 2812-ENYMO 1 2812-ENYMO 0.01
## 1939 2812-REYAT 1 2812-REYAT 0.01
## 1940 2812-SFXMJ 1 2812-SFXMJ 0.01
## 1941 2815-CPTUL 1 2815-CPTUL 0.01
## 1942 2817-LVCPP 1 2817-LVCPP 0.01
## 1943 2817-NTQDO 1 2817-NTQDO 0.01
## 1944 2819-GWENI 1 2819-GWENI 0.01
## 1945 2821-WARNZ 1 2821-WARNZ 0.01
## 1946 2823-LKABH 1 2823-LKABH 0.01
## 1947 2824-DXNKN 1 2824-DXNKN 0.01
## 1948 2824-MYYBN 1 2824-MYYBN 0.01
## 1949 2826-DXLQO 1 2826-DXLQO 0.01
## 1950 2826-UWHIS 1 2826-UWHIS 0.01
## 1951 2828-SLQPF 1 2828-SLQPF 0.01
## 1952 2829-HYVZP 1 2829-HYVZP 0.01
## 1953 2830-LEWOA 1 2830-LEWOA 0.01
## 1954 2831-EBWRN 1 2831-EBWRN 0.01
## 1955 2832-KJCRD 1 2832-KJCRD 0.01
## 1956 2832-SCUCO 1 2832-SCUCO 0.01
## 1957 2833-SLKDQ 1 2833-SLKDQ 0.01
## 1958 2834-JKOOW 1 2834-JKOOW 0.01
## 1959 2834-JRTUA 1 2834-JRTUA 0.01
## 1960 2834-SPCJV 1 2834-SPCJV 0.01
## 1961 2839-RFSQE 1 2839-RFSQE 0.01
## 1962 2840-XANRC 1 2840-XANRC 0.01
## 1963 2842-BCQGE 1 2842-BCQGE 0.01
## 1964 2842-JTCCU 1 2842-JTCCU 0.01
## 1965 2843-CQMEG 1 2843-CQMEG 0.01
## 1966 2845-AFFTX 1 2845-AFFTX 0.01
## 1967 2845-HSJCY 1 2845-HSJCY 0.01
## 1968 2845-KDHVX 1 2845-KDHVX 0.01
## 1969 2848-YXSMW 1 2848-YXSMW 0.01
## 1970 2851-MMUTZ 1 2851-MMUTZ 0.01
## 1971 2851-STERV 1 2851-STERV 0.01
## 1972 2853-CWQFQ 1 2853-CWQFQ 0.01
## 1973 2856-HYAPG 1 2856-HYAPG 0.01
## 1974 2856-NNASM 1 2856-NNASM 0.01
## 1975 2858-EIMXH 1 2858-EIMXH 0.01
## 1976 2858-MOFSQ 1 2858-MOFSQ 0.01
## 1977 2860-RANUS 1 2860-RANUS 0.01
## 1978 2862-JVEOY 1 2862-JVEOY 0.01
## 1979 2862-PFNIK 1 2862-PFNIK 0.01
## 1980 2863-IMQDR 1 2863-IMQDR 0.01
## 1981 2865-TCHJW 1 2865-TCHJW 0.01
## 1982 2866-IKBTM 1 2866-IKBTM 0.01
## 1983 2867-UIMSS 1 2867-UIMSS 0.01
## 1984 2868-LLSKM 1 2868-LLSKM 0.01
## 1985 2868-MZAGQ 1 2868-MZAGQ 0.01
## 1986 2868-SNELZ 1 2868-SNELZ 0.01
## 1987 2869-ADAWR 1 2869-ADAWR 0.01
## 1988 2873-ZLIWT 1 2873-ZLIWT 0.01
## 1989 2874-YXVVA 1 2874-YXVVA 0.01
## 1990 2876-GZYZC 1 2876-GZYZC 0.01
## 1991 2876-VBBBL 1 2876-VBBBL 0.01
## 1992 2877-VDUER 1 2877-VDUER 0.01
## 1993 2878-DHMIN 1 2878-DHMIN 0.01
## 1994 2878-RMWXY 1 2878-RMWXY 0.01
## 1995 2880-FPNAE 1 2880-FPNAE 0.01
## 1996 2882-DDZPG 1 2882-DDZPG 0.01
## 1997 2882-WDTBA 1 2882-WDTBA 0.01
## 1998 2883-ILGWO 1 2883-ILGWO 0.01
## 1999 2884-GBPFB 1 2884-GBPFB 0.01
## 2000 2885-HIJDH 1 2885-HIJDH 0.01
## 2001 2886-KEFUM 1 2886-KEFUM 0.01
## 2002 2887-JPYLU 1 2887-JPYLU 0.01
## 2003 2888-ADFAO 1 2888-ADFAO 0.01
## 2004 2889-FPWRM 1 2889-FPWRM 0.01
## 2005 2890-WFBHU 1 2890-WFBHU 0.01
## 2006 2892-GESUL 1 2892-GESUL 0.01
## 2007 2894-QOJRX 1 2894-QOJRX 0.01
## 2008 2896-TBNBE 1 2896-TBNBE 0.01
## 2009 2897-DOVND 1 2897-DOVND 0.01
## 2010 2898-LSJGD 1 2898-LSJGD 0.01
## 2011 2898-MRKPI 1 2898-MRKPI 0.01
## 2012 2900-PHPLN 1 2900-PHPLN 0.01
## 2013 2903-YYTBW 1 2903-YYTBW 0.01
## 2014 2904-GGUAZ 1 2904-GGUAZ 0.01
## 2015 2905-KFQUV 1 2905-KFQUV 0.01
## 2016 2907-ILJBN 1 2907-ILJBN 0.01
## 2017 2908-WGAXL 1 2908-WGAXL 0.01
## 2018 2908-ZTPNF 1 2908-ZTPNF 0.01
## 2019 2911-IJORQ 1 2911-IJORQ 0.01
## 2020 2911-UREFD 1 2911-UREFD 0.01
## 2021 2911-WDXMV 1 2911-WDXMV 0.01
## 2022 2916-BQZLN 1 2916-BQZLN 0.01
## 2023 2919-HBCJO 1 2919-HBCJO 0.01
## 2024 2920-RNCEZ 1 2920-RNCEZ 0.01
## 2025 2921-XWDJH 1 2921-XWDJH 0.01
## 2026 2923-ARZLG 1 2923-ARZLG 0.01
## 2027 2924-KHUVI 1 2924-KHUVI 0.01
## 2028 2925-MXLSX 1 2925-MXLSX 0.01
## 2029 2925-VDZHY 1 2925-VDZHY 0.01
## 2030 2926-JEJJC 1 2926-JEJJC 0.01
## 2031 2927-CVULT 1 2927-CVULT 0.01
## 2032 2927-QRRQV 1 2927-QRRQV 0.01
## 2033 2928-HLDBA 1 2928-HLDBA 0.01
## 2034 2929-ERCFZ 1 2929-ERCFZ 0.01
## 2035 2929-QNSRW 1 2929-QNSRW 0.01
## 2036 2930-UOTMB 1 2930-UOTMB 0.01
## 2037 2931-FSOHN 1 2931-FSOHN 0.01
## 2038 2931-SVLTV 1 2931-SVLTV 0.01
## 2039 2931-VUVJN 1 2931-VUVJN 0.01
## 2040 2931-XIQBR 1 2931-XIQBR 0.01
## 2041 2933-FILNV 1 2933-FILNV 0.01
## 2042 2933-XEUJM 1 2933-XEUJM 0.01
## 2043 2937-FTHUR 1 2937-FTHUR 0.01
## 2044 2946-KIQSP 1 2946-KIQSP 0.01
## 2045 2947-DOMLJ 1 2947-DOMLJ 0.01
## 2046 2951-QOQTK 1 2951-QOQTK 0.01
## 2047 2952-QAYZF 1 2952-QAYZF 0.01
## 2048 2954-PIBKO 1 2954-PIBKO 0.01
## 2049 2955-BJZHG 1 2955-BJZHG 0.01
## 2050 2955-PSXOE 1 2955-PSXOE 0.01
## 2051 2956-GGUCQ 1 2956-GGUCQ 0.01
## 2052 2957-JIRMN 1 2957-JIRMN 0.01
## 2053 2957-LOLHO 1 2957-LOLHO 0.01
## 2054 2958-NHPPS 1 2958-NHPPS 0.01
## 2055 2959-EEXWB 1 2959-EEXWB 0.01
## 2056 2959-FENLU 1 2959-FENLU 0.01
## 2057 2959-MJHIC 1 2959-MJHIC 0.01
## 2058 2960-NKRSO 1 2960-NKRSO 0.01
## 2059 2961-VNFKL 1 2961-VNFKL 0.01
## 2060 2962-XPMCQ 1 2962-XPMCQ 0.01
## 2061 2967-MXRAV 1 2967-MXRAV 0.01
## 2062 2968-SSGAA 1 2968-SSGAA 0.01
## 2063 2969-QWUBZ 1 2969-QWUBZ 0.01
## 2064 2969-VAPYH 1 2969-VAPYH 0.01
## 2065 2969-WGHQO 1 2969-WGHQO 0.01
## 2066 2971-SGAFL 1 2971-SGAFL 0.01
## 2067 2972-YDYUW 1 2972-YDYUW 0.01
## 2068 2974-GGUXS 1 2974-GGUXS 0.01
## 2069 2977-CEBSX 1 2977-CEBSX 0.01
## 2070 2978-XXSOG 1 2978-XXSOG 0.01
## 2071 2979-SXESE 1 2979-SXESE 0.01
## 2072 2982-IHMFT 1 2982-IHMFT 0.01
## 2073 2982-VPSGI 1 2982-VPSGI 0.01
## 2074 2983-ZANRP 1 2983-ZANRP 0.01
## 2075 2984-AFWNC 1 2984-AFWNC 0.01
## 2076 2984-MIIZL 1 2984-MIIZL 0.01
## 2077 2984-RGEYA 1 2984-RGEYA 0.01
## 2078 2984-TBYKU 1 2984-TBYKU 0.01
## 2079 2985-FMWYF 1 2985-FMWYF 0.01
## 2080 2985-JUUBZ 1 2985-JUUBZ 0.01
## 2081 2987-BJXIK 1 2987-BJXIK 0.01
## 2082 2988-GBIVW 1 2988-GBIVW 0.01
## 2083 2988-PLAHS 1 2988-PLAHS 0.01
## 2084 2988-QRAJY 1 2988-QRAJY 0.01
## 2085 2990-HWIML 1 2990-HWIML 0.01
## 2086 2990-IAJSV 1 2990-IAJSV 0.01
## 2087 2990-OGYTD 1 2990-OGYTD 0.01
## 2088 2995-UPRYS 1 2995-UPRYS 0.01
## 2089 2995-YWTCD 1 2995-YWTCD 0.01
## 2090 2996-XAUVF 1 2996-XAUVF 0.01
## 2091 2999-AANRQ 1 2999-AANRQ 0.01
## 2092 3001-CBHLQ 1 3001-CBHLQ 0.01
## 2093 3001-UNBTL 1 3001-UNBTL 0.01
## 2094 3002-WQZWT 1 3002-WQZWT 0.01
## 2095 3003-CMDUU 1 3003-CMDUU 0.01
## 2096 3005-NFMTA 1 3005-NFMTA 0.01
## 2097 3005-TYFRD 1 3005-TYFRD 0.01
## 2098 3006-XIMLN 1 3006-XIMLN 0.01
## 2099 3007-FDPEA 1 3007-FDPEA 0.01
## 2100 3009-JWMPU 1 3009-JWMPU 0.01
## 2101 3011-WQKSZ 1 3011-WQKSZ 0.01
## 2102 3012-VFFMN 1 3012-VFFMN 0.01
## 2103 3014-WJKSM 1 3014-WJKSM 0.01
## 2104 3016-KSVCP 1 3016-KSVCP 0.01
## 2105 3018-TFTSU 1 3018-TFTSU 0.01
## 2106 3021-VLNRJ 1 3021-VLNRJ 0.01
## 2107 3022-BEXHZ 1 3022-BEXHZ 0.01
## 2108 3023-GFLBR 1 3023-GFLBR 0.01
## 2109 3026-ATZYV 1 3026-ATZYV 0.01
## 2110 3027-YNWZU 1 3027-YNWZU 0.01
## 2111 3027-ZTDHO 1 3027-ZTDHO 0.01
## 2112 3030-YDNRM 1 3030-YDNRM 0.01
## 2113 3030-YZADT 1 3030-YZADT 0.01
## 2114 3030-ZKIWL 1 3030-ZKIWL 0.01
## 2115 3034-ZBEQN 1 3034-ZBEQN 0.01
## 2116 3038-PQIUY 1 3038-PQIUY 0.01
## 2117 3039-MJSLN 1 3039-MJSLN 0.01
## 2118 3043-SUDUA 1 3043-SUDUA 0.01
## 2119 3043-TYBNO 1 3043-TYBNO 0.01
## 2120 3045-XETSH 1 3045-XETSH 0.01
## 2121 3049-NDXFL 1 3049-NDXFL 0.01
## 2122 3049-SOLAY 1 3049-SOLAY 0.01
## 2123 3050-GBUSH 1 3050-GBUSH 0.01
## 2124 3050-RLLXC 1 3050-RLLXC 0.01
## 2125 3055-MJDSB 1 3055-MJDSB 0.01
## 2126 3055-OYMSE 1 3055-OYMSE 0.01
## 2127 3055-VTCGS 1 3055-VTCGS 0.01
## 2128 3057-VJJQE 1 3057-VJJQE 0.01
## 2129 3058-HJCUY 1 3058-HJCUY 0.01
## 2130 3058-WQDRE 1 3058-WQDRE 0.01
## 2131 3059-NGMXB 1 3059-NGMXB 0.01
## 2132 3061-BCKYI 1 3061-BCKYI 0.01
## 2133 3062-ICYZQ 1 3062-ICYZQ 0.01
## 2134 3063-QFSZL 1 3063-QFSZL 0.01
## 2135 3066-RRJIO 1 3066-RRJIO 0.01
## 2136 3067-SVMTC 1 3067-SVMTC 0.01
## 2137 3068-OMWZA 1 3068-OMWZA 0.01
## 2138 3069-SSVSN 1 3069-SSVSN 0.01
## 2139 3070-BDOQC 1 3070-BDOQC 0.01
## 2140 3070-DVEYC 1 3070-DVEYC 0.01
## 2141 3070-FNFZQ 1 3070-FNFZQ 0.01
## 2142 3071-MVJCD 1 3071-MVJCD 0.01
## 2143 3071-VBYPO 1 3071-VBYPO 0.01
## 2144 3074-GQWYX 1 3074-GQWYX 0.01
## 2145 3077-RSNTJ 1 3077-RSNTJ 0.01
## 2146 3078-ZKNTS 1 3078-ZKNTS 0.01
## 2147 3079-BCHLN 1 3079-BCHLN 0.01
## 2148 3082-VQXNH 1 3082-VQXNH 0.01
## 2149 3082-WQRVY 1 3082-WQRVY 0.01
## 2150 3082-YVEKW 1 3082-YVEKW 0.01
## 2151 3084-DOWLE 1 3084-DOWLE 0.01
## 2152 3085-QUOZK 1 3085-QUOZK 0.01
## 2153 3086-RUCRN 1 3086-RUCRN 0.01
## 2154 3088-FVYWK 1 3088-FVYWK 0.01
## 2155 3088-LHEFH 1 3088-LHEFH 0.01
## 2156 3090-HAWSU 1 3090-HAWSU 0.01
## 2157 3090-LETTY 1 3090-LETTY 0.01
## 2158 3090-QFUVD 1 3090-QFUVD 0.01
## 2159 3091-FYHKI 1 3091-FYHKI 0.01
## 2160 3092-IGHWF 1 3092-IGHWF 0.01
## 2161 3094-JOJAI 1 3094-JOJAI 0.01
## 2162 3096-GKWEB 1 3096-GKWEB 0.01
## 2163 3096-IZETN 1 3096-IZETN 0.01
## 2164 3096-JRDSO 1 3096-JRDSO 0.01
## 2165 3096-WPXBT 1 3096-WPXBT 0.01
## 2166 3096-YXENJ 1 3096-YXENJ 0.01
## 2167 3097-FQTVJ 1 3097-FQTVJ 0.01
## 2168 3097-IDVPU 1 3097-IDVPU 0.01
## 2169 3097-NNSPB 1 3097-NNSPB 0.01
## 2170 3097-NQYSN 1 3097-NQYSN 0.01
## 2171 3097-PYWXL 1 3097-PYWXL 0.01
## 2172 3099-OONVS 1 3099-OONVS 0.01
## 2173 3104-OWCGK 1 3104-OWCGK 0.01
## 2174 3106-ULWFW 1 3106-ULWFW 0.01
## 2175 3108-PCCGG 1 3108-PCCGG 0.01
## 2176 3113-IWHLC 1 3113-IWHLC 0.01
## 2177 3115-CZMZD 1 3115-CZMZD 0.01
## 2178 3115-JPJDD 1 3115-JPJDD 0.01
## 2179 3118-UHVVQ 1 3118-UHVVQ 0.01
## 2180 3120-FAZKD 1 3120-FAZKD 0.01
## 2181 3125-RAHBV 1 3125-RAHBV 0.01
## 2182 3126-WQMGH 1 3126-WQMGH 0.01
## 2183 3128-YOVTD 1 3128-YOVTD 0.01
## 2184 3129-AAQOU 1 3129-AAQOU 0.01
## 2185 3130-ICDUP 1 3130-ICDUP 0.01
## 2186 3131-NWVFJ 1 3131-NWVFJ 0.01
## 2187 3132-TVFDZ 1 3132-TVFDZ 0.01
## 2188 3133-PZNSR 1 3133-PZNSR 0.01
## 2189 3134-DSHVC 1 3134-DSHVC 0.01
## 2190 3137-LUPIX 1 3137-LUPIX 0.01
## 2191 3137-NYQQI 1 3137-NYQQI 0.01
## 2192 3138-BKYAV 1 3138-BKYAV 0.01
## 2193 3143-ILDAL 1 3143-ILDAL 0.01
## 2194 3143-JQEGI 1 3143-JQEGI 0.01
## 2195 3144-AUDBS 1 3144-AUDBS 0.01
## 2196 3144-KMTWZ 1 3144-KMTWZ 0.01
## 2197 3146-JTQHR 1 3146-JTQHR 0.01
## 2198 3146-MSEGF 1 3146-MSEGF 0.01
## 2199 3148-AOIQT 1 3148-AOIQT 0.01
## 2200 3148-BLQJT 1 3148-BLQJT 0.01
## 2201 3154-CFSZG 1 3154-CFSZG 0.01
## 2202 3154-HMWUU 1 3154-HMWUU 0.01
## 2203 3156-QLHBO 1 3156-QLHBO 0.01
## 2204 3158-MOERK 1 3158-MOERK 0.01
## 2205 3160-TYXLT 1 3160-TYXLT 0.01
## 2206 3161-GETRM 1 3161-GETRM 0.01
## 2207 3161-ONRWK 1 3161-ONRWK 0.01
## 2208 3162-KKZXO 1 3162-KKZXO 0.01
## 2209 3162-ZJZFU 1 3162-ZJZFU 0.01
## 2210 3164-AALRN 1 3164-AALRN 0.01
## 2211 3164-YAXFY 1 3164-YAXFY 0.01
## 2212 3165-HDOEW 1 3165-HDOEW 0.01
## 2213 3166-PNEOF 1 3166-PNEOF 0.01
## 2214 3167-SNQPL 1 3167-SNQPL 0.01
## 2215 3170-GWYKC 1 3170-GWYKC 0.01
## 2216 3170-NMYVV 1 3170-NMYVV 0.01
## 2217 3173-NVMPX 1 3173-NVMPX 0.01
## 2218 3173-WSSUE 1 3173-WSSUE 0.01
## 2219 3174-AKMAS 1 3174-AKMAS 0.01
## 2220 3174-RKMOW 1 3174-RKMOW 0.01
## 2221 3177-LASXD 1 3177-LASXD 0.01
## 2222 3178-CIFOT 1 3178-CIFOT 0.01
## 2223 3178-FESZO 1 3178-FESZO 0.01
## 2224 3179-GBRWV 1 3179-GBRWV 0.01
## 2225 3181-MIZBN 1 3181-MIZBN 0.01
## 2226 3181-VTHOE 1 3181-VTHOE 0.01
## 2227 3186-AJIEK 1 3186-AJIEK 0.01
## 2228 3186-BAXNB 1 3186-BAXNB 0.01
## 2229 3190-FZATL 1 3190-FZATL 0.01
## 2230 3190-ITQXP 1 3190-ITQXP 0.01
## 2231 3190-XFANI 1 3190-XFANI 0.01
## 2232 3191-CSNMG 1 3191-CSNMG 0.01
## 2233 3192-LNKRK 1 3192-LNKRK 0.01
## 2234 3192-NQECA 1 3192-NQECA 0.01
## 2235 3194-ORPIK 1 3194-ORPIK 0.01
## 2236 3195-TQDZX 1 3195-TQDZX 0.01
## 2237 3196-NVXLZ 1 3196-NVXLZ 0.01
## 2238 3197-ARFOY 1 3197-ARFOY 0.01
## 2239 3197-NNYNB 1 3197-NNYNB 0.01
## 2240 3198-VELRD 1 3198-VELRD 0.01
## 2241 3199-NPKCN 1 3199-NPKCN 0.01
## 2242 3199-XGZCY 1 3199-XGZCY 0.01
## 2243 3200-MNQTF 1 3200-MNQTF 0.01
## 2244 3205-MXZRA 1 3205-MXZRA 0.01
## 2245 3207-OYBWH 1 3207-OYBWH 0.01
## 2246 3208-YPIOE 1 3208-YPIOE 0.01
## 2247 3209-ZPKFI 1 3209-ZPKFI 0.01
## 2248 3211-AAPKX 1 3211-AAPKX 0.01
## 2249 3211-ILJTT 1 3211-ILJTT 0.01
## 2250 3212-KXOCR 1 3212-KXOCR 0.01
## 2251 3213-VVOLG 1 3213-VVOLG 0.01
## 2252 3214-IYUUQ 1 3214-IYUUQ 0.01
## 2253 3217-FZDMN 1 3217-FZDMN 0.01
## 2254 3219-JQRSL 1 3219-JQRSL 0.01
## 2255 3221-CJMSG 1 3221-CJMSG 0.01
## 2256 3223-DWFIO 1 3223-DWFIO 0.01
## 2257 3223-WZWJM 1 3223-WZWJM 0.01
## 2258 3224-DFQNQ 1 3224-DFQNQ 0.01
## 2259 3227-WLKLI 1 3227-WLKLI 0.01
## 2260 3229-USWAR 1 3229-USWAR 0.01
## 2261 3230-IUALN 1 3230-IUALN 0.01
## 2262 3230-JCNZS 1 3230-JCNZS 0.01
## 2263 3230-WYKIR 1 3230-WYKIR 0.01
## 2264 3234-VKACU 1 3234-VKACU 0.01
## 2265 3235-ETOOB 1 3235-ETOOB 0.01
## 2266 3237-AJGEH 1 3237-AJGEH 0.01
## 2267 3239-TPHPZ 1 3239-TPHPZ 0.01
## 2268 3243-ZHOHY 1 3243-ZHOHY 0.01
## 2269 3244-CQPHU 1 3244-CQPHU 0.01
## 2270 3244-DCJWY 1 3244-DCJWY 0.01
## 2271 3247-MHJKM 1 3247-MHJKM 0.01
## 2272 3247-ZVOUO 1 3247-ZVOUO 0.01
## 2273 3249-VHRIP 1 3249-VHRIP 0.01
## 2274 3249-ZPQRG 1 3249-ZPQRG 0.01
## 2275 3251-YMVWZ 1 3251-YMVWZ 0.01
## 2276 3253-HKOKL 1 3253-HKOKL 0.01
## 2277 3254-YRILK 1 3254-YRILK 0.01
## 2278 3255-GRXMG 1 3255-GRXMG 0.01
## 2279 3256-EZDBI 1 3256-EZDBI 0.01
## 2280 3258-SANFR 1 3258-SANFR 0.01
## 2281 3258-SYSWS 1 3258-SYSWS 0.01
## 2282 3258-ZKPAI 1 3258-ZKPAI 0.01
## 2283 3259-FDWOY 1 3259-FDWOY 0.01
## 2284 3259-KNMRR 1 3259-KNMRR 0.01
## 2285 3259-QMXUN 1 3259-QMXUN 0.01
## 2286 3261-CQXOL 1 3261-CQXOL 0.01
## 2287 3262-EIDHV 1 3262-EIDHV 0.01
## 2288 3266-FTKHB 1 3266-FTKHB 0.01
## 2289 3269-ATYWD 1 3269-ATYWD 0.01
## 2290 3272-VUHPV 1 3272-VUHPV 0.01
## 2291 3274-NSDWE 1 3274-NSDWE 0.01
## 2292 3275-RHRNE 1 3275-RHRNE 0.01
## 2293 3276-HDUEG 1 3276-HDUEG 0.01
## 2294 3278-FSIXX 1 3278-FSIXX 0.01
## 2295 3279-DYZQM 1 3279-DYZQM 0.01
## 2296 3280-MRDOF 1 3280-MRDOF 0.01
## 2297 3280-NMUVX 1 3280-NMUVX 0.01
## 2298 3282-ZISZV 1 3282-ZISZV 0.01
## 2299 3283-WCWXT 1 3283-WCWXT 0.01
## 2300 3284-SVCRO 1 3284-SVCRO 0.01
## 2301 3285-UCQVC 1 3285-UCQVC 0.01
## 2302 3292-PBZEJ 1 3292-PBZEJ 0.01
## 2303 3295-YVUSR 1 3295-YVUSR 0.01
## 2304 3296-SILRA 1 3296-SILRA 0.01
## 2305 3298-QEICA 1 3298-QEICA 0.01
## 2306 3301-LSLWQ 1 3301-LSLWQ 0.01
## 2307 3301-VKTGC 1 3301-VKTGC 0.01
## 2308 3307-TLCUD 1 3307-TLCUD 0.01
## 2309 3308-DGHKL 1 3308-DGHKL 0.01
## 2310 3308-JSGML 1 3308-JSGML 0.01
## 2311 3308-MHOOC 1 3308-MHOOC 0.01
## 2312 3312-UUMZW 1 3312-UUMZW 0.01
## 2313 3312-ZWLGF 1 3312-ZWLGF 0.01
## 2314 3313-QKNKB 1 3313-QKNKB 0.01
## 2315 3315-IKYZQ 1 3315-IKYZQ 0.01
## 2316 3315-TOTBP 1 3315-TOTBP 0.01
## 2317 3316-UWXUY 1 3316-UWXUY 0.01
## 2318 3317-HRTNN 1 3317-HRTNN 0.01
## 2319 3317-VLGQT 1 3317-VLGQT 0.01
## 2320 3318-ISQFQ 1 3318-ISQFQ 0.01
## 2321 3318-NMQXL 1 3318-NMQXL 0.01
## 2322 3318-OSATS 1 3318-OSATS 0.01
## 2323 3319-DWOEP 1 3319-DWOEP 0.01
## 2324 3320-VEOYC 1 3320-VEOYC 0.01
## 2325 3323-CPBWR 1 3323-CPBWR 0.01
## 2326 3324-OIRTO 1 3324-OIRTO 0.01
## 2327 3325-FUYCG 1 3325-FUYCG 0.01
## 2328 3327-YBAKM 1 3327-YBAKM 0.01
## 2329 3329-WDIOK 1 3329-WDIOK 0.01
## 2330 3331-HQDTW 1 3331-HQDTW 0.01
## 2331 3334-CTHOL 1 3334-CTHOL 0.01
## 2332 3336-JORSO 1 3336-JORSO 0.01
## 2333 3338-CVVEH 1 3338-CVVEH 0.01
## 2334 3339-EAQNV 1 3339-EAQNV 0.01
## 2335 3340-QBBFM 1 3340-QBBFM 0.01
## 2336 3345-JHUEO 1 3345-JHUEO 0.01
## 2337 3345-PBBFH 1 3345-PBBFH 0.01
## 2338 3346-BRMIS 1 3346-BRMIS 0.01
## 2339 3347-YJZZE 1 3347-YJZZE 0.01
## 2340 3348-CFRNX 1 3348-CFRNX 0.01
## 2341 3349-ANQNH 1 3349-ANQNH 0.01
## 2342 3351-NGXYI 1 3351-NGXYI 0.01
## 2343 3351-NQLDI 1 3351-NQLDI 0.01
## 2344 3352-ALMCK 1 3352-ALMCK 0.01
## 2345 3352-RICWQ 1 3352-RICWQ 0.01
## 2346 3354-OADJP 1 3354-OADJP 0.01
## 2347 3359-DSRKA 1 3359-DSRKA 0.01
## 2348 3363-DTIVD 1 3363-DTIVD 0.01
## 2349 3363-EWLGO 1 3363-EWLGO 0.01
## 2350 3365-SAIGS 1 3365-SAIGS 0.01
## 2351 3370-GQEAL 1 3370-GQEAL 0.01
## 2352 3370-HXOPH 1 3370-HXOPH 0.01
## 2353 3372-CDXFJ 1 3372-CDXFJ 0.01
## 2354 3372-KWFBM 1 3372-KWFBM 0.01
## 2355 3373-DIUUN 1 3373-DIUUN 0.01
## 2356 3373-YZZYM 1 3373-YZZYM 0.01
## 2357 3374-LXDEV 1 3374-LXDEV 0.01
## 2358 3374-PZLXD 1 3374-PZLXD 0.01
## 2359 3374-TTZTK 1 3374-TTZTK 0.01
## 2360 3376-BMGFE 1 3376-BMGFE 0.01
## 2361 3378-AJRAO 1 3378-AJRAO 0.01
## 2362 3384-CTMSF 1 3384-CTMSF 0.01
## 2363 3387-PLKUI 1 3387-PLKUI 0.01
## 2364 3387-VATUS 1 3387-VATUS 0.01
## 2365 3389-KTRXV 1 3389-KTRXV 0.01
## 2366 3389-YGYAI 1 3389-YGYAI 0.01
## 2367 3391-JSQEW 1 3391-JSQEW 0.01
## 2368 3392-EHMNK 1 3392-EHMNK 0.01
## 2369 3393-FMZPV 1 3393-FMZPV 0.01
## 2370 3396-DKDEL 1 3396-DKDEL 0.01
## 2371 3397-AVTKU 1 3397-AVTKU 0.01
## 2372 3398-FSHON 1 3398-FSHON 0.01
## 2373 3398-GCPMU 1 3398-GCPMU 0.01
## 2374 3398-ZOUAA 1 3398-ZOUAA 0.01
## 2375 3399-BMLVW 1 3399-BMLVW 0.01
## 2376 3400-ESFUW 1 3400-ESFUW 0.01
## 2377 3401-URHDA 1 3401-URHDA 0.01
## 2378 3402-XRIUO 1 3402-XRIUO 0.01
## 2379 3404-JNXAX 1 3404-JNXAX 0.01
## 2380 3407-JMJQQ 1 3407-JMJQQ 0.01
## 2381 3407-QGWLG 1 3407-QGWLG 0.01
## 2382 3410-MHHUM 1 3410-MHHUM 0.01
## 2383 3410-YOQBQ 1 3410-YOQBQ 0.01
## 2384 3411-WLRSQ 1 3411-WLRSQ 0.01
## 2385 3413-BMNZE 1 3413-BMNZE 0.01
## 2386 3413-CSSTH 1 3413-CSSTH 0.01
## 2387 3413-DHLPB 1 3413-DHLPB 0.01
## 2388 3415-TAILE 1 3415-TAILE 0.01
## 2389 3417-TSCIC 1 3417-TSCIC 0.01
## 2390 3419-SNJJD 1 3419-SNJJD 0.01
## 2391 3420-YJLQT 1 3420-YJLQT 0.01
## 2392 3420-ZDBMA 1 3420-ZDBMA 0.01
## 2393 3422-GALYP 1 3422-GALYP 0.01
## 2394 3422-LYEPQ 1 3422-LYEPQ 0.01
## 2395 3422-WJOYD 1 3422-WJOYD 0.01
## 2396 3423-HHXAO 1 3423-HHXAO 0.01
## 2397 3424-NMNBO 1 3424-NMNBO 0.01
## 2398 3426-NIYYL 1 3426-NIYYL 0.01
## 2399 3427-GGZZI 1 3427-GGZZI 0.01
## 2400 3428-MMGUB 1 3428-MMGUB 0.01
## 2401 3428-XZMAZ 1 3428-XZMAZ 0.01
## 2402 3429-IFLEM 1 3429-IFLEM 0.01
## 2403 3439-GVUSX 1 3439-GVUSX 0.01
## 2404 3440-JPSCL 1 3440-JPSCL 0.01
## 2405 3441-CGZJH 1 3441-CGZJH 0.01
## 2406 3442-ZHHCC 1 3442-ZHHCC 0.01
## 2407 3445-HXXGF 1 3445-HXXGF 0.01
## 2408 3446-QDSZF 1 3446-QDSZF 0.01
## 2409 3450-WXOAT 1 3450-WXOAT 0.01
## 2410 3451-VAWLI 1 3451-VAWLI 0.01
## 2411 3452-ABWRL 1 3452-ABWRL 0.01
## 2412 3452-FLHYD 1 3452-FLHYD 0.01
## 2413 3452-GWUIN 1 3452-GWUIN 0.01
## 2414 3452-SRFEG 1 3452-SRFEG 0.01
## 2415 3453-RTHJQ 1 3453-RTHJQ 0.01
## 2416 3454-JFUBC 1 3454-JFUBC 0.01
## 2417 3457-PQBYH 1 3457-PQBYH 0.01
## 2418 3458-IDMFK 1 3458-IDMFK 0.01
## 2419 3460-TJBWI 1 3460-TJBWI 0.01
## 2420 3462-BJQQA 1 3462-BJQQA 0.01
## 2421 3466-BYAVD 1 3466-BYAVD 0.01
## 2422 3466-RITXD 1 3466-RITXD 0.01
## 2423 3466-WAESX 1 3466-WAESX 0.01
## 2424 3468-DRVQJ 1 3468-DRVQJ 0.01
## 2425 3470-BTGQO 1 3470-BTGQO 0.01
## 2426 3470-OBUET 1 3470-OBUET 0.01
## 2427 3472-OAOOR 1 3472-OAOOR 0.01
## 2428 3472-QPRCH 1 3472-QPRCH 0.01
## 2429 3473-XIIIT 1 3473-XIIIT 0.01
## 2430 3474-BAFSJ 1 3474-BAFSJ 0.01
## 2431 3481-JHUZH 1 3481-JHUZH 0.01
## 2432 3482-ABPKK 1 3482-ABPKK 0.01
## 2433 3486-HOOGQ 1 3486-HOOGQ 0.01
## 2434 3486-KHMLI 1 3486-KHMLI 0.01
## 2435 3486-NPGST 1 3486-NPGST 0.01
## 2436 3487-EARAT 1 3487-EARAT 0.01
## 2437 3488-PGMQJ 1 3488-PGMQJ 0.01
## 2438 3489-HHPFY 1 3489-HHPFY 0.01
## 2439 3489-VSFRD 1 3489-VSFRD 0.01
## 2440 3494-JCHRQ 1 3494-JCHRQ 0.01
## 2441 3496-LFSZU 1 3496-LFSZU 0.01
## 2442 3498-LZGQZ 1 3498-LZGQZ 0.01
## 2443 3500-NSDOA 1 3500-NSDOA 0.01
## 2444 3500-RMZLT 1 3500-RMZLT 0.01
## 2445 3503-TYDAY 1 3503-TYDAY 0.01
## 2446 3506-LCJDC 1 3506-LCJDC 0.01
## 2447 3506-OVLKD 1 3506-OVLKD 0.01
## 2448 3507-GASNP 1 3507-GASNP 0.01
## 2449 3508-CFVZL 1 3508-CFVZL 0.01
## 2450 3508-VLHCZ 1 3508-VLHCZ 0.01
## 2451 3509-GWQGF 1 3509-GWQGF 0.01
## 2452 3511-APPBJ 1 3511-APPBJ 0.01
## 2453 3511-BFTJW 1 3511-BFTJW 0.01
## 2454 3512-IZIKN 1 3512-IZIKN 0.01
## 2455 3518-FSTWG 1 3518-FSTWG 0.01
## 2456 3518-PZXZQ 1 3518-PZXZQ 0.01
## 2457 3519-ZKXGG 1 3519-ZKXGG 0.01
## 2458 3520-FJGCV 1 3520-FJGCV 0.01
## 2459 3521-HTQTV 1 3521-HTQTV 0.01
## 2460 3521-MNKLV 1 3521-MNKLV 0.01
## 2461 3521-SYVOR 1 3521-SYVOR 0.01
## 2462 3522-CDKHF 1 3522-CDKHF 0.01
## 2463 3523-BRGUW 1 3523-BRGUW 0.01
## 2464 3523-QRQLL 1 3523-QRQLL 0.01
## 2465 3524-WQDSG 1 3524-WQDSG 0.01
## 2466 3525-DVKFN 1 3525-DVKFN 0.01
## 2467 3528-HFRIQ 1 3528-HFRIQ 0.01
## 2468 3530-CRZSB 1 3530-CRZSB 0.01
## 2469 3530-VWVGU 1 3530-VWVGU 0.01
## 2470 3533-UVMOM 1 3533-UVMOM 0.01
## 2471 3536-IQCTX 1 3536-IQCTX 0.01
## 2472 3537-HPKQT 1 3537-HPKQT 0.01
## 2473 3537-RYBHH 1 3537-RYBHH 0.01
## 2474 3538-WZPHD 1 3538-WZPHD 0.01
## 2475 3540-RZJYU 1 3540-RZJYU 0.01
## 2476 3541-ZNUHK 1 3541-ZNUHK 0.01
## 2477 3544-FBCAS 1 3544-FBCAS 0.01
## 2478 3545-CNWRG 1 3545-CNWRG 0.01
## 2479 3546-GHEAE 1 3546-GHEAE 0.01
## 2480 3547-LQRIK 1 3547-LQRIK 0.01
## 2481 3549-ZTMNH 1 3549-ZTMNH 0.01
## 2482 3550-SAHFP 1 3550-SAHFP 0.01
## 2483 3551-GAEGL 1 3551-GAEGL 0.01
## 2484 3551-HUAZH 1 3551-HUAZH 0.01
## 2485 3552-CTCYF 1 3552-CTCYF 0.01
## 2486 3556-BVQGL 1 3556-BVQGL 0.01
## 2487 3557-HTYWR 1 3557-HTYWR 0.01
## 2488 3563-SVYLG 1 3563-SVYLG 0.01
## 2489 3565-UNOCC 1 3565-UNOCC 0.01
## 2490 3566-CAAYU 1 3566-CAAYU 0.01
## 2491 3566-HJGPK 1 3566-HJGPK 0.01
## 2492 3566-VVORZ 1 3566-VVORZ 0.01
## 2493 3567-PQTSO 1 3567-PQTSO 0.01
## 2494 3569-EDBPQ 1 3569-EDBPQ 0.01
## 2495 3569-JFODW 1 3569-JFODW 0.01
## 2496 3569-VLDHH 1 3569-VLDHH 0.01
## 2497 3570-YUEKJ 1 3570-YUEKJ 0.01
## 2498 3571-DPYUH 1 3571-DPYUH 0.01
## 2499 3571-RFHAR 1 3571-RFHAR 0.01
## 2500 3572-UOLYZ 1 3572-UOLYZ 0.01
## 2501 3572-UUHRS 1 3572-UUHRS 0.01
## 2502 3577-AMVUX 1 3577-AMVUX 0.01
## 2503 3580-GICBM 1 3580-GICBM 0.01
## 2504 3580-HYCSP 1 3580-HYCSP 0.01
## 2505 3580-REOAC 1 3580-REOAC 0.01
## 2506 3583-EKAPL 1 3583-EKAPL 0.01
## 2507 3583-KRKMD 1 3583-KRKMD 0.01
## 2508 3584-WKTTW 1 3584-WKTTW 0.01
## 2509 3585-ISXZP 1 3585-ISXZP 0.01
## 2510 3585-YNADK 1 3585-YNADK 0.01
## 2511 3587-PMCOY 1 3587-PMCOY 0.01
## 2512 3588-WSTTJ 1 3588-WSTTJ 0.01
## 2513 3589-PPVKW 1 3589-PPVKW 0.01
## 2514 3590-TCXTB 1 3590-TCXTB 0.01
## 2515 3594-BDSOA 1 3594-BDSOA 0.01
## 2516 3594-IVHJZ 1 3594-IVHJZ 0.01
## 2517 3594-KADLU 1 3594-KADLU 0.01
## 2518 3594-UVONA 1 3594-UVONA 0.01
## 2519 3597-MVHJT 1 3597-MVHJT 0.01
## 2520 3597-YASZG 1 3597-YASZG 0.01
## 2521 3604-WLABM 1 3604-WLABM 0.01
## 2522 3605-JISKB 1 3605-JISKB 0.01
## 2523 3606-SBKRY 1 3606-SBKRY 0.01
## 2524 3606-TWKGI 1 3606-TWKGI 0.01
## 2525 3612-YUNGG 1 3612-YUNGG 0.01
## 2526 3612-YVGSJ 1 3612-YVGSJ 0.01
## 2527 3617-XLSGQ 1 3617-XLSGQ 0.01
## 2528 3620-EHIMZ 1 3620-EHIMZ 0.01
## 2529 3620-MWJNE 1 3620-MWJNE 0.01
## 2530 3621-CEOVK 1 3621-CEOVK 0.01
## 2531 3621-CHYVB 1 3621-CHYVB 0.01
## 2532 3623-FQBOX 1 3623-FQBOX 0.01
## 2533 3627-FCRDW 1 3627-FCRDW 0.01
## 2534 3627-FHKBK 1 3627-FHKBK 0.01
## 2535 3629-WEAAM 1 3629-WEAAM 0.01
## 2536 3629-ZNKXA 1 3629-ZNKXA 0.01
## 2537 3633-CDBUW 1 3633-CDBUW 0.01
## 2538 3635-JBPSG 1 3635-JBPSG 0.01
## 2539 3635-QQRQD 1 3635-QQRQD 0.01
## 2540 3638-DIMPH 1 3638-DIMPH 0.01
## 2541 3638-VBZTA 1 3638-VBZTA 0.01
## 2542 3638-WEABW 1 3638-WEABW 0.01
## 2543 3639-XJHKQ 1 3639-XJHKQ 0.01
## 2544 3640-JQGJG 1 3640-JQGJG 0.01
## 2545 3640-PHQXK 1 3640-PHQXK 0.01
## 2546 3642-BYHDO 1 3642-BYHDO 0.01
## 2547 3642-GKTCT 1 3642-GKTCT 0.01
## 2548 3643-AHCFP 1 3643-AHCFP 0.01
## 2549 3644-QXEHN 1 3644-QXEHN 0.01
## 2550 3645-DEYGF 1 3645-DEYGF 0.01
## 2551 3646-ITDGM 1 3646-ITDGM 0.01
## 2552 3647-GMGDH 1 3647-GMGDH 0.01
## 2553 3648-GZPHF 1 3648-GZPHF 0.01
## 2554 3649-JPUGY 1 3649-JPUGY 0.01
## 2555 3653-NCRDJ 1 3653-NCRDJ 0.01
## 2556 3654-ARMGP 1 3654-ARMGP 0.01
## 2557 3655-SNQYZ 1 3655-SNQYZ 0.01
## 2558 3656-TKRVZ 1 3656-TKRVZ 0.01
## 2559 3657-COGMW 1 3657-COGMW 0.01
## 2560 3658-KIBGF 1 3658-KIBGF 0.01
## 2561 3658-QQJYD 1 3658-QQJYD 0.01
## 2562 3662-FXJFO 1 3662-FXJFO 0.01
## 2563 3663-MITLP 1 3663-MITLP 0.01
## 2564 3665-JATSN 1 3665-JATSN 0.01
## 2565 3668-QPYBK 1 3668-QPYBK 0.01
## 2566 3669-LVWZB 1 3669-LVWZB 0.01
## 2567 3669-OYSJI 1 3669-OYSJI 0.01
## 2568 3669-WHAFY 1 3669-WHAFY 0.01
## 2569 3671-SHRSP 1 3671-SHRSP 0.01
## 2570 3672-YITQD 1 3672-YITQD 0.01
## 2571 3675-EQOZA 1 3675-EQOZA 0.01
## 2572 3675-YDUPJ 1 3675-YDUPJ 0.01
## 2573 3677-IYRBF 1 3677-IYRBF 0.01
## 2574 3677-TNKIO 1 3677-TNKIO 0.01
## 2575 3678-MNGZX 1 3678-MNGZX 0.01
## 2576 3679-XASPY 1 3679-XASPY 0.01
## 2577 3680-CTHUH 1 3680-CTHUH 0.01
## 2578 3682-YEUWS 1 3682-YEUWS 0.01
## 2579 3683-QKIUE 1 3683-QKIUE 0.01
## 2580 3685-YLCMQ 1 3685-YLCMQ 0.01
## 2581 3688-FTHLT 1 3688-FTHLT 0.01
## 2582 3689-MOZGR 1 3689-MOZGR 0.01
## 2583 3692-JHONH 1 3692-JHONH 0.01
## 2584 3694-DELSO 1 3694-DELSO 0.01
## 2585 3694-GLTJM 1 3694-GLTJM 0.01
## 2586 3696-DFHHB 1 3696-DFHHB 0.01
## 2587 3696-XRIEN 1 3696-XRIEN 0.01
## 2588 3701-SFMUH 1 3701-SFMUH 0.01
## 2589 3703-KBKZP 1 3703-KBKZP 0.01
## 2590 3703-TTEPD 1 3703-TTEPD 0.01
## 2591 3703-VAVCL 1 3703-VAVCL 0.01
## 2592 3704-IEAXF 1 3704-IEAXF 0.01
## 2593 3705-PSNGL 1 3705-PSNGL 0.01
## 2594 3705-RHRFR 1 3705-RHRFR 0.01
## 2595 3707-GNWHM 1 3707-GNWHM 0.01
## 2596 3707-LRWZD 1 3707-LRWZD 0.01
## 2597 3709-OIJEA 1 3709-OIJEA 0.01
## 2598 3712-PKXZA 1 3712-PKXZA 0.01
## 2599 3714-JTVOV 1 3714-JTVOV 0.01
## 2600 3714-NTNFO 1 3714-NTNFO 0.01
## 2601 3714-XPXBW 1 3714-XPXBW 0.01
## 2602 3716-BDVDB 1 3716-BDVDB 0.01
## 2603 3716-LRGXK 1 3716-LRGXK 0.01
## 2604 3716-UVSPD 1 3716-UVSPD 0.01
## 2605 3717-FDJFU 1 3717-FDJFU 0.01
## 2606 3717-LNXKW 1 3717-LNXKW 0.01
## 2607 3717-OEAUQ 1 3717-OEAUQ 0.01
## 2608 3717-OFRTN 1 3717-OFRTN 0.01
## 2609 3719-TDVQB 1 3719-TDVQB 0.01
## 2610 3720-DBRWL 1 3720-DBRWL 0.01
## 2611 3721-CNEYS 1 3721-CNEYS 0.01
## 2612 3721-CNZHX 1 3721-CNZHX 0.01
## 2613 3721-WKIIL 1 3721-WKIIL 0.01
## 2614 3722-WPXTK 1 3722-WPXTK 0.01
## 2615 3723-BFBGR 1 3723-BFBGR 0.01
## 2616 3724-BSCVH 1 3724-BSCVH 0.01
## 2617 3724-UCSHY 1 3724-UCSHY 0.01
## 2618 3726-TBHQT 1 3726-TBHQT 0.01
## 2619 3727-JEZTU 1 3727-JEZTU 0.01
## 2620 3727-OVPRY 1 3727-OVPRY 0.01
## 2621 3727-OWVYD 1 3727-OWVYD 0.01
## 2622 3727-RJMEO 1 3727-RJMEO 0.01
## 2623 3729-OWRVL 1 3729-OWRVL 0.01
## 2624 3733-LSYCE 1 3733-LSYCE 0.01
## 2625 3733-UOCWF 1 3733-UOCWF 0.01
## 2626 3733-ZEECP 1 3733-ZEECP 0.01
## 2627 3736-BLEPA 1 3736-BLEPA 0.01
## 2628 3737-GCSPV 1 3737-GCSPV 0.01
## 2629 3737-XBQDD 1 3737-XBQDD 0.01
## 2630 3739-YBWAB 1 3739-YBWAB 0.01
## 2631 3740-RLMVT 1 3740-RLMVT 0.01
## 2632 3744-ZBHON 1 3744-ZBHON 0.01
## 2633 3744-ZRRDZ 1 3744-ZRRDZ 0.01
## 2634 3745-HRPHI 1 3745-HRPHI 0.01
## 2635 3746-EUBYR 1 3746-EUBYR 0.01
## 2636 3748-FVMZZ 1 3748-FVMZZ 0.01
## 2637 3750-CKVKH 1 3750-CKVKH 0.01
## 2638 3750-RNQKR 1 3750-RNQKR 0.01
## 2639 3750-YHRYO 1 3750-YHRYO 0.01
## 2640 3751-KTZEL 1 3751-KTZEL 0.01
## 2641 3752-CQSJI 1 3752-CQSJI 0.01
## 2642 3753-TSEMP 1 3753-TSEMP 0.01
## 2643 3754-DXMRT 1 3754-DXMRT 0.01
## 2644 3755-JBMNH 1 3755-JBMNH 0.01
## 2645 3756-VNWDH 1 3756-VNWDH 0.01
## 2646 3757-NJYBX 1 3757-NJYBX 0.01
## 2647 3758-CKOQL 1 3758-CKOQL 0.01
## 2648 3761-FLYZI 1 3761-FLYZI 0.01
## 2649 3763-GCZHZ 1 3763-GCZHZ 0.01
## 2650 3764-MNMOI 1 3764-MNMOI 0.01
## 2651 3765-JXVKY 1 3765-JXVKY 0.01
## 2652 3766-EJLFL 1 3766-EJLFL 0.01
## 2653 3768-NLUBH 1 3768-NLUBH 0.01
## 2654 3768-VHXQO 1 3768-VHXQO 0.01
## 2655 3769-MHZNV 1 3769-MHZNV 0.01
## 2656 3771-PZOBW 1 3771-PZOBW 0.01
## 2657 3774-VBNXY 1 3774-VBNXY 0.01
## 2658 3776-EKTKM 1 3776-EKTKM 0.01
## 2659 3777-XROBG 1 3777-XROBG 0.01
## 2660 3778-FOAQW 1 3778-FOAQW 0.01
## 2661 3779-OSWCF 1 3779-OSWCF 0.01
## 2662 3780-DDGSE 1 3780-DDGSE 0.01
## 2663 3780-YVMFA 1 3780-YVMFA 0.01
## 2664 3785-KTYSH 1 3785-KTYSH 0.01
## 2665 3785-NRHYR 1 3785-NRHYR 0.01
## 2666 3786-WOVKF 1 3786-WOVKF 0.01
## 2667 3787-TRIAL 1 3787-TRIAL 0.01
## 2668 3791-LGQCY 1 3791-LGQCY 0.01
## 2669 3793-MMFUH 1 3793-MMFUH 0.01
## 2670 3794-NFNCH 1 3794-NFNCH 0.01
## 2671 3795-CAWEX 1 3795-CAWEX 0.01
## 2672 3795-GWTRD 1 3795-GWTRD 0.01
## 2673 3796-ENZGF 1 3796-ENZGF 0.01
## 2674 3797-FKOGQ 1 3797-FKOGQ 0.01
## 2675 3797-VTIDR 1 3797-VTIDR 0.01
## 2676 3798-EPWRR 1 3798-EPWRR 0.01
## 2677 3799-ISUZQ 1 3799-ISUZQ 0.01
## 2678 3800-LYTRK 1 3800-LYTRK 0.01
## 2679 3801-HMYNL 1 3801-HMYNL 0.01
## 2680 3803-KMQFW 1 3803-KMQFW 0.01
## 2681 3804-RVTGV 1 3804-RVTGV 0.01
## 2682 3806-DXQOM 1 3806-DXQOM 0.01
## 2683 3806-YAZOV 1 3806-YAZOV 0.01
## 2684 3807-BPOMJ 1 3807-BPOMJ 0.01
## 2685 3807-XHCJH 1 3807-XHCJH 0.01
## 2686 3808-HFKDE 1 3808-HFKDE 0.01
## 2687 3810-DVDQQ 1 3810-DVDQQ 0.01
## 2688 3810-PJUHR 1 3810-PJUHR 0.01
## 2689 3811-VBYBZ 1 3811-VBYBZ 0.01
## 2690 3812-LRZIR 1 3812-LRZIR 0.01
## 2691 3813-DHBBB 1 3813-DHBBB 0.01
## 2692 3814-MLAXC 1 3814-MLAXC 0.01
## 2693 3815-SLMEF 1 3815-SLMEF 0.01
## 2694 3823-KYNQY 1 3823-KYNQY 0.01
## 2695 3824-RHKVR 1 3824-RHKVR 0.01
## 2696 3831-YCPUO 1 3831-YCPUO 0.01
## 2697 3834-XUIFC 1 3834-XUIFC 0.01
## 2698 3836-FZSDJ 1 3836-FZSDJ 0.01
## 2699 3838-OZURD 1 3838-OZURD 0.01
## 2700 3841-CONLJ 1 3841-CONLJ 0.01
## 2701 3841-NFECX 1 3841-NFECX 0.01
## 2702 3842-IYKUE 1 3842-IYKUE 0.01
## 2703 3842-QTGDL 1 3842-QTGDL 0.01
## 2704 3845-FXCYS 1 3845-FXCYS 0.01
## 2705 3845-JHAMY 1 3845-JHAMY 0.01
## 2706 3847-BAERP 1 3847-BAERP 0.01
## 2707 3850-OKINF 1 3850-OKINF 0.01
## 2708 3853-LYGAM 1 3853-LYGAM 0.01
## 2709 3855-ONCAR 1 3855-ONCAR 0.01
## 2710 3858-VOBET 1 3858-VOBET 0.01
## 2711 3858-XHYJO 1 3858-XHYJO 0.01
## 2712 3859-CVCET 1 3859-CVCET 0.01
## 2713 3863-IUBJR 1 3863-IUBJR 0.01
## 2714 3863-QSTYI 1 3863-QSTYI 0.01
## 2715 3865-QBWSJ 1 3865-QBWSJ 0.01
## 2716 3865-YIOTT 1 3865-YIOTT 0.01
## 2717 3865-ZFZIB 1 3865-ZFZIB 0.01
## 2718 3865-ZYKAD 1 3865-ZYKAD 0.01
## 2719 3866-MDTUB 1 3866-MDTUB 0.01
## 2720 3870-MQAMG 1 3870-MQAMG 0.01
## 2721 3870-SPZSI 1 3870-SPZSI 0.01
## 2722 3871-IKPYH 1 3871-IKPYH 0.01
## 2723 3873-NFTGI 1 3873-NFTGI 0.01
## 2724 3873-WOSBC 1 3873-WOSBC 0.01
## 2725 3874-EQOEP 1 3874-EQOEP 0.01
## 2726 3877-JRJIP 1 3877-JRJIP 0.01
## 2727 3878-AVSOQ 1 3878-AVSOQ 0.01
## 2728 3882-IYOIJ 1 3882-IYOIJ 0.01
## 2729 3884-HCSWG 1 3884-HCSWG 0.01
## 2730 3884-UEBXB 1 3884-UEBXB 0.01
## 2731 3886-CERTZ 1 3886-CERTZ 0.01
## 2732 3887-PBQAO 1 3887-PBQAO 0.01
## 2733 3889-VWBID 1 3889-VWBID 0.01
## 2734 3890-RTCMS 1 3890-RTCMS 0.01
## 2735 3891-NLXJB 1 3891-NLXJB 0.01
## 2736 3891-PUQOD 1 3891-PUQOD 0.01
## 2737 3892-NXAZG 1 3892-NXAZG 0.01
## 2738 3893-JRNFS 1 3893-JRNFS 0.01
## 2739 3896-RCYYE 1 3896-RCYYE 0.01
## 2740 3896-ZVNET 1 3896-ZVNET 0.01
## 2741 3898-BSJYF 1 3898-BSJYF 0.01
## 2742 3898-GUYTS 1 3898-GUYTS 0.01
## 2743 3900-AQPHZ 1 3900-AQPHZ 0.01
## 2744 3902-FOIGH 1 3902-FOIGH 0.01
## 2745 3902-MIVLE 1 3902-MIVLE 0.01
## 2746 3904-UKFRE 1 3904-UKFRE 0.01
## 2747 3908-BLSYF 1 3908-BLSYF 0.01
## 2748 3908-MKIMJ 1 3908-MKIMJ 0.01
## 2749 3910-MRQOY 1 3910-MRQOY 0.01
## 2750 3911-RSNHI 1 3911-RSNHI 0.01
## 2751 3913-FCUUW 1 3913-FCUUW 0.01
## 2752 3913-RDSJZ 1 3913-RDSJZ 0.01
## 2753 3914-FDRHP 1 3914-FDRHP 0.01
## 2754 3915-ODIYG 1 3915-ODIYG 0.01
## 2755 3916-NRPAP 1 3916-NRPAP 0.01
## 2756 3920-HIHMQ 1 3920-HIHMQ 0.01
## 2757 3923-CSIHK 1 3923-CSIHK 0.01
## 2758 3926-CUQZX 1 3926-CUQZX 0.01
## 2759 3926-YZVVX 1 3926-YZVVX 0.01
## 2760 3927-NLNRY 1 3927-NLNRY 0.01
## 2761 3930-ZGWVE 1 3930-ZGWVE 0.01
## 2762 3932-CMDTD 1 3932-CMDTD 0.01
## 2763 3932-IJWDZ 1 3932-IJWDZ 0.01
## 2764 3933-DQPWX 1 3933-DQPWX 0.01
## 2765 3934-HXCFZ 1 3934-HXCFZ 0.01
## 2766 3935-TBRZZ 1 3935-TBRZZ 0.01
## 2767 3936-QQFLL 1 3936-QQFLL 0.01
## 2768 3938-YFPXD 1 3938-YFPXD 0.01
## 2769 3941-XTSKM 1 3941-XTSKM 0.01
## 2770 3943-KDREE 1 3943-KDREE 0.01
## 2771 3945-GFWQL 1 3945-GFWQL 0.01
## 2772 3946-JEWRQ 1 3946-JEWRQ 0.01
## 2773 3946-MHCZW 1 3946-MHCZW 0.01
## 2774 3948-FVVRP 1 3948-FVVRP 0.01
## 2775 3948-KXDUF 1 3948-KXDUF 0.01
## 2776 3948-XHGNA 1 3948-XHGNA 0.01
## 2777 3950-VPYJB 1 3950-VPYJB 0.01
## 2778 3951-NJCVI 1 3951-NJCVI 0.01
## 2779 3955-JBZZM 1 3955-JBZZM 0.01
## 2780 3956-CJUST 1 3956-CJUST 0.01
## 2781 3956-MGXOG 1 3956-MGXOG 0.01
## 2782 3957-HHLMR 1 3957-HHLMR 0.01
## 2783 3957-LXOLK 1 3957-LXOLK 0.01
## 2784 3957-SQXML 1 3957-SQXML 0.01
## 2785 3961-SXAXY 1 3961-SXAXY 0.01
## 2786 3963-RYFNS 1 3963-RYFNS 0.01
## 2787 3966-HRMZA 1 3966-HRMZA 0.01
## 2788 3967-KXAPS 1 3967-KXAPS 0.01
## 2789 3967-VQOGC 1 3967-VQOGC 0.01
## 2790 3969-GYXEL 1 3969-GYXEL 0.01
## 2791 3969-JQABI 1 3969-JQABI 0.01
## 2792 3970-XGJDU 1 3970-XGJDU 0.01
## 2793 3973-SKMLN 1 3973-SKMLN 0.01
## 2794 3976-BWUCK 1 3976-BWUCK 0.01
## 2795 3976-HXHCE 1 3976-HXHCE 0.01
## 2796 3976-NLDEZ 1 3976-NLDEZ 0.01
## 2797 3977-QCRSL 1 3977-QCRSL 0.01
## 2798 3978-YNKDD 1 3978-YNKDD 0.01
## 2799 3981-QSVQI 1 3981-QSVQI 0.01
## 2800 3982-DQLUS 1 3982-DQLUS 0.01
## 2801 3982-JGSFD 1 3982-JGSFD 0.01
## 2802 3982-XWFZQ 1 3982-XWFZQ 0.01
## 2803 3985-HOYPM 1 3985-HOYPM 0.01
## 2804 3987-KQDDU 1 3987-KQDDU 0.01
## 2805 3988-RQIXO 1 3988-RQIXO 0.01
## 2806 3990-QYKBE 1 3990-QYKBE 0.01
## 2807 3992-YWPKO 1 3992-YWPKO 0.01
## 2808 3995-WFCSM 1 3995-WFCSM 0.01
## 2809 3996-ZNWYK 1 3996-ZNWYK 0.01
## 2810 3999-QGRJH 1 3999-QGRJH 0.01
## 2811 3999-WRNGR 1 3999-WRNGR 0.01
## 2812 4000-VGMQP 1 4000-VGMQP 0.01
## 2813 4001-TSBTV 1 4001-TSBTV 0.01
## 2814 4002-BQWPQ 1 4002-BQWPQ 0.01
## 2815 4003-FUSHP 1 4003-FUSHP 0.01
## 2816 4003-OCTMP 1 4003-OCTMP 0.01
## 2817 4006-HKYHO 1 4006-HKYHO 0.01
## 2818 4007-NHVHI 1 4007-NHVHI 0.01
## 2819 4009-ALQFH 1 4009-ALQFH 0.01
## 2820 4010-YLMVT 1 4010-YLMVT 0.01
## 2821 4011-ARPHK 1 4011-ARPHK 0.01
## 2822 4012-YCFAI 1 4012-YCFAI 0.01
## 2823 4012-ZTHBR 1 4012-ZTHBR 0.01
## 2824 4013-GUXND 1 4013-GUXND 0.01
## 2825 4013-TLDHQ 1 4013-TLDHQ 0.01
## 2826 4013-UBXWQ 1 4013-UBXWQ 0.01
## 2827 4016-BJKTZ 1 4016-BJKTZ 0.01
## 2828 4018-KJYUY 1 4018-KJYUY 0.01
## 2829 4018-PPNDW 1 4018-PPNDW 0.01
## 2830 4020-KIUDI 1 4020-KIUDI 0.01
## 2831 4021-RQSNY 1 4021-RQSNY 0.01
## 2832 4023-RTIQM 1 4023-RTIQM 0.01
## 2833 4024-CSNBY 1 4024-CSNBY 0.01
## 2834 4026-SKKHW 1 4026-SKKHW 0.01
## 2835 4029-HPFVY 1 4029-HPFVY 0.01
## 2836 4030-VPZBD 1 4030-VPZBD 0.01
## 2837 4032-RMHCI 1 4032-RMHCI 0.01
## 2838 4039-HEUNW 1 4039-HEUNW 0.01
## 2839 4039-PIMHX 1 4039-PIMHX 0.01
## 2840 4043-MKDTV 1 4043-MKDTV 0.01
## 2841 4049-ZPALD 1 4049-ZPALD 0.01
## 2842 4054-CUMIA 1 4054-CUMIA 0.01
## 2843 4056-QHXHZ 1 4056-QHXHZ 0.01
## 2844 4057-FKCZK 1 4057-FKCZK 0.01
## 2845 4059-IIEBK 1 4059-IIEBK 0.01
## 2846 4060-LDNLU 1 4060-LDNLU 0.01
## 2847 4061-UKJWL 1 4061-UKJWL 0.01
## 2848 4062-HBMOS 1 4062-HBMOS 0.01
## 2849 4063-EIKNQ 1 4063-EIKNQ 0.01
## 2850 4065-JJAVA 1 4065-JJAVA 0.01
## 2851 4067-HLYQI 1 4067-HLYQI 0.01
## 2852 4070-OKWVH 1 4070-OKWVH 0.01
## 2853 4072-IPYLT 1 4072-IPYLT 0.01
## 2854 4074-SJFFA 1 4074-SJFFA 0.01
## 2855 4075-JFPGR 1 4075-JFPGR 0.01
## 2856 4075-WKNIU 1 4075-WKNIU 0.01
## 2857 4077-CROMM 1 4077-CROMM 0.01
## 2858 4077-HWUYD 1 4077-HWUYD 0.01
## 2859 4078-SAYYN 1 4078-SAYYN 0.01
## 2860 4079-ULGFR 1 4079-ULGFR 0.01
## 2861 4079-VTGLK 1 4079-VTGLK 0.01
## 2862 4079-WWQQQ 1 4079-WWQQQ 0.01
## 2863 4080-IIARD 1 4080-IIARD 0.01
## 2864 4080-OGPJL 1 4080-OGPJL 0.01
## 2865 4081-DYXAV 1 4081-DYXAV 0.01
## 2866 4083-BFNYK 1 4083-BFNYK 0.01
## 2867 4083-EUGRJ 1 4083-EUGRJ 0.01
## 2868 4086-ATNFV 1 4086-ATNFV 0.01
## 2869 4086-WITJG 1 4086-WITJG 0.01
## 2870 4086-YQSNZ 1 4086-YQSNZ 0.01
## 2871 4088-YLDSU 1 4088-YLDSU 0.01
## 2872 4090-KPJIP 1 4090-KPJIP 0.01
## 2873 4091-TVOCN 1 4091-TVOCN 0.01
## 2874 4092-OFQZS 1 4092-OFQZS 0.01
## 2875 4094-NSEDU 1 4094-NSEDU 0.01
## 2876 4097-YODCF 1 4097-YODCF 0.01
## 2877 4098-NAUKP 1 4098-NAUKP 0.01
## 2878 4102-HLENU 1 4102-HLENU 0.01
## 2879 4102-OQUPX 1 4102-OQUPX 0.01
## 2880 4104-PVRPS 1 4104-PVRPS 0.01
## 2881 4106-HADHQ 1 4106-HADHQ 0.01
## 2882 4109-CYRBD 1 4109-CYRBD 0.01
## 2883 4110-PFEUZ 1 4110-PFEUZ 0.01
## 2884 4111-BNXIF 1 4111-BNXIF 0.01
## 2885 4112-LUEIZ 1 4112-LUEIZ 0.01
## 2886 4114-QMKVN 1 4114-QMKVN 0.01
## 2887 4115-BNPJY 1 4115-BNPJY 0.01
## 2888 4115-NZRKS 1 4115-NZRKS 0.01
## 2889 4115-UMJFQ 1 4115-UMJFQ 0.01
## 2890 4116-IQRFR 1 4116-IQRFR 0.01
## 2891 4116-TZAQJ 1 4116-TZAQJ 0.01
## 2892 4118-CEVPF 1 4118-CEVPF 0.01
## 2893 4119-ZYPZY 1 4119-ZYPZY 0.01
## 2894 4121-AGSIN 1 4121-AGSIN 0.01
## 2895 4123-DVHPH 1 4123-DVHPH 0.01
## 2896 4123-FCVCB 1 4123-FCVCB 0.01
## 2897 4124-MMETB 1 4124-MMETB 0.01
## 2898 4128-ETESU 1 4128-ETESU 0.01
## 2899 4129-LYCOI 1 4129-LYCOI 0.01
## 2900 4130-MZLCC 1 4130-MZLCC 0.01
## 2901 4132-KALRO 1 4132-KALRO 0.01
## 2902 4132-POCZS 1 4132-POCZS 0.01
## 2903 4134-BSXLX 1 4134-BSXLX 0.01
## 2904 4135-FRWKJ 1 4135-FRWKJ 0.01
## 2905 4137-BTIKL 1 4137-BTIKL 0.01
## 2906 4137-JOPHL 1 4137-JOPHL 0.01
## 2907 4138-NAXED 1 4138-NAXED 0.01
## 2908 4139-DETXS 1 4139-DETXS 0.01
## 2909 4139-JPIAM 1 4139-JPIAM 0.01
## 2910 4139-SUGLD 1 4139-SUGLD 0.01
## 2911 4140-MUHUG 1 4140-MUHUG 0.01
## 2912 4140-WJAWW 1 4140-WJAWW 0.01
## 2913 4143-HHPMK 1 4143-HHPMK 0.01
## 2914 4143-OOBWZ 1 4143-OOBWZ 0.01
## 2915 4145-UQXUQ 1 4145-UQXUQ 0.01
## 2916 4146-SVFUD 1 4146-SVFUD 0.01
## 2917 4154-AQUGT 1 4154-AQUGT 0.01
## 2918 4159-NAAIX 1 4159-NAAIX 0.01
## 2919 4160-AMJTL 1 4160-AMJTL 0.01
## 2920 4163-HFTUK 1 4163-HFTUK 0.01
## 2921 4163-KIUHY 1 4163-KIUHY 0.01
## 2922 4163-NCJAK 1 4163-NCJAK 0.01
## 2923 4174-LPGTI 1 4174-LPGTI 0.01
## 2924 4176-FXYBO 1 4176-FXYBO 0.01
## 2925 4176-RELJR 1 4176-RELJR 0.01
## 2926 4177-JPDFU 1 4177-JPDFU 0.01
## 2927 4178-EGMON 1 4178-EGMON 0.01
## 2928 4182-BGSIQ 1 4182-BGSIQ 0.01
## 2929 4183-MYFRB 1 4183-MYFRB 0.01
## 2930 4183-WCSEP 1 4183-WCSEP 0.01
## 2931 4184-TJFAN 1 4184-TJFAN 0.01
## 2932 4184-VODJZ 1 4184-VODJZ 0.01
## 2933 4186-ZBUEW 1 4186-ZBUEW 0.01
## 2934 4187-CINZD 1 4187-CINZD 0.01
## 2935 4188-FRABG 1 4188-FRABG 0.01
## 2936 4188-PCPIG 1 4188-PCPIG 0.01
## 2937 4189-NAKJS 1 4189-NAKJS 0.01
## 2938 4190-MFLUW 1 4190-MFLUW 0.01
## 2939 4191-XOVOM 1 4191-XOVOM 0.01
## 2940 4192-GORJT 1 4192-GORJT 0.01
## 2941 4193-IBKSW 1 4193-IBKSW 0.01
## 2942 4193-ORFCL 1 4193-ORFCL 0.01
## 2943 4194-FJARJ 1 4194-FJARJ 0.01
## 2944 4194-WHFCB 1 4194-WHFCB 0.01
## 2945 4195-NZGTA 1 4195-NZGTA 0.01
## 2946 4195-PNGZS 1 4195-PNGZS 0.01
## 2947 4195-SMMNX 1 4195-SMMNX 0.01
## 2948 4198-VFOEA 1 4198-VFOEA 0.01
## 2949 4199-QHJNM 1 4199-QHJNM 0.01
## 2950 4201-JMNGR 1 4201-JMNGR 0.01
## 2951 4203-QGNZA 1 4203-QGNZA 0.01
## 2952 4208-UFFGW 1 4208-UFFGW 0.01
## 2953 4210-QFJMF 1 4210-QFJMF 0.01
## 2954 4211-MMAZN 1 4211-MMAZN 0.01
## 2955 4213-HKBJO 1 4213-HKBJO 0.01
## 2956 4220-TINQT 1 4220-TINQT 0.01
## 2957 4223-BKEOR 1 4223-BKEOR 0.01
## 2958 4223-WOZCM 1 4223-WOZCM 0.01
## 2959 4226-KKDON 1 4226-KKDON 0.01
## 2960 4227-OJHAL 1 4227-OJHAL 0.01
## 2961 4228-ZGYUW 1 4228-ZGYUW 0.01
## 2962 4229-CZMLL 1 4229-CZMLL 0.01
## 2963 4231-LZUYM 1 4231-LZUYM 0.01
## 2964 4232-JGKIY 1 4232-JGKIY 0.01
## 2965 4234-XTNEA 1 4234-XTNEA 0.01
## 2966 4236-UJPWO 1 4236-UJPWO 0.01
## 2967 4236-XPXAV 1 4236-XPXAV 0.01
## 2968 4237-CLSMM 1 4237-CLSMM 0.01
## 2969 4237-RLAQD 1 4237-RLAQD 0.01
## 2970 4238-HFHSN 1 4238-HFHSN 0.01
## 2971 4238-JSSWH 1 4238-JSSWH 0.01
## 2972 4248-HCETZ 1 4248-HCETZ 0.01
## 2973 4248-QPAVC 1 4248-QPAVC 0.01
## 2974 4250-FDVOU 1 4250-FDVOU 0.01
## 2975 4250-WAROZ 1 4250-WAROZ 0.01
## 2976 4250-ZBWLV 1 4250-ZBWLV 0.01
## 2977 4254-QPEDE 1 4254-QPEDE 0.01
## 2978 4255-DDUOU 1 4255-DDUOU 0.01
## 2979 4256-ZWTZI 1 4256-ZWTZI 0.01
## 2980 4257-GAESD 1 4257-GAESD 0.01
## 2981 4273-MBHYA 1 4273-MBHYA 0.01
## 2982 4274-DRSQT 1 4274-DRSQT 0.01
## 2983 4274-OWWYO 1 4274-OWWYO 0.01
## 2984 4277-BWBML 1 4277-BWBML 0.01
## 2985 4277-PVRAN 1 4277-PVRAN 0.01
## 2986 4277-UDIEF 1 4277-UDIEF 0.01
## 2987 4280-DLSHD 1 4280-DLSHD 0.01
## 2988 4282-ACRXS 1 4282-ACRXS 0.01
## 2989 4282-MSACW 1 4282-MSACW 0.01
## 2990 4282-YMKNA 1 4282-YMKNA 0.01
## 2991 4283-FUTGF 1 4283-FUTGF 0.01
## 2992 4283-IVYCI 1 4283-IVYCI 0.01
## 2993 4285-GYRQC 1 4285-GYRQC 0.01
## 2994 4289-DTDKW 1 4289-DTDKW 0.01
## 2995 4290-BSXUX 1 4290-BSXUX 0.01
## 2996 4291-HPAXL 1 4291-HPAXL 0.01
## 2997 4291-HYEBC 1 4291-HYEBC 0.01
## 2998 4291-SHSBH 1 4291-SHSBH 0.01
## 2999 4291-TPNFG 1 4291-TPNFG 0.01
## 3000 4291-YZODP 1 4291-YZODP 0.01
## 3001 4293-ETKAP 1 4293-ETKAP 0.01
## 3002 4295-YURET 1 4295-YURET 0.01
## 3003 4298-OYIFC 1 4298-OYIFC 0.01
## 3004 4299-OPXEJ 1 4299-OPXEJ 0.01
## 3005 4299-SIMNS 1 4299-SIMNS 0.01
## 3006 4301-VVZKA 1 4301-VVZKA 0.01
## 3007 4302-ZYFEL 1 4302-ZYFEL 0.01
## 3008 4304-TSPVK 1 4304-TSPVK 0.01
## 3009 4304-XUMGI 1 4304-XUMGI 0.01
## 3010 4307-KTUMW 1 4307-KTUMW 0.01
## 3011 4307-KWMXE 1 4307-KWMXE 0.01
## 3012 4310-KEDTB 1 4310-KEDTB 0.01
## 3013 4311-QTTAI 1 4311-QTTAI 0.01
## 3014 4312-GVYNH 1 4312-GVYNH 0.01
## 3015 4312-KFRXN 1 4312-KFRXN 0.01
## 3016 4315-MURBD 1 4315-MURBD 0.01
## 3017 4316-XCSLJ 1 4316-XCSLJ 0.01
## 3018 4317-VTEOA 1 4317-VTEOA 0.01
## 3019 4318-RAJVY 1 4318-RAJVY 0.01
## 3020 4320-QMLLA 1 4320-QMLLA 0.01
## 3021 4322-RCYMT 1 4322-RCYMT 0.01
## 3022 4323-ELYYB 1 4323-ELYYB 0.01
## 3023 4323-OHFOW 1 4323-OHFOW 0.01
## 3024 4323-SADQS 1 4323-SADQS 0.01
## 3025 4324-AHJKS 1 4324-AHJKS 0.01
## 3026 4324-BZCKL 1 4324-BZCKL 0.01
## 3027 4325-NFSKC 1 4325-NFSKC 0.01
## 3028 4328-VUFWD 1 4328-VUFWD 0.01
## 3029 4329-YPDDQ 1 4329-YPDDQ 0.01
## 3030 4332-MUOEZ 1 4332-MUOEZ 0.01
## 3031 4334-HOWRP 1 4334-HOWRP 0.01
## 3032 4335-BSMJS 1 4335-BSMJS 0.01
## 3033 4335-UPJSI 1 4335-UPJSI 0.01
## 3034 4338-EYCER 1 4338-EYCER 0.01
## 3035 4342-HENTK 1 4342-HENTK 0.01
## 3036 4342-HFXWS 1 4342-HFXWS 0.01
## 3037 4343-EJVQB 1 4343-EJVQB 0.01
## 3038 4349-GFQHK 1 4349-GFQHK 0.01
## 3039 4350-ZTLPI 1 4350-ZTLPI 0.01
## 3040 4351-QLCSU 1 4351-QLCSU 0.01
## 3041 4353-HYOJD 1 4353-HYOJD 0.01
## 3042 4355-CVPVS 1 4355-CVPVS 0.01
## 3043 4355-HBJHH 1 4355-HBJHH 0.01
## 3044 4359-INNWN 1 4359-INNWN 0.01
## 3045 4360-PNRQB 1 4360-PNRQB 0.01
## 3046 4360-QRAVE 1 4360-QRAVE 0.01
## 3047 4361-BKAXE 1 4361-BKAXE 0.01
## 3048 4361-FEBGN 1 4361-FEBGN 0.01
## 3049 4361-JEIVL 1 4361-JEIVL 0.01
## 3050 4365-MSDYN 1 4365-MSDYN 0.01
## 3051 4366-CTOUZ 1 4366-CTOUZ 0.01
## 3052 4367-NHWMM 1 4367-NHWMM 0.01
## 3053 4367-NUYAO 1 4367-NUYAO 0.01
## 3054 4369-HTUIF 1 4369-HTUIF 0.01
## 3055 4369-NYSCF 1 4369-NYSCF 0.01
## 3056 4373-MAVJG 1 4373-MAVJG 0.01
## 3057 4373-VVHQL 1 4373-VVHQL 0.01
## 3058 4374-YMUSQ 1 4374-YMUSQ 0.01
## 3059 4376-KFVRS 1 4376-KFVRS 0.01
## 3060 4377-VDHYI 1 4377-VDHYI 0.01
## 3061 4378-BZYFP 1 4378-BZYFP 0.01
## 3062 4378-MYPGO 1 4378-MYPGO 0.01
## 3063 4381-MHQDC 1 4381-MHQDC 0.01
## 3064 4385-GZQXV 1 4385-GZQXV 0.01
## 3065 4385-ZKVNW 1 4385-ZKVNW 0.01
## 3066 4389-UEFCZ 1 4389-UEFCZ 0.01
## 3067 4390-KYULV 1 4390-KYULV 0.01
## 3068 4391-LNRXK 1 4391-LNRXK 0.01
## 3069 4391-RESHN 1 4391-RESHN 0.01
## 3070 4393-GEADV 1 4393-GEADV 0.01
## 3071 4393-OBCRR 1 4393-OBCRR 0.01
## 3072 4393-RYCRE 1 4393-RYCRE 0.01
## 3073 4395-PZMSN 1 4395-PZMSN 0.01
## 3074 4396-KLSEH 1 4396-KLSEH 0.01
## 3075 4397-FRLTA 1 4397-FRLTA 0.01
## 3076 4398-HSCJH 1 4398-HSCJH 0.01
## 3077 4402-FTBXC 1 4402-FTBXC 0.01
## 3078 4403-BWPAY 1 4403-BWPAY 0.01
## 3079 4404-HIBDJ 1 4404-HIBDJ 0.01
## 3080 4412-YLTKF 1 4412-YLTKF 0.01
## 3081 4415-IJZTP 1 4415-IJZTP 0.01
## 3082 4415-WNGVR 1 4415-WNGVR 0.01
## 3083 4418-LZMSV 1 4418-LZMSV 0.01
## 3084 4419-UJMUS 1 4419-UJMUS 0.01
## 3085 4422-QVIJA 1 4422-QVIJA 0.01
## 3086 4423-JWZJN 1 4423-JWZJN 0.01
## 3087 4423-YLHDV 1 4423-YLHDV 0.01
## 3088 4424-TKOPW 1 4424-TKOPW 0.01
## 3089 4425-OWHWB 1 4425-OWHWB 0.01
## 3090 4429-WYGFR 1 4429-WYGFR 0.01
## 3091 4430-UZIPO 1 4430-UZIPO 0.01
## 3092 4430-YHXGG 1 4430-YHXGG 0.01
## 3093 4431-EDMIQ 1 4431-EDMIQ 0.01
## 3094 4432-ADRLB 1 4432-ADRLB 0.01
## 3095 4433-JCGCG 1 4433-JCGCG 0.01
## 3096 4439-JMPMT 1 4439-JMPMT 0.01
## 3097 4439-YRNVD 1 4439-YRNVD 0.01
## 3098 4441-NIHPT 1 4441-NIHPT 0.01
## 3099 4443-EMBNA 1 4443-EMBNA 0.01
## 3100 4445-KWOKW 1 4445-KWOKW 0.01
## 3101 4445-ZJNMU 1 4445-ZJNMU 0.01
## 3102 4446-BZKHU 1 4446-BZKHU 0.01
## 3103 4450-DLLMH 1 4450-DLLMH 0.01
## 3104 4450-MDZFX 1 4450-MDZFX 0.01
## 3105 4450-YOOHP 1 4450-YOOHP 0.01
## 3106 4451-RWASJ 1 4451-RWASJ 0.01
## 3107 4452-QIIEB 1 4452-QIIEB 0.01
## 3108 4452-ROHMO 1 4452-ROHMO 0.01
## 3109 4455-BFSPD 1 4455-BFSPD 0.01
## 3110 4456-RHSNB 1 4456-RHSNB 0.01
## 3111 4458-KVRBJ 1 4458-KVRBJ 0.01
## 3112 4459-BBGHE 1 4459-BBGHE 0.01
## 3113 4462-CYWMH 1 4462-CYWMH 0.01
## 3114 4464-JCOLN 1 4464-JCOLN 0.01
## 3115 4465-VDKIQ 1 4465-VDKIQ 0.01
## 3116 4468-KAZHE 1 4468-KAZHE 0.01
## 3117 4468-YDOVK 1 4468-YDOVK 0.01
## 3118 4471-KXAUH 1 4471-KXAUH 0.01
## 3119 4472-LVYGI 1 4472-LVYGI 0.01
## 3120 4472-VESGY 1 4472-VESGY 0.01
## 3121 4475-NVTLU 1 4475-NVTLU 0.01
## 3122 4476-OSWTN 1 4476-OSWTN 0.01
## 3123 4480-MBMLB 1 4480-MBMLB 0.01
## 3124 4480-QQRHC 1 4480-QQRHC 0.01
## 3125 4482-EWFMI 1 4482-EWFMI 0.01
## 3126 4482-FTFFX 1 4482-FTFFX 0.01
## 3127 4484-CGXFK 1 4484-CGXFK 0.01
## 3128 4484-GLZOU 1 4484-GLZOU 0.01
## 3129 4486-EFAEB 1 4486-EFAEB 0.01
## 3130 4487-ZYJZK 1 4487-ZYJZK 0.01
## 3131 4488-KQFDT 1 4488-KQFDT 0.01
## 3132 4488-PSYCG 1 4488-PSYCG 0.01
## 3133 4489-SNOJF 1 4489-SNOJF 0.01
## 3134 4495-LHSSK 1 4495-LHSSK 0.01
## 3135 4500-HKANN 1 4500-HKANN 0.01
## 3136 4501-EQDRN 1 4501-EQDRN 0.01
## 3137 4501-UYKBC 1 4501-UYKBC 0.01
## 3138 4501-VCPFK 1 4501-VCPFK 0.01
## 3139 4503-BDXBD 1 4503-BDXBD 0.01
## 3140 4504-YOULA 1 4504-YOULA 0.01
## 3141 4505-EXZHB 1 4505-EXZHB 0.01
## 3142 4508-OEBEY 1 4508-OEBEY 0.01
## 3143 4510-HIMLV 1 4510-HIMLV 0.01
## 3144 4510-PYUSH 1 4510-PYUSH 0.01
## 3145 4512-ZUIYL 1 4512-ZUIYL 0.01
## 3146 4513-CXYIX 1 4513-CXYIX 0.01
## 3147 4514-GFCFI 1 4514-GFCFI 0.01
## 3148 4518-FZBSX 1 4518-FZBSX 0.01
## 3149 4521-WFJAI 1 4521-WFJAI 0.01
## 3150 4521-YEEHE 1 4521-YEEHE 0.01
## 3151 4522-AKYLR 1 4522-AKYLR 0.01
## 3152 4522-XRWWI 1 4522-XRWWI 0.01
## 3153 4523-WXCEF 1 4523-WXCEF 0.01
## 3154 4524-QCSSM 1 4524-QCSSM 0.01
## 3155 4525-VZCZG 1 4525-VZCZG 0.01
## 3156 4526-EXKKN 1 4526-EXKKN 0.01
## 3157 4526-RMTLL 1 4526-RMTLL 0.01
## 3158 4526-ZJJTM 1 4526-ZJJTM 0.01
## 3159 4529-CKBCL 1 4529-CKBCL 0.01
## 3160 4530-NDRKU 1 4530-NDRKU 0.01
## 3161 4531-AUZNK 1 4531-AUZNK 0.01
## 3162 4534-WGCIR 1 4534-WGCIR 0.01
## 3163 4536-PLEQY 1 4536-PLEQY 0.01
## 3164 4537-CIBHB 1 4537-CIBHB 0.01
## 3165 4537-DKTAL 1 4537-DKTAL 0.01
## 3166 4538-WNTMJ 1 4538-WNTMJ 0.01
## 3167 4541-RMRLG 1 4541-RMRLG 0.01
## 3168 4544-RXFMG 1 4544-RXFMG 0.01
## 3169 4546-FOKWR 1 4546-FOKWR 0.01
## 3170 4547-FZJWE 1 4547-FZJWE 0.01
## 3171 4547-KQRTM 1 4547-KQRTM 0.01
## 3172 4547-LYTDD 1 4547-LYTDD 0.01
## 3173 4548-SDBKE 1 4548-SDBKE 0.01
## 3174 4549-ZDQYY 1 4549-ZDQYY 0.01
## 3175 4550-EVXNY 1 4550-EVXNY 0.01
## 3176 4550-VBOFE 1 4550-VBOFE 0.01
## 3177 4553-DVPZG 1 4553-DVPZG 0.01
## 3178 4554-YGZIH 1 4554-YGZIH 0.01
## 3179 4558-CGYCZ 1 4558-CGYCZ 0.01
## 3180 4558-FANTW 1 4558-FANTW 0.01
## 3181 4559-UWIHT 1 4559-UWIHT 0.01
## 3182 4560-WQAQW 1 4560-WQAQW 0.01
## 3183 4565-EVZMJ 1 4565-EVZMJ 0.01
## 3184 4565-NLZBV 1 4565-NLZBV 0.01
## 3185 4566-GOLUK 1 4566-GOLUK 0.01
## 3186 4566-NECEV 1 4566-NECEV 0.01
## 3187 4566-QVRRW 1 4566-QVRRW 0.01
## 3188 4567-AKPIA 1 4567-AKPIA 0.01
## 3189 4568-KNYWR 1 4568-KNYWR 0.01
## 3190 4568-TTZRT 1 4568-TTZRT 0.01
## 3191 4570-QHXHL 1 4570-QHXHL 0.01
## 3192 4572-DVCGN 1 4572-DVCGN 0.01
## 3193 4573-JKNAE 1 4573-JKNAE 0.01
## 3194 4576-CSAJH 1 4576-CSAJH 0.01
## 3195 4578-PHJYZ 1 4578-PHJYZ 0.01
## 3196 4580-TMHJU 1 4580-TMHJU 0.01
## 3197 4581-LNWUM 1 4581-LNWUM 0.01
## 3198 4581-SSPWD 1 4581-SSPWD 0.01
## 3199 4583-PARNH 1 4583-PARNH 0.01
## 3200 4584-LBNMK 1 4584-LBNMK 0.01
## 3201 4585-HETAI 1 4585-HETAI 0.01
## 3202 4587-NUKOX 1 4587-NUKOX 0.01
## 3203 4587-VVTOX 1 4587-VVTOX 0.01
## 3204 4588-YBNIB 1 4588-YBNIB 0.01
## 3205 4589-IUAJB 1 4589-IUAJB 0.01
## 3206 4592-IWTJI 1 4592-IWTJI 0.01
## 3207 4597-ELFTS 1 4597-ELFTS 0.01
## 3208 4597-NUCQV 1 4597-NUCQV 0.01
## 3209 4598-XLKNJ 1 4598-XLKNJ 0.01
## 3210 4598-ZADCK 1 4598-ZADCK 0.01
## 3211 4603-JANFB 1 4603-JANFB 0.01
## 3212 4607-CHPCA 1 4607-CHPCA 0.01
## 3213 4608-LCIMN 1 4608-LCIMN 0.01
## 3214 4609-KNNWG 1 4609-KNNWG 0.01
## 3215 4611-ANLQC 1 4611-ANLQC 0.01
## 3216 4612-SSVHJ 1 4612-SSVHJ 0.01
## 3217 4612-THJBS 1 4612-THJBS 0.01
## 3218 4614-NUVZD 1 4614-NUVZD 0.01
## 3219 4615-PIVVU 1 4615-PIVVU 0.01
## 3220 4616-EWBNJ 1 4616-EWBNJ 0.01
## 3221 4616-ULAOA 1 4616-ULAOA 0.01
## 3222 4619-EVPHY 1 4619-EVPHY 0.01
## 3223 4622-YNKIJ 1 4622-YNKIJ 0.01
## 3224 4623-ZKHLY 1 4623-ZKHLY 0.01
## 3225 4625-EWPTF 1 4625-EWPTF 0.01
## 3226 4625-LAMOB 1 4625-LAMOB 0.01
## 3227 4625-XMOYM 1 4625-XMOYM 0.01
## 3228 4626-GYCZP 1 4626-GYCZP 0.01
## 3229 4626-OZDTJ 1 4626-OZDTJ 0.01
## 3230 4627-MIHJH 1 4627-MIHJH 0.01
## 3231 4628-CTTLA 1 4628-CTTLA 0.01
## 3232 4628-WQCQQ 1 4628-WQCQQ 0.01
## 3233 4629-NRXKX 1 4629-NRXKX 0.01
## 3234 4631-OACRM 1 4631-OACRM 0.01
## 3235 4632-PAOYU 1 4632-PAOYU 0.01
## 3236 4632-XJMEX 1 4632-XJMEX 0.01
## 3237 4633-MKHYU 1 4633-MKHYU 0.01
## 3238 4634-JLRJT 1 4634-JLRJT 0.01
## 3239 4635-EJYPD 1 4635-EJYPD 0.01
## 3240 4636-JGAAI 1 4636-JGAAI 0.01
## 3241 4636-OLWOE 1 4636-OLWOE 0.01
## 3242 4636-QRJKY 1 4636-QRJKY 0.01
## 3243 4636-TVXVG 1 4636-TVXVG 0.01
## 3244 4640-UHDOS 1 4640-UHDOS 0.01
## 3245 4641-FROLU 1 4641-FROLU 0.01
## 3246 4644-OBGFZ 1 4644-OBGFZ 0.01
## 3247 4644-PIZRT 1 4644-PIZRT 0.01
## 3248 4646-QZXTF 1 4646-QZXTF 0.01
## 3249 4647-MUZON 1 4647-MUZON 0.01
## 3250 4647-XXZAM 1 4647-XXZAM 0.01
## 3251 4648-YPBTM 1 4648-YPBTM 0.01
## 3252 4652-NNHNY 1 4652-NNHNY 0.01
## 3253 4652-ODEVH 1 4652-ODEVH 0.01
## 3254 4654-DLAMQ 1 4654-DLAMQ 0.01
## 3255 4654-GGUII 1 4654-GGUII 0.01
## 3256 4654-ULTTN 1 4654-ULTTN 0.01
## 3257 4656-CAURT 1 4656-CAURT 0.01
## 3258 4657-FWVFY 1 4657-FWVFY 0.01
## 3259 4658-HCOHW 1 4658-HCOHW 0.01
## 3260 4659-NZRUF 1 4659-NZRUF 0.01
## 3261 4660-IRIBM 1 4660-IRIBM 0.01
## 3262 4661-NJEUX 1 4661-NJEUX 0.01
## 3263 4662-EKDPQ 1 4662-EKDPQ 0.01
## 3264 4664-NJCMS 1 4664-NJCMS 0.01
## 3265 4667-OHGKG 1 4667-OHGKG 0.01
## 3266 4667-QONEA 1 4667-QONEA 0.01
## 3267 4670-TABXH 1 4670-TABXH 0.01
## 3268 4671-LXRDQ 1 4671-LXRDQ 0.01
## 3269 4671-VJLCL 1 4671-VJLCL 0.01
## 3270 4672-FOTSD 1 4672-FOTSD 0.01
## 3271 4673-KKSLS 1 4673-KKSLS 0.01
## 3272 4674-HGNUA 1 4674-HGNUA 0.01
## 3273 4676-MQUEA 1 4676-MQUEA 0.01
## 3274 4676-WLUHT 1 4676-WLUHT 0.01
## 3275 4678-DVQEO 1 4678-DVQEO 0.01
## 3276 4680-KUTAJ 1 4680-KUTAJ 0.01
## 3277 4682-BLBUC 1 4682-BLBUC 0.01
## 3278 4683-WYDOU 1 4683-WYDOU 0.01
## 3279 4685-ERGHK 1 4685-ERGHK 0.01
## 3280 4685-TFLLS 1 4685-TFLLS 0.01
## 3281 4686-GEFRM 1 4686-GEFRM 0.01
## 3282 4686-UXDML 1 4686-UXDML 0.01
## 3283 4690-LLKUA 1 4690-LLKUA 0.01
## 3284 4690-PKDQG 1 4690-PKDQG 0.01
## 3285 4692-NNQRU 1 4692-NNQRU 0.01
## 3286 4693-VWVBO 1 4693-VWVBO 0.01
## 3287 4694-PHWFW 1 4694-PHWFW 0.01
## 3288 4695-VADHF 1 4695-VADHF 0.01
## 3289 4695-WJZUE 1 4695-WJZUE 0.01
## 3290 4697-LUPSU 1 4697-LUPSU 0.01
## 3291 4698-KVLLG 1 4698-KVLLG 0.01
## 3292 4700-UBQMV 1 4700-UBQMV 0.01
## 3293 4701-AHWMW 1 4701-AHWMW 0.01
## 3294 4701-LKOZD 1 4701-LKOZD 0.01
## 3295 4701-MLJPN 1 4701-MLJPN 0.01
## 3296 4702-HDRKD 1 4702-HDRKD 0.01
## 3297 4702-IOQDC 1 4702-IOQDC 0.01
## 3298 4703-MQYKT 1 4703-MQYKT 0.01
## 3299 4704-ERYFC 1 4704-ERYFC 0.01
## 3300 4706-AXVKM 1 4706-AXVKM 0.01
## 3301 4706-DGAHW 1 4706-DGAHW 0.01
## 3302 4707-MAXGU 1 4707-MAXGU 0.01
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## 3684 5195-KPUNQ 1 5195-KPUNQ 0.01
## 3685 5196-SGOAK 1 5196-SGOAK 0.01
## 3686 5196-WPYOW 1 5196-WPYOW 0.01
## 3687 5197-LQXXH 1 5197-LQXXH 0.01
## 3688 5197-PYEPU 1 5197-PYEPU 0.01
## 3689 5197-YPYBZ 1 5197-YPYBZ 0.01
## 3690 5198-EFNBM 1 5198-EFNBM 0.01
## 3691 5198-HQAEN 1 5198-HQAEN 0.01
## 3692 5199-FPUSP 1 5199-FPUSP 0.01
## 3693 5201-CBWYG 1 5201-CBWYG 0.01
## 3694 5201-FRKKS 1 5201-FRKKS 0.01
## 3695 5201-USSQZ 1 5201-USSQZ 0.01
## 3696 5202-IVJNU 1 5202-IVJNU 0.01
## 3697 5203-XEHAX 1 5203-XEHAX 0.01
## 3698 5204-HMGYF 1 5204-HMGYF 0.01
## 3699 5204-QZXPU 1 5204-QZXPU 0.01
## 3700 5206-HPJKM 1 5206-HPJKM 0.01
## 3701 5206-XZZQI 1 5206-XZZQI 0.01
## 3702 5207-PLSTK 1 5207-PLSTK 0.01
## 3703 5208-FVQKB 1 5208-FVQKB 0.01
## 3704 5208-HFSBT 1 5208-HFSBT 0.01
## 3705 5213-TWWJU 1 5213-TWWJU 0.01
## 3706 5214-CHIWJ 1 5214-CHIWJ 0.01
## 3707 5214-NLTIT 1 5214-NLTIT 0.01
## 3708 5215-LNLDJ 1 5215-LNLDJ 0.01
## 3709 5216-WASFJ 1 5216-WASFJ 0.01
## 3710 5219-YIPTK 1 5219-YIPTK 0.01
## 3711 5220-AGAAX 1 5220-AGAAX 0.01
## 3712 5222-IMUKT 1 5222-IMUKT 0.01
## 3713 5222-JCXZT 1 5222-JCXZT 0.01
## 3714 5223-UZAVK 1 5223-UZAVK 0.01
## 3715 5226-NOZFC 1 5226-NOZFC 0.01
## 3716 5227-JSCFE 1 5227-JSCFE 0.01
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## 3718 5229-DTFYB 1 5229-DTFYB 0.01
## 3719 5229-PRWKT 1 5229-PRWKT 0.01
## 3720 5231-FIQPA 1 5231-FIQPA 0.01
## 3721 5232-NXPAY 1 5232-NXPAY 0.01
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## 3725 5236-XMZJY 1 5236-XMZJY 0.01
## 3726 5240-CAOYT 1 5240-CAOYT 0.01
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## 3728 5242-UOWHD 1 5242-UOWHD 0.01
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## 3730 5244-IRFIH 1 5244-IRFIH 0.01
## 3731 5245-VDBUR 1 5245-VDBUR 0.01
## 3732 5248-KWLAR 1 5248-KWLAR 0.01
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## 3734 5248-YGIJN 1 5248-YGIJN 0.01
## 3735 5249-QYHEX 1 5249-QYHEX 0.01
## 3736 5256-SKJGO 1 5256-SKJGO 0.01
## 3737 5260-UMPWX 1 5260-UMPWX 0.01
## 3738 5261-QSHQM 1 5261-QSHQM 0.01
## 3739 5266-PFRQK 1 5266-PFRQK 0.01
## 3740 5268-DSMNQ 1 5268-DSMNQ 0.01
## 3741 5269-NRGDP 1 5269-NRGDP 0.01
## 3742 5271-DBYSJ 1 5271-DBYSJ 0.01
## 3743 5271-YNWVR 1 5271-YNWVR 0.01
## 3744 5274-XHAKY 1 5274-XHAKY 0.01
## 3745 5275-PMFUT 1 5275-PMFUT 0.01
## 3746 5275-SQEIZ 1 5275-SQEIZ 0.01
## 3747 5276-KQWHG 1 5276-KQWHG 0.01
## 3748 5277-ZLOOR 1 5277-ZLOOR 0.01
## 3749 5278-PNYOX 1 5278-PNYOX 0.01
## 3750 5281-BUZGT 1 5281-BUZGT 0.01
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## 3753 5287-QWLKY 1 5287-QWLKY 0.01
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## 3755 5293-WXJAK 1 5293-WXJAK 0.01
## 3756 5294-CDGWY 1 5294-CDGWY 0.01
## 3757 5294-DMSFH 1 5294-DMSFH 0.01
## 3758 5294-IMHHT 1 5294-IMHHT 0.01
## 3759 5295-PCJOO 1 5295-PCJOO 0.01
## 3760 5296-BFCYD 1 5296-BFCYD 0.01
## 3761 5296-PSYVW 1 5296-PSYVW 0.01
## 3762 5297-MDOIR 1 5297-MDOIR 0.01
## 3763 5298-GSTLM 1 5298-GSTLM 0.01
## 3764 5299-RULOA 1 5299-RULOA 0.01
## 3765 5299-SJCZT 1 5299-SJCZT 0.01
## 3766 5301-GAUUY 1 5301-GAUUY 0.01
## 3767 5302-BDJNT 1 5302-BDJNT 0.01
## 3768 5304-EFJLP 1 5304-EFJLP 0.01
## 3769 5306-BVTKJ 1 5306-BVTKJ 0.01
## 3770 5307-DZCVC 1 5307-DZCVC 0.01
## 3771 5307-UVGNB 1 5307-UVGNB 0.01
## 3772 5309-TAIKL 1 5309-TAIKL 0.01
## 3773 5310-NOOVA 1 5310-NOOVA 0.01
## 3774 5311-IHLEI 1 5311-IHLEI 0.01
## 3775 5312-IRCFR 1 5312-IRCFR 0.01
## 3776 5312-TSZVC 1 5312-TSZVC 0.01
## 3777 5312-UXESG 1 5312-UXESG 0.01
## 3778 5313-FPXWG 1 5313-FPXWG 0.01
## 3779 5315-CKEQK 1 5315-CKEQK 0.01
## 3780 5317-FLPJF 1 5317-FLPJF 0.01
## 3781 5318-IXUZF 1 5318-IXUZF 0.01
## 3782 5318-YKDPV 1 5318-YKDPV 0.01
## 3783 5320-BRKGK 1 5320-BRKGK 0.01
## 3784 5321-NTRKC 1 5321-NTRKC 0.01
## 3785 5322-TEUJK 1 5322-TEUJK 0.01
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## 3787 5324-KTGCG 1 5324-KTGCG 0.01
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## 3796 5337-IIWKZ 1 5337-IIWKZ 0.01
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## 3800 5343-SGUBI 1 5343-SGUBI 0.01
## 3801 5345-BMKWB 1 5345-BMKWB 0.01
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## 3808 5356-CSVSQ 1 5356-CSVSQ 0.01
## 3809 5356-KZCKT 1 5356-KZCKT 0.01
## 3810 5356-RHIPP 1 5356-RHIPP 0.01
## 3811 5357-TZHPP 1 5357-TZHPP 0.01
## 3812 5360-LJCNJ 1 5360-LJCNJ 0.01
## 3813 5360-XGYAZ 1 5360-XGYAZ 0.01
## 3814 5364-EVNIB 1 5364-EVNIB 0.01
## 3815 5364-XYIRR 1 5364-XYIRR 0.01
## 3816 5365-LLFYV 1 5365-LLFYV 0.01
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## 3818 5366-OBVMR 1 5366-OBVMR 0.01
## 3819 5370-IIVVL 1 5370-IIVVL 0.01
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## 3825 5376-PCKNB 1 5376-PCKNB 0.01
## 3826 5377-NDTOU 1 5377-NDTOU 0.01
## 3827 5378-IKEEG 1 5378-IKEEG 0.01
## 3828 5380-AFSSK 1 5380-AFSSK 0.01
## 3829 5380-WJKOV 1 5380-WJKOV 0.01
## 3830 5380-XPJNZ 1 5380-XPJNZ 0.01
## 3831 5382-SOYZL 1 5382-SOYZL 0.01
## 3832 5382-TEMLV 1 5382-TEMLV 0.01
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## 3834 5384-ZTTWP 1 5384-ZTTWP 0.01
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## 3837 5387-ASZNZ 1 5387-ASZNZ 0.01
## 3838 5389-FFVKB 1 5389-FFVKB 0.01
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## 3843 5394-SVGJV 1 5394-SVGJV 0.01
## 3844 5396-IZEPB 1 5396-IZEPB 0.01
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## 3847 5399-ZIMKF 1 5399-ZIMKF 0.01
## 3848 5402-HTOTQ 1 5402-HTOTQ 0.01
## 3849 5404-GGUKR 1 5404-GGUKR 0.01
## 3850 5405-ZMYXQ 1 5405-ZMYXQ 0.01
## 3851 5406-KGRMX 1 5406-KGRMX 0.01
## 3852 5414-OFQCB 1 5414-OFQCB 0.01
## 3853 5419-CONWX 1 5419-CONWX 0.01
## 3854 5419-JKZNQ 1 5419-JKZNQ 0.01
## 3855 5419-JPRRN 1 5419-JPRRN 0.01
## 3856 5419-KLXBN 1 5419-KLXBN 0.01
## 3857 5423-BHIXO 1 5423-BHIXO 0.01
## 3858 5424-RLQLC 1 5424-RLQLC 0.01
## 3859 5429-LWCMV 1 5429-LWCMV 0.01
## 3860 5433-KYGHE 1 5433-KYGHE 0.01
## 3861 5438-QMDDL 1 5438-QMDDL 0.01
## 3862 5439-WIKXB 1 5439-WIKXB 0.01
## 3863 5440-FLBQG 1 5440-FLBQG 0.01
## 3864 5440-VHLUL 1 5440-VHLUL 0.01
## 3865 5442-BHQNG 1 5442-BHQNG 0.01
## 3866 5442-BXVND 1 5442-BXVND 0.01
## 3867 5442-PPTJY 1 5442-PPTJY 0.01
## 3868 5442-UTCVD 1 5442-UTCVD 0.01
## 3869 5442-XSDCW 1 5442-XSDCW 0.01
## 3870 5443-SCMKX 1 5443-SCMKX 0.01
## 3871 5445-GLVOT 1 5445-GLVOT 0.01
## 3872 5445-PZWGX 1 5445-PZWGX 0.01
## 3873 5445-UTODQ 1 5445-UTODQ 0.01
## 3874 5446-DKWYW 1 5446-DKWYW 0.01
## 3875 5447-VYTKW 1 5447-VYTKW 0.01
## 3876 5447-WZAFP 1 5447-WZAFP 0.01
## 3877 5448-VWNAM 1 5448-VWNAM 0.01
## 3878 5449-FIBXJ 1 5449-FIBXJ 0.01
## 3879 5451-MHQOF 1 5451-MHQOF 0.01
## 3880 5451-YHYPW 1 5451-YHYPW 0.01
## 3881 5453-AXEPF 1 5453-AXEPF 0.01
## 3882 5453-YBTWV 1 5453-YBTWV 0.01
## 3883 5456-ITGIC 1 5456-ITGIC 0.01
## 3884 5457-COLHT 1 5457-COLHT 0.01
## 3885 5458-CQJTA 1 5458-CQJTA 0.01
## 3886 5461-QKNTN 1 5461-QKNTN 0.01
## 3887 5465-BUBFA 1 5465-BUBFA 0.01
## 3888 5468-BPMMO 1 5468-BPMMO 0.01
## 3889 5469-CTCWN 1 5469-CTCWN 0.01
## 3890 5469-NUJUR 1 5469-NUJUR 0.01
## 3891 5472-CVMDX 1 5472-CVMDX 0.01
## 3892 5473-KHBPS 1 5473-KHBPS 0.01
## 3893 5474-LAMUQ 1 5474-LAMUQ 0.01
## 3894 5478-JJVZK 1 5478-JJVZK 0.01
## 3895 5480-HPRRX 1 5480-HPRRX 0.01
## 3896 5480-TBGPH 1 5480-TBGPH 0.01
## 3897 5480-XTFFL 1 5480-XTFFL 0.01
## 3898 5481-NTDOH 1 5481-NTDOH 0.01
## 3899 5482-NUPNA 1 5482-NUPNA 0.01
## 3900 5482-PLVPE 1 5482-PLVPE 0.01
## 3901 5482-VXSXJ 1 5482-VXSXJ 0.01
## 3902 5485-ITNPC 1 5485-ITNPC 0.01
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## 3906 5494-WOZRZ 1 5494-WOZRZ 0.01
## 3907 5495-GPSRW 1 5495-GPSRW 0.01
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## 3909 5498-TXHLF 1 5498-TXHLF 0.01
## 3910 5499-ECUTN 1 5499-ECUTN 0.01
## 3911 5501-TVMGM 1 5501-TVMGM 0.01
## 3912 5502-RLUYV 1 5502-RLUYV 0.01
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## 3914 5505-OVWQW 1 5505-OVWQW 0.01
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## 3923 5519-YLDGW 1 5519-YLDGW 0.01
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## 3925 5522-JBWMO 1 5522-JBWMO 0.01
## 3926 5522-NYKPB 1 5522-NYKPB 0.01
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## 3934 5537-UXXVS 1 5537-UXXVS 0.01
## 3935 5539-HIVAK 1 5539-HIVAK 0.01
## 3936 5539-TMZLF 1 5539-TMZLF 0.01
## 3937 5542-DHSXL 1 5542-DHSXL 0.01
## 3938 5542-NKVRU 1 5542-NKVRU 0.01
## 3939 5542-TBBWB 1 5542-TBBWB 0.01
## 3940 5543-QDCRY 1 5543-QDCRY 0.01
## 3941 5546-BYZSM 1 5546-BYZSM 0.01
## 3942 5546-QUERU 1 5546-QUERU 0.01
## 3943 5549-ZGHFB 1 5549-ZGHFB 0.01
## 3944 5550-VFRLC 1 5550-VFRLC 0.01
## 3945 5552-ZNFSJ 1 5552-ZNFSJ 0.01
## 3946 5553-AOINX 1 5553-AOINX 0.01
## 3947 5555-RNPGT 1 5555-RNPGT 0.01
## 3948 5561-NWEVX 1 5561-NWEVX 0.01
## 3949 5562-BETPV 1 5562-BETPV 0.01
## 3950 5562-YJQGT 1 5562-YJQGT 0.01
## 3951 5564-NEMQO 1 5564-NEMQO 0.01
## 3952 5565-FILXA 1 5565-FILXA 0.01
## 3953 5566-SOEZD 1 5566-SOEZD 0.01
## 3954 5567-GZKQY 1 5567-GZKQY 0.01
## 3955 5567-WSELE 1 5567-WSELE 0.01
## 3956 5568-DMXZS 1 5568-DMXZS 0.01
## 3957 5569-IDSEY 1 5569-IDSEY 0.01
## 3958 5569-KGJHX 1 5569-KGJHX 0.01
## 3959 5569-OUICF 1 5569-OUICF 0.01
## 3960 5570-PTWEH 1 5570-PTWEH 0.01
## 3961 5572-ZDXHY 1 5572-ZDXHY 0.01
## 3962 5574-NXZIU 1 5574-NXZIU 0.01
## 3963 5575-GNVDE 1 5575-GNVDE 0.01
## 3964 5575-TPIZQ 1 5575-TPIZQ 0.01
## 3965 5577-OTWWW 1 5577-OTWWW 0.01
## 3966 5578-NKCXI 1 5578-NKCXI 0.01
## 3967 5583-EJXRD 1 5583-EJXRD 0.01
## 3968 5583-SXDAG 1 5583-SXDAG 0.01
## 3969 5590-BYNII 1 5590-BYNII 0.01
## 3970 5590-YRFJT 1 5590-YRFJT 0.01
## 3971 5590-ZSKRV 1 5590-ZSKRV 0.01
## 3972 5593-SUAOO 1 5593-SUAOO 0.01
## 3973 5597-GLBUC 1 5597-GLBUC 0.01
## 3974 5598-IKHQQ 1 5598-IKHQQ 0.01
## 3975 5599-HVLTW 1 5599-HVLTW 0.01
## 3976 5600-KTXFM 1 5600-KTXFM 0.01
## 3977 5600-PDUJF 1 5600-PDUJF 0.01
## 3978 5602-BVFMK 1 5602-BVFMK 0.01
## 3979 5605-IYGFG 1 5605-IYGFG 0.01
## 3980 5605-XNWEN 1 5605-XNWEN 0.01
## 3981 5606-AMZBO 1 5606-AMZBO 0.01
## 3982 5609-CEBID 1 5609-CEBID 0.01
## 3983 5609-IMCGG 1 5609-IMCGG 0.01
## 3984 5614-DNZCE 1 5614-DNZCE 0.01
## 3985 5616-PRTNT 1 5616-PRTNT 0.01
## 3986 5619-PTMIK 1 5619-PTMIK 0.01
## 3987 5619-XZZKR 1 5619-XZZKR 0.01
## 3988 5622-UEJFI 1 5622-UEJFI 0.01
## 3989 5624-BQSSA 1 5624-BQSSA 0.01
## 3990 5624-RYAMH 1 5624-RYAMH 0.01
## 3991 5626-MGTUK 1 5626-MGTUK 0.01
## 3992 5627-TVBPP 1 5627-TVBPP 0.01
## 3993 5628-FCGYG 1 5628-FCGYG 0.01
## 3994 5628-RKIFK 1 5628-RKIFK 0.01
## 3995 5630-AHZIL 1 5630-AHZIL 0.01
## 3996 5630-IXDXV 1 5630-IXDXV 0.01
## 3997 5639-NTUPK 1 5639-NTUPK 0.01
## 3998 5640-CAXOA 1 5640-CAXOA 0.01
## 3999 5641-DMBFJ 1 5641-DMBFJ 0.01
## 4000 5642-MHDQT 1 5642-MHDQT 0.01
## 4001 5644-PDMZC 1 5644-PDMZC 0.01
## 4002 5647-FXOTP 1 5647-FXOTP 0.01
## 4003 5647-URDKA 1 5647-URDKA 0.01
## 4004 5649-ANRML 1 5649-ANRML 0.01
## 4005 5649-RXQTV 1 5649-RXQTV 0.01
## 4006 5649-TJHOV 1 5649-TJHOV 0.01
## 4007 5649-VUKMC 1 5649-VUKMC 0.01
## 4008 5650-VDUDS 1 5650-VDUDS 0.01
## 4009 5650-YLIBA 1 5650-YLIBA 0.01
## 4010 5651-CPDND 1 5651-CPDND 0.01
## 4011 5651-CRHKQ 1 5651-CRHKQ 0.01
## 4012 5651-WYIPH 1 5651-WYIPH 0.01
## 4013 5651-YLPRD 1 5651-YLPRD 0.01
## 4014 5652-MSDEY 1 5652-MSDEY 0.01
## 4015 5655-JSMZM 1 5655-JSMZM 0.01
## 4016 5656-JAMLX 1 5656-JAMLX 0.01
## 4017 5656-MJEFC 1 5656-MJEFC 0.01
## 4018 5663-QBGIS 1 5663-QBGIS 0.01
## 4019 5666-CYCYZ 1 5666-CYCYZ 0.01
## 4020 5666-MBJPT 1 5666-MBJPT 0.01
## 4021 5668-MEISB 1 5668-MEISB 0.01
## 4022 5669-SRAIP 1 5669-SRAIP 0.01
## 4023 5671-RQRLP 1 5671-RQRLP 0.01
## 4024 5671-UUNXD 1 5671-UUNXD 0.01
## 4025 5673-FSSMF 1 5673-FSSMF 0.01
## 4026 5673-TIYIB 1 5673-TIYIB 0.01
## 4027 5676-CFLYY 1 5676-CFLYY 0.01
## 4028 5678-VFNEQ 1 5678-VFNEQ 0.01
## 4029 5680-LQOGP 1 5680-LQOGP 0.01
## 4030 5681-LLOEI 1 5681-LLOEI 0.01
## 4031 5684-FJVYR 1 5684-FJVYR 0.01
## 4032 5685-IIXLY 1 5685-IIXLY 0.01
## 4033 5686-CMAWK 1 5686-CMAWK 0.01
## 4034 5687-DKDTV 1 5687-DKDTV 0.01
## 4035 5688-KZTSN 1 5688-KZTSN 0.01
## 4036 5692-FPTAH 1 5692-FPTAH 0.01
## 4037 5692-ICXLW 1 5692-ICXLW 0.01
## 4038 5693-PIPCS 1 5693-PIPCS 0.01
## 4039 5696-CEIQJ 1 5696-CEIQJ 0.01
## 4040 5696-EXCYS 1 5696-EXCYS 0.01
## 4041 5696-JVVQY 1 5696-JVVQY 0.01
## 4042 5696-QURRL 1 5696-QURRL 0.01
## 4043 5697-GOMBF 1 5697-GOMBF 0.01
## 4044 5698-BQJOH 1 5698-BQJOH 0.01
## 4045 5699-BNCAS 1 5699-BNCAS 0.01
## 4046 5701-GUXDC 1 5701-GUXDC 0.01
## 4047 5701-SVCWR 1 5701-SVCWR 0.01
## 4048 5701-YVSVF 1 5701-YVSVF 0.01
## 4049 5701-ZIKJE 1 5701-ZIKJE 0.01
## 4050 5702-KVQRD 1 5702-KVQRD 0.01
## 4051 5702-SKUOB 1 5702-SKUOB 0.01
## 4052 5707-ORNDZ 1 5707-ORNDZ 0.01
## 4053 5707-ZMDJP 1 5707-ZMDJP 0.01
## 4054 5708-EVONK 1 5708-EVONK 0.01
## 4055 5709-LVOEQ 1 5709-LVOEQ 0.01
## 4056 5712-AHQNN 1 5712-AHQNN 0.01
## 4057 5712-PTIWW 1 5712-PTIWW 0.01
## 4058 5712-VBOXD 1 5712-VBOXD 0.01
## 4059 5716-EZXZN 1 5716-EZXZN 0.01
## 4060 5716-LIBJC 1 5716-LIBJC 0.01
## 4061 5724-BIDBU 1 5724-BIDBU 0.01
## 4062 5726-CVNYA 1 5726-CVNYA 0.01
## 4063 5727-MYATE 1 5727-MYATE 0.01
## 4064 5729-KLZAR 1 5729-KLZAR 0.01
## 4065 5730-DBDSI 1 5730-DBDSI 0.01
## 4066 5730-RIITO 1 5730-RIITO 0.01
## 4067 5732-IKGQH 1 5732-IKGQH 0.01
## 4068 5734-EJKXG 1 5734-EJKXG 0.01
## 4069 5736-YEJAX 1 5736-YEJAX 0.01
## 4070 5740-YHGTW 1 5740-YHGTW 0.01
## 4071 5743-KHMNA 1 5743-KHMNA 0.01
## 4072 5747-PMBSQ 1 5747-PMBSQ 0.01
## 4073 5748-RNCJT 1 5748-RNCJT 0.01
## 4074 5751-USDBL 1 5751-USDBL 0.01
## 4075 5753-QQWPW 1 5753-QQWPW 0.01
## 4076 5756-JYOJT 1 5756-JYOJT 0.01
## 4077 5756-OZRIO 1 5756-OZRIO 0.01
## 4078 5759-RCVCB 1 5759-RCVCB 0.01
## 4079 5760-FXFVO 1 5760-FXFVO 0.01
## 4080 5760-IFJOZ 1 5760-IFJOZ 0.01
## 4081 5760-WRAHC 1 5760-WRAHC 0.01
## 4082 5762-TJXGK 1 5762-TJXGK 0.01
## 4083 5766-FTRTS 1 5766-FTRTS 0.01
## 4084 5766-XQXMQ 1 5766-XQXMQ 0.01
## 4085 5766-ZJYBB 1 5766-ZJYBB 0.01
## 4086 5774-QPLTF 1 5774-QPLTF 0.01
## 4087 5774-XZTQC 1 5774-XZTQC 0.01
## 4088 5777-KJIRB 1 5777-KJIRB 0.01
## 4089 5777-ZPQNC 1 5777-ZPQNC 0.01
## 4090 5778-BVOFB 1 5778-BVOFB 0.01
## 4091 5780-INQIK 1 5780-INQIK 0.01
## 4092 5781-BKHOP 1 5781-BKHOP 0.01
## 4093 5781-RFZRP 1 5781-RFZRP 0.01
## 4094 5787-KXGIY 1 5787-KXGIY 0.01
## 4095 5788-YPOEG 1 5788-YPOEG 0.01
## 4096 5789-LDFXO 1 5789-LDFXO 0.01
## 4097 5791-KAJFD 1 5791-KAJFD 0.01
## 4098 5792-JALQC 1 5792-JALQC 0.01
## 4099 5793-YOLJN 1 5793-YOLJN 0.01
## 4100 5795-BKOYE 1 5795-BKOYE 0.01
## 4101 5795-KTGUD 1 5795-KTGUD 0.01
## 4102 5797-APWZC 1 5797-APWZC 0.01
## 4103 5799-JRCZO 1 5799-JRCZO 0.01
## 4104 5802-ADBRC 1 5802-ADBRC 0.01
## 4105 5803-NQJZO 1 5803-NQJZO 0.01
## 4106 5804-HYIEZ 1 5804-HYIEZ 0.01
## 4107 5804-JMYIO 1 5804-JMYIO 0.01
## 4108 5804-LEPIM 1 5804-LEPIM 0.01
## 4109 5808-TOTXO 1 5808-TOTXO 0.01
## 4110 5811-IWXYM 1 5811-IWXYM 0.01
## 4111 5813-UECBU 1 5813-UECBU 0.01
## 4112 5815-HGGHV 1 5815-HGGHV 0.01
## 4113 5816-JMLGY 1 5816-JMLGY 0.01
## 4114 5816-QVHRX 1 5816-QVHRX 0.01
## 4115 5816-SCGFC 1 5816-SCGFC 0.01
## 4116 5820-PTRYM 1 5820-PTRYM 0.01
## 4117 5821-MMEIL 1 5821-MMEIL 0.01
## 4118 5825-XJOCM 1 5825-XJOCM 0.01
## 4119 5827-MWCZK 1 5827-MWCZK 0.01
## 4120 5828-AVIPD 1 5828-AVIPD 0.01
## 4121 5828-DWPIL 1 5828-DWPIL 0.01
## 4122 5829-NVSQN 1 5829-NVSQN 0.01
## 4123 5832-EXGTT 1 5832-EXGTT 0.01
## 4124 5832-TRLPB 1 5832-TRLPB 0.01
## 4125 5832-XKAES 1 5832-XKAES 0.01
## 4126 5834-ASPWA 1 5834-ASPWA 0.01
## 4127 5835-BEQEU 1 5835-BEQEU 0.01
## 4128 5837-LXSDN 1 5837-LXSDN 0.01
## 4129 5839-SUYVZ 1 5839-SUYVZ 0.01
## 4130 5840-NVDCG 1 5840-NVDCG 0.01
## 4131 5842-POCOP 1 5842-POCOP 0.01
## 4132 5843-TTHGI 1 5843-TTHGI 0.01
## 4133 5844-QVTAT 1 5844-QVTAT 0.01
## 4134 5845-BZZIB 1 5845-BZZIB 0.01
## 4135 5846-ABOBJ 1 5846-ABOBJ 0.01
## 4136 5846-NEQVZ 1 5846-NEQVZ 0.01
## 4137 5846-QFDFI 1 5846-QFDFI 0.01
## 4138 5847-MXBEO 1 5847-MXBEO 0.01
## 4139 5848-FHRFC 1 5848-FHRFC 0.01
## 4140 5849-ASHZJ 1 5849-ASHZJ 0.01
## 4141 5850-BDWCY 1 5850-BDWCY 0.01
## 4142 5854-KSRBJ 1 5854-KSRBJ 0.01
## 4143 5855-EIBDE 1 5855-EIBDE 0.01
## 4144 5857-TYBCJ 1 5857-TYBCJ 0.01
## 4145 5857-XRECV 1 5857-XRECV 0.01
## 4146 5858-EAFCZ 1 5858-EAFCZ 0.01
## 4147 5859-HZYLF 1 5859-HZYLF 0.01
## 4148 5862-BRIXZ 1 5862-BRIXZ 0.01
## 4149 5863-OOKCL 1 5863-OOKCL 0.01
## 4150 5868-CZJDR 1 5868-CZJDR 0.01
## 4151 5868-YTYKS 1 5868-YTYKS 0.01
## 4152 5868-YWPDW 1 5868-YWPDW 0.01
## 4153 5871-DGTXZ 1 5871-DGTXZ 0.01
## 4154 5872-OEQNH 1 5872-OEQNH 0.01
## 4155 5875-YPQFJ 1 5875-YPQFJ 0.01
## 4156 5876-HZVZM 1 5876-HZVZM 0.01
## 4157 5876-QMYLD 1 5876-QMYLD 0.01
## 4158 5879-HMFFH 1 5879-HMFFH 0.01
## 4159 5879-SESNB 1 5879-SESNB 0.01
## 4160 5882-CMAZQ 1 5882-CMAZQ 0.01
## 4161 5883-GTGVD 1 5883-GTGVD 0.01
## 4162 5884-FBCTL 1 5884-FBCTL 0.01
## 4163 5884-GCYMI 1 5884-GCYMI 0.01
## 4164 5886-VLQVU 1 5886-VLQVU 0.01
## 4165 5887-IKKYO 1 5887-IKKYO 0.01
## 4166 5889-JTMUL 1 5889-JTMUL 0.01
## 4167 5889-LFOLL 1 5889-LFOLL 0.01
## 4168 5893-KCLGT 1 5893-KCLGT 0.01
## 4169 5893-PYOLZ 1 5893-PYOLZ 0.01
## 4170 5895-QSXOD 1 5895-QSXOD 0.01
## 4171 5896-NPFWW 1 5896-NPFWW 0.01
## 4172 5897-ZYEKH 1 5897-ZYEKH 0.01
## 4173 5898-IGSLP 1 5898-IGSLP 0.01
## 4174 5899-MQZZL 1 5899-MQZZL 0.01
## 4175 5899-OUVKV 1 5899-OUVKV 0.01
## 4176 5902-WBLSE 1 5902-WBLSE 0.01
## 4177 5906-BFOZT 1 5906-BFOZT 0.01
## 4178 5906-CVLHP 1 5906-CVLHP 0.01
## 4179 5906-DVAPM 1 5906-DVAPM 0.01
## 4180 5908-QMGOE 1 5908-QMGOE 0.01
## 4181 5909-ECHUI 1 5909-ECHUI 0.01
## 4182 5913-INRQV 1 5913-INRQV 0.01
## 4183 5914-DVBWJ 1 5914-DVBWJ 0.01
## 4184 5914-GXMDA 1 5914-GXMDA 0.01
## 4185 5914-XRFQB 1 5914-XRFQB 0.01
## 4186 5915-ANOEI 1 5915-ANOEI 0.01
## 4187 5915-DGNVC 1 5915-DGNVC 0.01
## 4188 5916-QEWPT 1 5916-QEWPT 0.01
## 4189 5917-HBSDW 1 5917-HBSDW 0.01
## 4190 5917-RYRMG 1 5917-RYRMG 0.01
## 4191 5918-VUKWP 1 5918-VUKWP 0.01
## 4192 5919-TMRGD 1 5919-TMRGD 0.01
## 4193 5919-VCZYM 1 5919-VCZYM 0.01
## 4194 5921-NGYRH 1 5921-NGYRH 0.01
## 4195 5922-ABDVO 1 5922-ABDVO 0.01
## 4196 5923-GXUOC 1 5923-GXUOC 0.01
## 4197 5924-IFQTT 1 5924-IFQTT 0.01
## 4198 5924-SNGKP 1 5924-SNGKP 0.01
## 4199 5928-QLDHB 1 5928-QLDHB 0.01
## 4200 5930-GBIWP 1 5930-GBIWP 0.01
## 4201 5931-FLJJF 1 5931-FLJJF 0.01
## 4202 5934-RMPOV 1 5934-RMPOV 0.01
## 4203 5934-TSSAU 1 5934-TSSAU 0.01
## 4204 5935-FCCNB 1 5935-FCCNB 0.01
## 4205 5937-EORGB 1 5937-EORGB 0.01
## 4206 5939-SXWHM 1 5939-SXWHM 0.01
## 4207 5939-XAIXZ 1 5939-XAIXZ 0.01
## 4208 5940-AHUHD 1 5940-AHUHD 0.01
## 4209 5940-NFXKV 1 5940-NFXKV 0.01
## 4210 5944-UGLLK 1 5944-UGLLK 0.01
## 4211 5945-AZYHT 1 5945-AZYHT 0.01
## 4212 5947-SGKCL 1 5947-SGKCL 0.01
## 4213 5948-UJZLF 1 5948-UJZLF 0.01
## 4214 5949-EBSQK 1 5949-EBSQK 0.01
## 4215 5949-HGVJL 1 5949-HGVJL 0.01
## 4216 5949-XIKAE 1 5949-XIKAE 0.01
## 4217 5950-AAAGJ 1 5950-AAAGJ 0.01
## 4218 5951-AOFIH 1 5951-AOFIH 0.01
## 4219 5954-BDFSG 1 5954-BDFSG 0.01
## 4220 5955-EPOAZ 1 5955-EPOAZ 0.01
## 4221 5955-ERIHD 1 5955-ERIHD 0.01
## 4222 5956-VKDTT 1 5956-VKDTT 0.01
## 4223 5956-YHHRX 1 5956-YHHRX 0.01
## 4224 5959-BELXA 1 5959-BELXA 0.01
## 4225 5960-MVTUK 1 5960-MVTUK 0.01
## 4226 5960-WPXQM 1 5960-WPXQM 0.01
## 4227 5961-VUSRV 1 5961-VUSRV 0.01
## 4228 5965-GGPRW 1 5965-GGPRW 0.01
## 4229 5966-EMAZU 1 5966-EMAZU 0.01
## 4230 5968-HYJRZ 1 5968-HYJRZ 0.01
## 4231 5968-VXZLG 1 5968-VXZLG 0.01
## 4232 5968-XQIVE 1 5968-XQIVE 0.01
## 4233 5970-GHJAW 1 5970-GHJAW 0.01
## 4234 5973-EJGDP 1 5973-EJGDP 0.01
## 4235 5975-BAICR 1 5975-BAICR 0.01
## 4236 5976-JCJRH 1 5976-JCJRH 0.01
## 4237 5977-CKHON 1 5977-CKHON 0.01
## 4238 5980-BDHPY 1 5980-BDHPY 0.01
## 4239 5980-NOPLP 1 5980-NOPLP 0.01
## 4240 5981-ITEMU 1 5981-ITEMU 0.01
## 4241 5981-ZVXOT 1 5981-ZVXOT 0.01
## 4242 5982-FPVQN 1 5982-FPVQN 0.01
## 4243 5982-PSMKW 1 5982-PSMKW 0.01
## 4244 5982-XMDEX 1 5982-XMDEX 0.01
## 4245 5985-BEHZK 1 5985-BEHZK 0.01
## 4246 5985-TBABQ 1 5985-TBABQ 0.01
## 4247 5986-WWXDV 1 5986-WWXDV 0.01
## 4248 5989-AXPUC 1 5989-AXPUC 0.01
## 4249 5989-OMNJE 1 5989-OMNJE 0.01
## 4250 5989-PGKJB 1 5989-PGKJB 0.01
## 4251 5993-BQHEA 1 5993-BQHEA 0.01
## 4252 5993-JSUWV 1 5993-JSUWV 0.01
## 4253 5995-LFTLE 1 5995-LFTLE 0.01
## 4254 5995-OIGLP 1 5995-OIGLP 0.01
## 4255 5995-SNNEW 1 5995-SNNEW 0.01
## 4256 5995-WWKKG 1 5995-WWKKG 0.01
## 4257 5996-DAOQL 1 5996-DAOQL 0.01
## 4258 5996-EBTKM 1 5996-EBTKM 0.01
## 4259 5996-NRVXR 1 5996-NRVXR 0.01
## 4260 5997-OPVFA 1 5997-OPVFA 0.01
## 4261 5998-DZLYR 1 5998-DZLYR 0.01
## 4262 5998-VVEJY 1 5998-VVEJY 0.01
## 4263 5999-LCXAO 1 5999-LCXAO 0.01
## 4264 6000-APYLU 1 6000-APYLU 0.01
## 4265 6000-UKLWI 1 6000-UKLWI 0.01
## 4266 6005-OBZPH 1 6005-OBZPH 0.01
## 4267 6007-TCTST 1 6007-TCTST 0.01
## 4268 6008-NAIXK 1 6008-NAIXK 0.01
## 4269 6010-DDPPW 1 6010-DDPPW 0.01
## 4270 6013-BHCAW 1 6013-BHCAW 0.01
## 4271 6015-VVHHE 1 6015-VVHHE 0.01
## 4272 6016-LVTJQ 1 6016-LVTJQ 0.01
## 4273 6016-NXBNJ 1 6016-NXBNJ 0.01
## 4274 6017-PPLPX 1 6017-PPLPX 0.01
## 4275 6022-KOUQO 1 6022-KOUQO 0.01
## 4276 6022-UGGSO 1 6022-UGGSO 0.01
## 4277 6023-GSSXW 1 6023-GSSXW 0.01
## 4278 6023-YEBUP 1 6023-YEBUP 0.01
## 4279 6024-RUGGH 1 6024-RUGGH 0.01
## 4280 6029-CSMJE 1 6029-CSMJE 0.01
## 4281 6029-WTIPC 1 6029-WTIPC 0.01
## 4282 6030-REHUX 1 6030-REHUX 0.01
## 4283 6032-IGALN 1 6032-IGALN 0.01
## 4284 6032-KRXXO 1 6032-KRXXO 0.01
## 4285 6034-YMTOB 1 6034-YMTOB 0.01
## 4286 6034-ZRYCV 1 6034-ZRYCV 0.01
## 4287 6035-BXTTY 1 6035-BXTTY 0.01
## 4288 6035-RIIOM 1 6035-RIIOM 0.01
## 4289 6036-TTFYU 1 6036-TTFYU 0.01
## 4290 6038-GCYEC 1 6038-GCYEC 0.01
## 4291 6040-CGACY 1 6040-CGACY 0.01
## 4292 6047-SUHPR 1 6047-SUHPR 0.01
## 4293 6047-YHPVI 1 6047-YHPVI 0.01
## 4294 6048-NJXHX 1 6048-NJXHX 0.01
## 4295 6048-QBXKL 1 6048-QBXKL 0.01
## 4296 6048-UWKAL 1 6048-UWKAL 0.01
## 4297 6050-FFXES 1 6050-FFXES 0.01
## 4298 6050-IJRHS 1 6050-IJRHS 0.01
## 4299 6051-PTVNS 1 6051-PTVNS 0.01
## 4300 6060-DRTNL 1 6060-DRTNL 0.01
## 4301 6060-QBMGV 1 6060-QBMGV 0.01
## 4302 6061-GWWAV 1 6061-GWWAV 0.01
## 4303 6061-PQHMK 1 6061-PQHMK 0.01
## 4304 6064-PUPMC 1 6064-PUPMC 0.01
## 4305 6064-ZATLR 1 6064-ZATLR 0.01
## 4306 6067-NGCEU 1 6067-NGCEU 0.01
## 4307 6072-NUQCB 1 6072-NUQCB 0.01
## 4308 6075-QMNRR 1 6075-QMNRR 0.01
## 4309 6075-SLNIL 1 6075-SLNIL 0.01
## 4310 6077-BDPXA 1 6077-BDPXA 0.01
## 4311 6078-VESFR 1 6078-VESFR 0.01
## 4312 6080-LNESI 1 6080-LNESI 0.01
## 4313 6080-TCMYC 1 6080-TCMYC 0.01
## 4314 6082-GLJIX 1 6082-GLJIX 0.01
## 4315 6082-OQFBA 1 6082-OQFBA 0.01
## 4316 6086-ESGRL 1 6086-ESGRL 0.01
## 4317 6087-MVHJH 1 6087-MVHJH 0.01
## 4318 6087-YPWHO 1 6087-YPWHO 0.01
## 4319 6088-BXMRG 1 6088-BXMRG 0.01
## 4320 6092-QZVPP 1 6092-QZVPP 0.01
## 4321 6094-ZIVKX 1 6094-ZIVKX 0.01
## 4322 6096-EGVTU 1 6096-EGVTU 0.01
## 4323 6097-EQISJ 1 6097-EQISJ 0.01
## 4324 6100-FJZDG 1 6100-FJZDG 0.01
## 4325 6100-QQHEB 1 6100-QQHEB 0.01
## 4326 6101-IMRMM 1 6101-IMRMM 0.01
## 4327 6103-BOCOU 1 6103-BOCOU 0.01
## 4328 6103-LIANB 1 6103-LIANB 0.01
## 4329 6103-QCKFX 1 6103-QCKFX 0.01
## 4330 6108-OQZDQ 1 6108-OQZDQ 0.01
## 4331 6110-OHIHY 1 6110-OHIHY 0.01
## 4332 6112-KTHFQ 1 6112-KTHFQ 0.01
## 4333 6114-TCFID 1 6114-TCFID 0.01
## 4334 6115-ZTBFQ 1 6115-ZTBFQ 0.01
## 4335 6116-RFVHN 1 6116-RFVHN 0.01
## 4336 6119-SPUDB 1 6119-SPUDB 0.01
## 4337 6120-RJKLU 1 6120-RJKLU 0.01
## 4338 6121-TNHBO 1 6121-TNHBO 0.01
## 4339 6121-VZNQB 1 6121-VZNQB 0.01
## 4340 6122-EFVKN 1 6122-EFVKN 0.01
## 4341 6122-LJADA 1 6122-LJADA 0.01
## 4342 6124-ACRHJ 1 6124-ACRHJ 0.01
## 4343 6127-ISGTU 1 6127-ISGTU 0.01
## 4344 6127-IYJOZ 1 6127-IYJOZ 0.01
## 4345 6128-AQBMT 1 6128-AQBMT 0.01
## 4346 6128-CZOMY 1 6128-CZOMY 0.01
## 4347 6128-DAFVY 1 6128-DAFVY 0.01
## 4348 6131-FOYAS 1 6131-FOYAS 0.01
## 4349 6131-IUNXN 1 6131-IUNXN 0.01
## 4350 6131-JLWZM 1 6131-JLWZM 0.01
## 4351 6133-OZILE 1 6133-OZILE 0.01
## 4352 6134-KWTBV 1 6134-KWTBV 0.01
## 4353 6135-OZQVA 1 6135-OZQVA 0.01
## 4354 6137-MFAJN 1 6137-MFAJN 0.01
## 4355 6137-NICCO 1 6137-NICCO 0.01
## 4356 6139-ZZRBQ 1 6139-ZZRBQ 0.01
## 4357 6140-QNRQQ 1 6140-QNRQQ 0.01
## 4358 6141-OOXUQ 1 6141-OOXUQ 0.01
## 4359 6142-VSJQO 1 6142-VSJQO 0.01
## 4360 6143-JQKEA 1 6143-JQKEA 0.01
## 4361 6145-NNPNO 1 6145-NNPNO 0.01
## 4362 6147-CBCRA 1 6147-CBCRA 0.01
## 4363 6152-ONASV 1 6152-ONASV 0.01
## 4364 6156-UZDLF 1 6156-UZDLF 0.01
## 4365 6158-DWPZT 1 6158-DWPZT 0.01
## 4366 6158-HDPXZ 1 6158-HDPXZ 0.01
## 4367 6161-ERDGD 1 6161-ERDGD 0.01
## 4368 6161-UUUTA 1 6161-UUUTA 0.01
## 4369 6164-HAQTX 1 6164-HAQTX 0.01
## 4370 6164-HXUGH 1 6164-HXUGH 0.01
## 4371 6166-ILMNY 1 6166-ILMNY 0.01
## 4372 6166-YIPFO 1 6166-YIPFO 0.01
## 4373 6168-WFVVF 1 6168-WFVVF 0.01
## 4374 6168-YBYNP 1 6168-YBYNP 0.01
## 4375 6169-PGNCD 1 6169-PGNCD 0.01
## 4376 6169-PPETC 1 6169-PPETC 0.01
## 4377 6171-ZTVYB 1 6171-ZTVYB 0.01
## 4378 6172-FECYY 1 6172-FECYY 0.01
## 4379 6173-GOLSU 1 6173-GOLSU 0.01
## 4380 6173-ITPWD 1 6173-ITPWD 0.01
## 4381 6174-NRBTZ 1 6174-NRBTZ 0.01
## 4382 6175-IRFIT 1 6175-IRFIT 0.01
## 4383 6176-YJWAS 1 6176-YJWAS 0.01
## 4384 6177-PEVRA 1 6177-PEVRA 0.01
## 4385 6178-KFNHS 1 6178-KFNHS 0.01
## 4386 6179-GJPSO 1 6179-GJPSO 0.01
## 4387 6180-YBIQI 1 6180-YBIQI 0.01
## 4388 6181-AXXYF 1 6181-AXXYF 0.01
## 4389 6184-DYUOB 1 6184-DYUOB 0.01
## 4390 6185-TASNN 1 6185-TASNN 0.01
## 4391 6188-UXBBR 1 6188-UXBBR 0.01
## 4392 6194-HBGQN 1 6194-HBGQN 0.01
## 4393 6195-MELTI 1 6195-MELTI 0.01
## 4394 6196-HBOBZ 1 6196-HBOBZ 0.01
## 4395 6198-PNNSZ 1 6198-PNNSZ 0.01
## 4396 6198-RTPMF 1 6198-RTPMF 0.01
## 4397 6198-ZFIOJ 1 6198-ZFIOJ 0.01
## 4398 6199-IPCAO 1 6199-IPCAO 0.01
## 4399 6199-IWKGC 1 6199-IWKGC 0.01
## 4400 6202-DYYFX 1 6202-DYYFX 0.01
## 4401 6202-JVYEU 1 6202-JVYEU 0.01
## 4402 6203-HBZPA 1 6203-HBZPA 0.01
## 4403 6204-IEUXJ 1 6204-IEUXJ 0.01
## 4404 6207-WIOLX 1 6207-WIOLX 0.01
## 4405 6210-KBBPI 1 6210-KBBPI 0.01
## 4406 6211-WHMYA 1 6211-WHMYA 0.01
## 4407 6211-WWLTF 1 6211-WWLTF 0.01
## 4408 6212-ATMLK 1 6212-ATMLK 0.01
## 4409 6214-EDAKZ 1 6214-EDAKZ 0.01
## 4410 6215-NQCPY 1 6215-NQCPY 0.01
## 4411 6217-KDYWC 1 6217-KDYWC 0.01
## 4412 6217-TOWGS 1 6217-TOWGS 0.01
## 4413 6218-KNUBD 1 6218-KNUBD 0.01
## 4414 6221-AVQYL 1 6221-AVQYL 0.01
## 4415 6223-DHJGV 1 6223-DHJGV 0.01
## 4416 6227-FBDXH 1 6227-FBDXH 0.01
## 4417 6227-HWPWX 1 6227-HWPWX 0.01
## 4418 6229-LSCKB 1 6229-LSCKB 0.01
## 4419 6229-UOLQL 1 6229-UOLQL 0.01
## 4420 6230-BSUXY 1 6230-BSUXY 0.01
## 4421 6231-WFGFH 1 6231-WFGFH 0.01
## 4422 6233-HXJMX 1 6233-HXJMX 0.01
## 4423 6234-PFPXL 1 6234-PFPXL 0.01
## 4424 6234-RAAPL 1 6234-RAAPL 0.01
## 4425 6235-VDHOM 1 6235-VDHOM 0.01
## 4426 6240-EURKS 1 6240-EURKS 0.01
## 4427 6242-FEGFD 1 6242-FEGFD 0.01
## 4428 6242-MBHPK 1 6242-MBHPK 0.01
## 4429 6242-SGYTS 1 6242-SGYTS 0.01
## 4430 6243-OZGFH 1 6243-OZGFH 0.01
## 4431 6244-BESBM 1 6244-BESBM 0.01
## 4432 6248-BSHKG 1 6248-BSHKG 0.01
## 4433 6248-TKCQV 1 6248-TKCQV 0.01
## 4434 6250-CGGUN 1 6250-CGGUN 0.01
## 4435 6252-DFGTK 1 6252-DFGTK 0.01
## 4436 6253-GNHWH 1 6253-GNHWH 0.01
## 4437 6253-WRFHY 1 6253-WRFHY 0.01
## 4438 6257-DTAYD 1 6257-DTAYD 0.01
## 4439 6257-RJOHI 1 6257-RJOHI 0.01
## 4440 6258-NGCNG 1 6258-NGCNG 0.01
## 4441 6258-PVZWJ 1 6258-PVZWJ 0.01
## 4442 6259-WJQLC 1 6259-WJQLC 0.01
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## 5577 7853-WNZSY 1 7853-WNZSY 0.01
## 5578 7854-EDSSA 1 7854-EDSSA 0.01
## 5579 7854-EKTJL 1 7854-EKTJL 0.01
## 5580 7854-FOKSF 1 7854-FOKSF 0.01
## 5581 7855-DIWPO 1 7855-DIWPO 0.01
## 5582 7856-GANIL 1 7856-GANIL 0.01
## 5583 7858-GTZSP 1 7858-GTZSP 0.01
## 5584 7860-KSUGX 1 7860-KSUGX 0.01
## 5585 7860-UXCRM 1 7860-UXCRM 0.01
## 5586 7861-UVUFT 1 7861-UVUFT 0.01
## 5587 7868-BGSZA 1 7868-BGSZA 0.01
## 5588 7868-TMWMZ 1 7868-TMWMZ 0.01
## 5589 7869-ZYDST 1 7869-ZYDST 0.01
## 5590 7872-BAAZR 1 7872-BAAZR 0.01
## 5591 7872-RDDLZ 1 7872-RDDLZ 0.01
## 5592 7873-CVMAW 1 7873-CVMAW 0.01
## 5593 7874-ECPQJ 1 7874-ECPQJ 0.01
## 5594 7876-AEHIG 1 7876-AEHIG 0.01
## 5595 7876-BEUTG 1 7876-BEUTG 0.01
## 5596 7876-DNYAP 1 7876-DNYAP 0.01
## 5597 7878-JGDKK 1 7878-JGDKK 0.01
## 5598 7878-RTCZG 1 7878-RTCZG 0.01
## 5599 7879-CGSFV 1 7879-CGSFV 0.01
## 5600 7880-XSOJX 1 7880-XSOJX 0.01
## 5601 7881-EVUAD 1 7881-EVUAD 0.01
## 5602 7881-INRLC 1 7881-INRLC 0.01
## 5603 7883-ROJOC 1 7883-ROJOC 0.01
## 5604 7890-VYYWG 1 7890-VYYWG 0.01
## 5605 7892-POOKP 1 7892-POOKP 0.01
## 5606 7892-QVYKW 1 7892-QVYKW 0.01
## 5607 7893-IXHRQ 1 7893-IXHRQ 0.01
## 5608 7895-VONWT 1 7895-VONWT 0.01
## 5609 7898-PDWQE 1 7898-PDWQE 0.01
## 5610 7901-HXJVA 1 7901-HXJVA 0.01
## 5611 7901-IIDQV 1 7901-IIDQV 0.01
## 5612 7901-TBKJX 1 7901-TBKJX 0.01
## 5613 7903-CMPEY 1 7903-CMPEY 0.01
## 5614 7905-NJMXS 1 7905-NJMXS 0.01
## 5615 7905-TVXTA 1 7905-TVXTA 0.01
## 5616 7908-QCBCA 1 7908-QCBCA 0.01
## 5617 7909-FIOIY 1 7909-FIOIY 0.01
## 5618 7912-SYRQT 1 7912-SYRQT 0.01
## 5619 7916-VCCPB 1 7916-VCCPB 0.01
## 5620 7919-ZODZZ 1 7919-ZODZZ 0.01
## 5621 7921-BEPCI 1 7921-BEPCI 0.01
## 5622 7921-LMDFQ 1 7921-LMDFQ 0.01
## 5623 7923-IYJWY 1 7923-IYJWY 0.01
## 5624 7924-GJZFI 1 7924-GJZFI 0.01
## 5625 7925-PNRGI 1 7925-PNRGI 0.01
## 5626 7926-IJOOU 1 7926-IJOOU 0.01
## 5627 7927-AUXBZ 1 7927-AUXBZ 0.01
## 5628 7928-VJYAB 1 7928-VJYAB 0.01
## 5629 7929-DMBCV 1 7929-DMBCV 0.01
## 5630 7929-SKFGK 1 7929-SKFGK 0.01
## 5631 7931-PXHFC 1 7931-PXHFC 0.01
## 5632 7932-WPTDS 1 7932-WPTDS 0.01
## 5633 7938-OUHIO 1 7938-OUHIO 0.01
## 5634 7940-UQQUG 1 7940-UQQUG 0.01
## 5635 7941-RCJOW 1 7941-RCJOW 0.01
## 5636 7943-RQCHR 1 7943-RQCHR 0.01
## 5637 7945-HLKEA 1 7945-HLKEA 0.01
## 5638 7945-PRBVF 1 7945-PRBVF 0.01
## 5639 7950-XWOVN 1 7950-XWOVN 0.01
## 5640 7951-QKZPL 1 7951-QKZPL 0.01
## 5641 7951-VRDVK 1 7951-VRDVK 0.01
## 5642 7952-OBOYL 1 7952-OBOYL 0.01
## 5643 7954-MLBUN 1 7954-MLBUN 0.01
## 5644 7956-XQWGU 1 7956-XQWGU 0.01
## 5645 7957-RYHQD 1 7957-RYHQD 0.01
## 5646 7963-GQRMY 1 7963-GQRMY 0.01
## 5647 7963-SHNDT 1 7963-SHNDT 0.01
## 5648 7964-VEXDG 1 7964-VEXDG 0.01
## 5649 7964-YESJC 1 7964-YESJC 0.01
## 5650 7964-ZRKKG 1 7964-ZRKKG 0.01
## 5651 7966-YOTQW 1 7966-YOTQW 0.01
## 5652 7967-HYCDE 1 7967-HYCDE 0.01
## 5653 7968-QUXNS 1 7968-QUXNS 0.01
## 5654 7969-AULMZ 1 7969-AULMZ 0.01
## 5655 7969-FFOWG 1 7969-FFOWG 0.01
## 5656 7971-HLVXI 1 7971-HLVXI 0.01
## 5657 7973-DZRKH 1 7973-DZRKH 0.01
## 5658 7975-JMZNT 1 7975-JMZNT 0.01
## 5659 7975-TZMLR 1 7975-TZMLR 0.01
## 5660 7976-CICYS 1 7976-CICYS 0.01
## 5661 7977-HXJKU 1 7977-HXJKU 0.01
## 5662 7978-DKUQH 1 7978-DKUQH 0.01
## 5663 7979-CORPM 1 7979-CORPM 0.01
## 5664 7980-MHFLQ 1 7980-MHFLQ 0.01
## 5665 7982-VCELR 1 7982-VCELR 0.01
## 5666 7989-AWGEH 1 7989-AWGEH 0.01
## 5667 7989-CHGTL 1 7989-CHGTL 0.01
## 5668 7989-VCQOH 1 7989-VCQOH 0.01
## 5669 7993-NQLJE 1 7993-NQLJE 0.01
## 5670 7993-PYKOF 1 7993-PYKOF 0.01
## 5671 7994-UYIVZ 1 7994-UYIVZ 0.01
## 5672 7994-XIRTR 1 7994-XIRTR 0.01
## 5673 7995-ZHHNZ 1 7995-ZHHNZ 0.01
## 5674 7996-BPXHY 1 7996-BPXHY 0.01
## 5675 7996-MHXLW 1 7996-MHXLW 0.01
## 5676 7997-EASSD 1 7997-EASSD 0.01
## 5677 7998-WNZEM 1 7998-WNZEM 0.01
## 5678 7998-ZLXWN 1 7998-ZLXWN 0.01
## 5679 8000-REIQB 1 8000-REIQB 0.01
## 5680 8003-EWNDZ 1 8003-EWNDZ 0.01
## 5681 8006-PYCSW 1 8006-PYCSW 0.01
## 5682 8007-YYPWD 1 8007-YYPWD 0.01
## 5683 8008-ESFLK 1 8008-ESFLK 0.01
## 5684 8008-HAWED 1 8008-HAWED 0.01
## 5685 8008-OTEZX 1 8008-OTEZX 0.01
## 5686 8010-EZLOU 1 8010-EZLOU 0.01
## 5687 8012-SOUDQ 1 8012-SOUDQ 0.01
## 5688 8015-IHCGW 1 8015-IHCGW 0.01
## 5689 8016-NCFVO 1 8016-NCFVO 0.01
## 5690 8016-ZMGMO 1 8016-ZMGMO 0.01
## 5691 8017-LXHFA 1 8017-LXHFA 0.01
## 5692 8017-UVSZU 1 8017-UVSZU 0.01
## 5693 8019-ENHXU 1 8019-ENHXU 0.01
## 5694 8020-BWHYL 1 8020-BWHYL 0.01
## 5695 8022-BECSI 1 8022-BECSI 0.01
## 5696 8023-QHAIO 1 8023-QHAIO 0.01
## 5697 8024-XNAFQ 1 8024-XNAFQ 0.01
## 5698 8028-PNXHQ 1 8028-PNXHQ 0.01
## 5699 8029-XYPWT 1 8029-XYPWT 0.01
## 5700 8033-ATFAS 1 8033-ATFAS 0.01
## 5701 8033-VCZGH 1 8033-VCZGH 0.01
## 5702 8034-RYTVV 1 8034-RYTVV 0.01
## 5703 8035-BUYVG 1 8035-BUYVG 0.01
## 5704 8035-PWSEV 1 8035-PWSEV 0.01
## 5705 8039-ACLPL 1 8039-ACLPL 0.01
## 5706 8039-EQPIM 1 8039-EQPIM 0.01
## 5707 8040-MNRTF 1 8040-MNRTF 0.01
## 5708 8041-TMEID 1 8041-TMEID 0.01
## 5709 8042-JVNFH 1 8042-JVNFH 0.01
## 5710 8042-RNLKO 1 8042-RNLKO 0.01
## 5711 8043-PNYSD 1 8043-PNYSD 0.01
## 5712 8044-BGWPI 1 8044-BGWPI 0.01
## 5713 8046-DNVTL 1 8046-DNVTL 0.01
## 5714 8048-DSDFQ 1 8048-DSDFQ 0.01
## 5715 8049-WJCLQ 1 8049-WJCLQ 0.01
## 5716 8050-DVOJX 1 8050-DVOJX 0.01
## 5717 8050-WYBND 1 8050-WYBND 0.01
## 5718 8050-XGRVL 1 8050-XGRVL 0.01
## 5719 8051-HJRLT 1 8051-HJRLT 0.01
## 5720 8053-WWDRO 1 8053-WWDRO 0.01
## 5721 8058-DMYRU 1 8058-DMYRU 0.01
## 5722 8058-INTPH 1 8058-INTPH 0.01
## 5723 8058-JMEQO 1 8058-JMEQO 0.01
## 5724 8059-UDZFY 1 8059-UDZFY 0.01
## 5725 8060-HIWJJ 1 8060-HIWJJ 0.01
## 5726 8062-YBDOE 1 8062-YBDOE 0.01
## 5727 8063-GBATB 1 8063-GBATB 0.01
## 5728 8063-RJYNF 1 8063-RJYNF 0.01
## 5729 8064-RAVOH 1 8064-RAVOH 0.01
## 5730 8065-BVEPF 1 8065-BVEPF 0.01
## 5731 8065-QBYTO 1 8065-QBYTO 0.01
## 5732 8065-YKXKD 1 8065-YKXKD 0.01
## 5733 8066-POXGX 1 8066-POXGX 0.01
## 5734 8067-NIOYM 1 8067-NIOYM 0.01
## 5735 8069-RHUXK 1 8069-RHUXK 0.01
## 5736 8069-YQQAJ 1 8069-YQQAJ 0.01
## 5737 8070-AAWZP 1 8070-AAWZP 0.01
## 5738 8071-SBTRN 1 8071-SBTRN 0.01
## 5739 8073-IJDCM 1 8073-IJDCM 0.01
## 5740 8075-GXIUB 1 8075-GXIUB 0.01
## 5741 8076-FEZKJ 1 8076-FEZKJ 0.01
## 5742 8079-XRJRS 1 8079-XRJRS 0.01
## 5743 8080-DDEMJ 1 8080-DDEMJ 0.01
## 5744 8080-POTJR 1 8080-POTJR 0.01
## 5745 8082-GHXOP 1 8082-GHXOP 0.01
## 5746 8083-YTZES 1 8083-YTZES 0.01
## 5747 8084-OIVBS 1 8084-OIVBS 0.01
## 5748 8085-MSNLK 1 8085-MSNLK 0.01
## 5749 8086-OVPWV 1 8086-OVPWV 0.01
## 5750 8087-LGYHQ 1 8087-LGYHQ 0.01
## 5751 8089-UZWLX 1 8089-UZWLX 0.01
## 5752 8091-TTVAX 1 8091-TTVAX 0.01
## 5753 8092-NLTGF 1 8092-NLTGF 0.01
## 5754 8095-WANWK 1 8095-WANWK 0.01
## 5755 8096-LOIST 1 8096-LOIST 0.01
## 5756 8097-OMULG 1 8097-OMULG 0.01
## 5757 8097-VBQTZ 1 8097-VBQTZ 0.01
## 5758 8098-LLAZX 1 8098-LLAZX 0.01
## 5759 8098-TDCBU 1 8098-TDCBU 0.01
## 5760 8099-MZPUJ 1 8099-MZPUJ 0.01
## 5761 8100-HZZLJ 1 8100-HZZLJ 0.01
## 5762 8100-PNJMH 1 8100-PNJMH 0.01
## 5763 8104-OSKWT 1 8104-OSKWT 0.01
## 5764 8106-GWQOK 1 8106-GWQOK 0.01
## 5765 8107-KNCIM 1 8107-KNCIM 0.01
## 5766 8107-RZLNV 1 8107-RZLNV 0.01
## 5767 8108-UXRQN 1 8108-UXRQN 0.01
## 5768 8109-YUOHE 1 8109-YUOHE 0.01
## 5769 8111-BKVDS 1 8111-BKVDS 0.01
## 5770 8111-RKSPX 1 8111-RKSPX 0.01
## 5771 8111-SLLHI 1 8111-SLLHI 0.01
## 5772 8118-LSUEL 1 8118-LSUEL 0.01
## 5773 8118-TJAFG 1 8118-TJAFG 0.01
## 5774 8120-JDCAM 1 8120-JDCAM 0.01
## 5775 8123-QBNAZ 1 8123-QBNAZ 0.01
## 5776 8124-NZVGJ 1 8124-NZVGJ 0.01
## 5777 8125-QPFJD 1 8125-QPFJD 0.01
## 5778 8128-YVJRG 1 8128-YVJRG 0.01
## 5779 8129-GMVGI 1 8129-GMVGI 0.01
## 5780 8132-YPVBX 1 8132-YPVBX 0.01
## 5781 8133-ANHHJ 1 8133-ANHHJ 0.01
## 5782 8138-EALND 1 8138-EALND 0.01
## 5783 8143-ETQTI 1 8143-ETQTI 0.01
## 5784 8144-DGHXP 1 8144-DGHXP 0.01
## 5785 8146-QQKZH 1 8146-QQKZH 0.01
## 5786 8148-BPLZQ 1 8148-BPLZQ 0.01
## 5787 8148-NLEGT 1 8148-NLEGT 0.01
## 5788 8148-WOCMK 1 8148-WOCMK 0.01
## 5789 8149-AIQCG 1 8149-AIQCG 0.01
## 5790 8149-RSOUN 1 8149-RSOUN 0.01
## 5791 8150-QUDFX 1 8150-QUDFX 0.01
## 5792 8152-UOBNY 1 8152-UOBNY 0.01
## 5793 8152-VETUR 1 8152-VETUR 0.01
## 5794 8155-IBNHG 1 8155-IBNHG 0.01
## 5795 8158-WPEZG 1 8158-WPEZG 0.01
## 5796 8160-HOWOX 1 8160-HOWOX 0.01
## 5797 8161-QYMTT 1 8161-QYMTT 0.01
## 5798 8164-OCKUJ 1 8164-OCKUJ 0.01
## 5799 8165-CBKXO 1 8165-CBKXO 0.01
## 5800 8165-ZJRNM 1 8165-ZJRNM 0.01
## 5801 8166-ORCHU 1 8166-ORCHU 0.01
## 5802 8166-ZZTFS 1 8166-ZZTFS 0.01
## 5803 8167-GJLRN 1 8167-GJLRN 0.01
## 5804 8168-UQWWF 1 8168-UQWWF 0.01
## 5805 8169-SAEJD 1 8169-SAEJD 0.01
## 5806 8173-RXAYP 1 8173-RXAYP 0.01
## 5807 8174-LNWMW 1 8174-LNWMW 0.01
## 5808 8174-TBVCF 1 8174-TBVCF 0.01
## 5809 8178-EYZUO 1 8178-EYZUO 0.01
## 5810 8180-AKMJV 1 8180-AKMJV 0.01
## 5811 8181-YHCMF 1 8181-YHCMF 0.01
## 5812 8182-BJDSI 1 8182-BJDSI 0.01
## 5813 8182-PNAGI 1 8182-PNAGI 0.01
## 5814 8183-ONMXC 1 8183-ONMXC 0.01
## 5815 8184-WMOFI 1 8184-WMOFI 0.01
## 5816 8185-UPYBR 1 8185-UPYBR 0.01
## 5817 8189-DUKMV 1 8189-DUKMV 0.01
## 5818 8189-HBVRW 1 8189-HBVRW 0.01
## 5819 8189-XRIKE 1 8189-XRIKE 0.01
## 5820 8190-ZTQFB 1 8190-ZTQFB 0.01
## 5821 8191-XWSZG 1 8191-XWSZG 0.01
## 5822 8194-PEEBY 1 8194-PEEBY 0.01
## 5823 8197-BFWVU 1 8197-BFWVU 0.01
## 5824 8198-RKSZG 1 8198-RKSZG 0.01
## 5825 8199-ZLLSA 1 8199-ZLLSA 0.01
## 5826 8200-KLNYW 1 8200-KLNYW 0.01
## 5827 8200-LGKSR 1 8200-LGKSR 0.01
## 5828 8201-AAXCB 1 8201-AAXCB 0.01
## 5829 8203-XJZRC 1 8203-XJZRC 0.01
## 5830 8204-TIFGJ 1 8204-TIFGJ 0.01
## 5831 8204-YJCLA 1 8204-YJCLA 0.01
## 5832 8205-MQUGY 1 8205-MQUGY 0.01
## 5833 8205-OTCHB 1 8205-OTCHB 0.01
## 5834 8205-VSLRB 1 8205-VSLRB 0.01
## 5835 8207-DMRVL 1 8207-DMRVL 0.01
## 5836 8207-VVMYB 1 8207-VVMYB 0.01
## 5837 8208-EUMTE 1 8208-EUMTE 0.01
## 5838 8212-CRQXP 1 8212-CRQXP 0.01
## 5839 8212-DJRCH 1 8212-DJRCH 0.01
## 5840 8213-TAZPM 1 8213-TAZPM 0.01
## 5841 8215-NGSPE 1 8215-NGSPE 0.01
## 5842 8216-AZUUZ 1 8216-AZUUZ 0.01
## 5843 8217-QYOHV 1 8217-QYOHV 0.01
## 5844 8218-FFJDS 1 8218-FFJDS 0.01
## 5845 8219-VYBVI 1 8219-VYBVI 0.01
## 5846 8220-OCUFY 1 8220-OCUFY 0.01
## 5847 8221-EQDGL 1 8221-EQDGL 0.01
## 5848 8221-HVAYI 1 8221-HVAYI 0.01
## 5849 8224-DWCKX 1 8224-DWCKX 0.01
## 5850 8224-IVVPA 1 8224-IVVPA 0.01
## 5851 8224-KDLKN 1 8224-KDLKN 0.01
## 5852 8224-UAXBZ 1 8224-UAXBZ 0.01
## 5853 8225-BTJAU 1 8225-BTJAU 0.01
## 5854 8226-BXGES 1 8226-BXGES 0.01
## 5855 8229-BUJHX 1 8229-BUJHX 0.01
## 5856 8229-MYEJZ 1 8229-MYEJZ 0.01
## 5857 8229-TNIQA 1 8229-TNIQA 0.01
## 5858 8231-BSWXX 1 8231-BSWXX 0.01
## 5859 8232-CTLKO 1 8232-CTLKO 0.01
## 5860 8232-UTFOZ 1 8232-UTFOZ 0.01
## 5861 8234-GSZYK 1 8234-GSZYK 0.01
## 5862 8237-ULIXL 1 8237-ULIXL 0.01
## 5863 8241-JUIQO 1 8241-JUIQO 0.01
## 5864 8242-JSVBO 1 8242-JSVBO 0.01
## 5865 8242-PDSGJ 1 8242-PDSGJ 0.01
## 5866 8242-SOQUO 1 8242-SOQUO 0.01
## 5867 8245-UMPYT 1 8245-UMPYT 0.01
## 5868 8246-SHFGA 1 8246-SHFGA 0.01
## 5869 8249-THVEC 1 8249-THVEC 0.01
## 5870 8250-ZNGGW 1 8250-ZNGGW 0.01
## 5871 8257-RZAHR 1 8257-RZAHR 0.01
## 5872 8258-GSTJK 1 8258-GSTJK 0.01
## 5873 8259-DZLIZ 1 8259-DZLIZ 0.01
## 5874 8259-NFJTV 1 8259-NFJTV 0.01
## 5875 8260-NGFNY 1 8260-NGFNY 0.01
## 5876 8261-GWDBQ 1 8261-GWDBQ 0.01
## 5877 8262-COGGB 1 8262-COGGB 0.01
## 5878 8263-JQAIK 1 8263-JQAIK 0.01
## 5879 8263-OKETD 1 8263-OKETD 0.01
## 5880 8263-QMNTJ 1 8263-QMNTJ 0.01
## 5881 8265-HKSOW 1 8265-HKSOW 0.01
## 5882 8266-VBFQL 1 8266-VBFQL 0.01
## 5883 8267-KFGYD 1 8267-KFGYD 0.01
## 5884 8267-ZNYVZ 1 8267-ZNYVZ 0.01
## 5885 8268-YDIXR 1 8268-YDIXR 0.01
## 5886 8270-RKSAP 1 8270-RKSAP 0.01
## 5887 8272-ONJLV 1 8272-ONJLV 0.01
## 5888 8276-MQBYC 1 8276-MQBYC 0.01
## 5889 8277-RVRSV 1 8277-RVRSV 0.01
## 5890 8280-MQRQN 1 8280-MQRQN 0.01
## 5891 8285-ABVLB 1 8285-ABVLB 0.01
## 5892 8286-AFUYI 1 8286-AFUYI 0.01
## 5893 8290-YWKHZ 1 8290-YWKHZ 0.01
## 5894 8292-FRFZQ 1 8292-FRFZQ 0.01
## 5895 8292-ITGYJ 1 8292-ITGYJ 0.01
## 5896 8292-TYSPY 1 8292-TYSPY 0.01
## 5897 8294-UIMBA 1 8294-UIMBA 0.01
## 5898 8295-FHIVV 1 8295-FHIVV 0.01
## 5899 8295-KMENE 1 8295-KMENE 0.01
## 5900 8305-VHZBZ 1 8305-VHZBZ 0.01
## 5901 8309-IEYJD 1 8309-IEYJD 0.01
## 5902 8309-PPCED 1 8309-PPCED 0.01
## 5903 8311-UEUAB 1 8311-UEUAB 0.01
## 5904 8313-AFGBW 1 8313-AFGBW 0.01
## 5905 8313-KTIHG 1 8313-KTIHG 0.01
## 5906 8313-NDOIA 1 8313-NDOIA 0.01
## 5907 8314-DPQHL 1 8314-DPQHL 0.01
## 5908 8314-HTWVE 1 8314-HTWVE 0.01
## 5909 8316-BBQAY 1 8316-BBQAY 0.01
## 5910 8317-BVKSO 1 8317-BVKSO 0.01
## 5911 8318-LCNBW 1 8318-LCNBW 0.01
## 5912 8319-QBEHW 1 8319-QBEHW 0.01
## 5913 8325-QRPZR 1 8325-QRPZR 0.01
## 5914 8327-LZKAS 1 8327-LZKAS 0.01
## 5915 8327-WKMIE 1 8327-WKMIE 0.01
## 5916 8328-SKJNO 1 8328-SKJNO 0.01
## 5917 8329-GWVPJ 1 8329-GWVPJ 0.01
## 5918 8329-IBCTI 1 8329-IBCTI 0.01
## 5919 8329-UTMVM 1 8329-UTMVM 0.01
## 5920 8331-ZXFOE 1 8331-ZXFOE 0.01
## 5921 8332-OSJDW 1 8332-OSJDW 0.01
## 5922 8336-TAVKX 1 8336-TAVKX 0.01
## 5923 8337-MSSXB 1 8337-MSSXB 0.01
## 5924 8337-UPOAQ 1 8337-UPOAQ 0.01
## 5925 8338-QIUNR 1 8338-QIUNR 0.01
## 5926 8344-WFMFH 1 8344-WFMFH 0.01
## 5927 8345-MVDYC 1 8345-MVDYC 0.01
## 5928 8347-GDTMP 1 8347-GDTMP 0.01
## 5929 8348-HFYIV 1 8348-HFYIV 0.01
## 5930 8348-JLBUG 1 8348-JLBUG 0.01
## 5931 8350-NYMVI 1 8350-NYMVI 0.01
## 5932 8356-WUAOJ 1 8356-WUAOJ 0.01
## 5933 8357-EQXFO 1 8357-EQXFO 0.01
## 5934 8361-LBRDI 1 8361-LBRDI 0.01
## 5935 8361-LTMKD 1 8361-LTMKD 0.01
## 5936 8364-TRMMK 1 8364-TRMMK 0.01
## 5937 8372-JUXUI 1 8372-JUXUI 0.01
## 5938 8374-UULRV 1 8374-UULRV 0.01
## 5939 8374-XGEJJ 1 8374-XGEJJ 0.01
## 5940 8375-DKEBR 1 8375-DKEBR 0.01
## 5941 8375-KVTHK 1 8375-KVTHK 0.01
## 5942 8378-LKJAF 1 8378-LKJAF 0.01
## 5943 8380-MQINP 1 8380-MQINP 0.01
## 5944 8380-PEFPE 1 8380-PEFPE 0.01
## 5945 8382-SHQEH 1 8382-SHQEH 0.01
## 5946 8383-SGHJU 1 8383-SGHJU 0.01
## 5947 8384-FZBJK 1 8384-FZBJK 0.01
## 5948 8387-MOJJT 1 8387-MOJJT 0.01
## 5949 8387-UGUSU 1 8387-UGUSU 0.01
## 5950 8388-DMKAE 1 8388-DMKAE 0.01
## 5951 8388-FYNPZ 1 8388-FYNPZ 0.01
## 5952 8390-FESFV 1 8390-FESFV 0.01
## 5953 8393-DLHGA 1 8393-DLHGA 0.01
## 5954 8393-JMVMB 1 8393-JMVMB 0.01
## 5955 8395-ETZKQ 1 8395-ETZKQ 0.01
## 5956 8397-MVTAZ 1 8397-MVTAZ 0.01
## 5957 8398-TBIYD 1 8398-TBIYD 0.01
## 5958 8399-YNDCH 1 8399-YNDCH 0.01
## 5959 8400-WZICQ 1 8400-WZICQ 0.01
## 5960 8401-EMUWF 1 8401-EMUWF 0.01
## 5961 8402-EIVQS 1 8402-EIVQS 0.01
## 5962 8402-OOOHJ 1 8402-OOOHJ 0.01
## 5963 8404-FYDIB 1 8404-FYDIB 0.01
## 5964 8404-GFGCZ 1 8404-GFGCZ 0.01
## 5965 8404-VIOMB 1 8404-VIOMB 0.01
## 5966 8404-VLQFB 1 8404-VLQFB 0.01
## 5967 8405-IGQFX 1 8405-IGQFX 0.01
## 5968 8406-LNMHF 1 8406-LNMHF 0.01
## 5969 8409-WQJUX 1 8409-WQJUX 0.01
## 5970 8410-BGQXN 1 8410-BGQXN 0.01
## 5971 8413-VONUO 1 8413-VONUO 0.01
## 5972 8413-YNHNV 1 8413-YNHNV 0.01
## 5973 8414-MYSHR 1 8414-MYSHR 0.01
## 5974 8414-OOEEL 1 8414-OOEEL 0.01
## 5975 8417-FMLZI 1 8417-FMLZI 0.01
## 5976 8417-GSODA 1 8417-GSODA 0.01
## 5977 8421-WZOOW 1 8421-WZOOW 0.01
## 5978 8429-XIBUM 1 8429-XIBUM 0.01
## 5979 8430-TWCBX 1 8430-TWCBX 0.01
## 5980 8433-WPJTV 1 8433-WPJTV 0.01
## 5981 8433-WXGNA 1 8433-WXGNA 0.01
## 5982 8434-PNQZX 1 8434-PNQZX 0.01
## 5983 8434-VGEQQ 1 8434-VGEQQ 0.01
## 5984 8436-BJUMM 1 8436-BJUMM 0.01
## 5985 8439-LTUGF 1 8439-LTUGF 0.01
## 5986 8441-SHIPE 1 8441-SHIPE 0.01
## 5987 8443-WVPSS 1 8443-WVPSS 0.01
## 5988 8443-ZRDBZ 1 8443-ZRDBZ 0.01
## 5989 8444-WRIDW 1 8444-WRIDW 0.01
## 5990 8445-DNBAE 1 8445-DNBAE 0.01
## 5991 8450-JOVAH 1 8450-JOVAH 0.01
## 5992 8450-LUGUK 1 8450-LUGUK 0.01
## 5993 8450-UYIBU 1 8450-UYIBU 0.01
## 5994 8454-AATJP 1 8454-AATJP 0.01
## 5995 8455-HIRAQ 1 8455-HIRAQ 0.01
## 5996 8456-QDAVC 1 8456-QDAVC 0.01
## 5997 8457-XIGKN 1 8457-XIGKN 0.01
## 5998 8461-EFQYM 1 8461-EFQYM 0.01
## 5999 8464-EETCQ 1 8464-EETCQ 0.01
## 6000 8465-SBRXP 1 8465-SBRXP 0.01
## 6001 8466-PZBLH 1 8466-PZBLH 0.01
## 6002 8467-WYNSR 1 8467-WYNSR 0.01
## 6003 8468-EHYJA 1 8468-EHYJA 0.01
## 6004 8468-FZTOE 1 8468-FZTOE 0.01
## 6005 8469-SNFFH 1 8469-SNFFH 0.01
## 6006 8473-VUVJN 1 8473-VUVJN 0.01
## 6007 8474-UMLNT 1 8474-UMLNT 0.01
## 6008 8480-PPONV 1 8480-PPONV 0.01
## 6009 8481-YYXWG 1 8481-YYXWG 0.01
## 6010 8485-GJCDN 1 8485-GJCDN 0.01
## 6011 8486-AYEQH 1 8486-AYEQH 0.01
## 6012 8490-BXHEO 1 8490-BXHEO 0.01
## 6013 8495-LJDFO 1 8495-LJDFO 0.01
## 6014 8495-PRWFH 1 8495-PRWFH 0.01
## 6015 8496-DMZUK 1 8496-DMZUK 0.01
## 6016 8496-EJAUI 1 8496-EJAUI 0.01
## 6017 8498-XXGWA 1 8498-XXGWA 0.01
## 6018 8499-BRXTD 1 8499-BRXTD 0.01
## 6019 8510-AWCXC 1 8510-AWCXC 0.01
## 6020 8510-BBWMU 1 8510-BBWMU 0.01
## 6021 8510-TMWYB 1 8510-TMWYB 0.01
## 6022 8512-WIWYV 1 8512-WIWYV 0.01
## 6023 8513-OLYGY 1 8513-OLYGY 0.01
## 6024 8514-VZHEB 1 8514-VZHEB 0.01
## 6025 8515-OCTJS 1 8515-OCTJS 0.01
## 6026 8519-IMDHU 1 8519-IMDHU 0.01
## 6027 8519-QJGJD 1 8519-QJGJD 0.01
## 6028 8532-UEFWH 1 8532-UEFWH 0.01
## 6029 8535-SFUTN 1 8535-SFUTN 0.01
## 6030 8540-ZQGEA 1 8540-ZQGEA 0.01
## 6031 8541-QVFKM 1 8541-QVFKM 0.01
## 6032 8543-MSDMF 1 8543-MSDMF 0.01
## 6033 8544-GOQSH 1 8544-GOQSH 0.01
## 6034 8544-JNBOX 1 8544-JNBOX 0.01
## 6035 8547-NSBBO 1 8547-NSBBO 0.01
## 6036 8548-AWOFC 1 8548-AWOFC 0.01
## 6037 8550-XSXUQ 1 8550-XSXUQ 0.01
## 6038 8552-OBVRU 1 8552-OBVRU 0.01
## 6039 8559-CIZFV 1 8559-CIZFV 0.01
## 6040 8559-WNQZS 1 8559-WNQZS 0.01
## 6041 8561-NMTBD 1 8561-NMTBD 0.01
## 6042 8562-GHPPI 1 8562-GHPPI 0.01
## 6043 8563-IIOXK 1 8563-IIOXK 0.01
## 6044 8563-OYMQY 1 8563-OYMQY 0.01
## 6045 8564-LDKFL 1 8564-LDKFL 0.01
## 6046 8565-CLBZW 1 8565-CLBZW 0.01
## 6047 8565-HBFNN 1 8565-HBFNN 0.01
## 6048 8565-WUXZU 1 8565-WUXZU 0.01
## 6049 8566-YPRGL 1 8566-YPRGL 0.01
## 6050 8570-KLJYJ 1 8570-KLJYJ 0.01
## 6051 8571-ZCMCX 1 8571-ZCMCX 0.01
## 6052 8573-CGOCC 1 8573-CGOCC 0.01
## 6053 8573-JGCZW 1 8573-JGCZW 0.01
## 6054 8577-QSOCG 1 8577-QSOCG 0.01
## 6055 8580-AECUZ 1 8580-AECUZ 0.01
## 6056 8580-QVLOC 1 8580-QVLOC 0.01
## 6057 8582-KRHPJ 1 8582-KRHPJ 0.01
## 6058 8584-KMVXD 1 8584-KMVXD 0.01
## 6059 8587-XYZSF 1 8587-XYZSF 0.01
## 6060 8590-OHDIW 1 8590-OHDIW 0.01
## 6061 8590-YFFQO 1 8590-YFFQO 0.01
## 6062 8591-NXRCV 1 8591-NXRCV 0.01
## 6063 8591-TKMZH 1 8591-TKMZH 0.01
## 6064 8592-PLTMQ 1 8592-PLTMQ 0.01
## 6065 8593-WHYHV 1 8593-WHYHV 0.01
## 6066 8595-SIZNC 1 8595-SIZNC 0.01
## 6067 8597-CTXVJ 1 8597-CTXVJ 0.01
## 6068 8597-CWYHH 1 8597-CWYHH 0.01
## 6069 8601-QACRS 1 8601-QACRS 0.01
## 6070 8603-IJWDN 1 8603-IJWDN 0.01
## 6071 8605-ITULD 1 8605-ITULD 0.01
## 6072 8606-CIQUL 1 8606-CIQUL 0.01
## 6073 8606-OEGQZ 1 8606-OEGQZ 0.01
## 6074 8608-OZTLB 1 8608-OZTLB 0.01
## 6075 8610-WFCJF 1 8610-WFCJF 0.01
## 6076 8610-ZIKJJ 1 8610-ZIKJJ 0.01
## 6077 8612-GXIDD 1 8612-GXIDD 0.01
## 6078 8614-VGMMV 1 8614-VGMMV 0.01
## 6079 8617-ENBDS 1 8617-ENBDS 0.01
## 6080 8619-IJNDK 1 8619-IJNDK 0.01
## 6081 8620-RJPZN 1 8620-RJPZN 0.01
## 6082 8621-MNIHH 1 8621-MNIHH 0.01
## 6083 8622-ZLFKO 1 8622-ZLFKO 0.01
## 6084 8623-TMRBY 1 8623-TMRBY 0.01
## 6085 8623-ULFNQ 1 8623-ULFNQ 0.01
## 6086 8624-GIOUT 1 8624-GIOUT 0.01
## 6087 8625-AZYZY 1 8625-AZYZY 0.01
## 6088 8626-PTQGE 1 8626-PTQGE 0.01
## 6089 8626-XHBIE 1 8626-XHBIE 0.01
## 6090 8627-EHGIP 1 8627-EHGIP 0.01
## 6091 8627-ZYGSZ 1 8627-ZYGSZ 0.01
## 6092 8628-MFKAX 1 8628-MFKAX 0.01
## 6093 8630-FJLIB 1 8630-FJLIB 0.01
## 6094 8630-QSGXK 1 8630-QSGXK 0.01
## 6095 8631-NBHFZ 1 8631-NBHFZ 0.01
## 6096 8631-WUXGY 1 8631-WUXGY 0.01
## 6097 8631-XVRZL 1 8631-XVRZL 0.01
## 6098 8634-CILSZ 1 8634-CILSZ 0.01
## 6099 8634-MPHTR 1 8634-MPHTR 0.01
## 6100 8637-XJIVR 1 8637-XJIVR 0.01
## 6101 8639-NHQEI 1 8639-NHQEI 0.01
## 6102 8640-SDGKB 1 8640-SDGKB 0.01
## 6103 8642-GVWRF 1 8642-GVWRF 0.01
## 6104 8644-XLFBW 1 8644-XLFBW 0.01
## 6105 8644-XYTSV 1 8644-XYTSV 0.01
## 6106 8645-KOMJQ 1 8645-KOMJQ 0.01
## 6107 8645-KWHJO 1 8645-KWHJO 0.01
## 6108 8646-JCOMS 1 8646-JCOMS 0.01
## 6109 8647-SDTWQ 1 8647-SDTWQ 0.01
## 6110 8648-PFRMP 1 8648-PFRMP 0.01
## 6111 8650-RHRKE 1 8650-RHRKE 0.01
## 6112 8651-ENBZX 1 8651-ENBZX 0.01
## 6113 8652-YHIYU 1 8652-YHIYU 0.01
## 6114 8654-DHAOW 1 8654-DHAOW 0.01
## 6115 8659-HDIYE 1 8659-HDIYE 0.01
## 6116 8659-IOOPU 1 8659-IOOPU 0.01
## 6117 8660-BUETV 1 8660-BUETV 0.01
## 6118 8661-BOYNW 1 8661-BOYNW 0.01
## 6119 8663-UPDGF 1 8663-UPDGF 0.01
## 6120 8665-UTDHZ 1 8665-UTDHZ 0.01
## 6121 8668-KNZTI 1 8668-KNZTI 0.01
## 6122 8670-ERCJH 1 8670-ERCJH 0.01
## 6123 8670-MEFCP 1 8670-MEFCP 0.01
## 6124 8671-KKKOS 1 8671-KKKOS 0.01
## 6125 8672-OAUPW 1 8672-OAUPW 0.01
## 6126 8676-OOQEJ 1 8676-OOQEJ 0.01
## 6127 8676-TRMJS 1 8676-TRMJS 0.01
## 6128 8677-HDZEE 1 8677-HDZEE 0.01
## 6129 8679-JOEVF 1 8679-JOEVF 0.01
## 6130 8679-LZBMD 1 8679-LZBMD 0.01
## 6131 8680-CGLTP 1 8680-CGLTP 0.01
## 6132 8681-ICONS 1 8681-ICONS 0.01
## 6133 8685-WHQPW 1 8685-WHQPW 0.01
## 6134 8687-BAFGU 1 8687-BAFGU 0.01
## 6135 8690-UPCZI 1 8690-UPCZI 0.01
## 6136 8690-ZVLCL 1 8690-ZVLCL 0.01
## 6137 8695-ARGXZ 1 8695-ARGXZ 0.01
## 6138 8695-WDYEA 1 8695-WDYEA 0.01
## 6139 8696-JKZNU 1 8696-JKZNU 0.01
## 6140 8699-ASUFO 1 8699-ASUFO 0.01
## 6141 8701-DGLVH 1 8701-DGLVH 0.01
## 6142 8705-DWKTI 1 8705-DWKTI 0.01
## 6143 8705-WZCYL 1 8705-WZCYL 0.01
## 6144 8706-HRADD 1 8706-HRADD 0.01
## 6145 8707-HOEDG 1 8707-HOEDG 0.01
## 6146 8707-RMEZH 1 8707-RMEZH 0.01
## 6147 8708-XPXHZ 1 8708-XPXHZ 0.01
## 6148 8709-KRDVL 1 8709-KRDVL 0.01
## 6149 8710-YGLWG 1 8710-YGLWG 0.01
## 6150 8711-LOBKY 1 8711-LOBKY 0.01
## 6151 8713-IGZSO 1 8713-IGZSO 0.01
## 6152 8714-CTZJW 1 8714-CTZJW 0.01
## 6153 8714-EUHJO 1 8714-EUHJO 0.01
## 6154 8715-KKTFG 1 8715-KKTFG 0.01
## 6155 8717-VCTXJ 1 8717-VCTXJ 0.01
## 6156 8718-PTMEZ 1 8718-PTMEZ 0.01
## 6157 8720-RQSBJ 1 8720-RQSBJ 0.01
## 6158 8722-NGNBH 1 8722-NGNBH 0.01
## 6159 8722-PRFDV 1 8722-PRFDV 0.01
## 6160 8725-JEDFD 1 8725-JEDFD 0.01
## 6161 8727-JQFHV 1 8727-JQFHV 0.01
## 6162 8727-XDPUD 1 8727-XDPUD 0.01
## 6163 8728-SKJLR 1 8728-SKJLR 0.01
## 6164 8731-WBBMB 1 8731-WBBMB 0.01
## 6165 8734-DKSTZ 1 8734-DKSTZ 0.01
## 6166 8734-FNWVH 1 8734-FNWVH 0.01
## 6167 8735-DCXNF 1 8735-DCXNF 0.01
## 6168 8735-IJJEG 1 8735-IJJEG 0.01
## 6169 8735-NBLWT 1 8735-NBLWT 0.01
## 6170 8735-SDUFN 1 8735-SDUFN 0.01
## 6171 8738-JOKAR 1 8738-JOKAR 0.01
## 6172 8739-QOTTN 1 8739-QOTTN 0.01
## 6173 8739-WWKDU 1 8739-WWKDU 0.01
## 6174 8739-XNIKG 1 8739-XNIKG 0.01
## 6175 8740-CRYFY 1 8740-CRYFY 0.01
## 6176 8740-XLHDR 1 8740-XLHDR 0.01
## 6177 8741-LQOBK 1 8741-LQOBK 0.01
## 6178 8745-PVESG 1 8745-PVESG 0.01
## 6179 8746-BFOAJ 1 8746-BFOAJ 0.01
## 6180 8746-OQQRW 1 8746-OQQRW 0.01
## 6181 8747-UDCOI 1 8747-UDCOI 0.01
## 6182 8748-HFWBO 1 8748-HFWBO 0.01
## 6183 8749-CLJXC 1 8749-CLJXC 0.01
## 6184 8749-JMNKX 1 8749-JMNKX 0.01
## 6185 8749-TZYEC 1 8749-TZYEC 0.01
## 6186 8750-QWZAJ 1 8750-QWZAJ 0.01
## 6187 8751-EDEKA 1 8751-EDEKA 0.01
## 6188 8752-GHJFU 1 8752-GHJFU 0.01
## 6189 8752-IMQOS 1 8752-IMQOS 0.01
## 6190 8752-STIVR 1 8752-STIVR 0.01
## 6191 8755-IWJHN 1 8755-IWJHN 0.01
## 6192 8755-OGKNA 1 8755-OGKNA 0.01
## 6193 8756-RDDLT 1 8756-RDDLT 0.01
## 6194 8757-TFHHJ 1 8757-TFHHJ 0.01
## 6195 8760-ZRHKE 1 8760-ZRHKE 0.01
## 6196 8761-NSOBC 1 8761-NSOBC 0.01
## 6197 8763-KIAFH 1 8763-KIAFH 0.01
## 6198 8766-PAFNE 1 8766-PAFNE 0.01
## 6199 8769-KKTPH 1 8769-KKTPH 0.01
## 6200 8773-HHUOZ 1 8773-HHUOZ 0.01
## 6201 8774-GSBUN 1 8774-GSBUN 0.01
## 6202 8775-CEBBJ 1 8775-CEBBJ 0.01
## 6203 8775-ERLNB 1 8775-ERLNB 0.01
## 6204 8775-LHDJH 1 8775-LHDJH 0.01
## 6205 8777-MBMTS 1 8777-MBMTS 0.01
## 6206 8777-PVYGU 1 8777-PVYGU 0.01
## 6207 8778-LMWTJ 1 8778-LMWTJ 0.01
## 6208 8779-QRDMV 1 8779-QRDMV 0.01
## 6209 8779-YIQQA 1 8779-YIQQA 0.01
## 6210 8780-IHCRN 1 8780-IHCRN 0.01
## 6211 8780-IXSTS 1 8780-IXSTS 0.01
## 6212 8780-RSYYU 1 8780-RSYYU 0.01
## 6213 8780-YRMTT 1 8780-YRMTT 0.01
## 6214 8782-LKFPK 1 8782-LKFPK 0.01
## 6215 8782-NUUOL 1 8782-NUUOL 0.01
## 6216 8784-CGILN 1 8784-CGILN 0.01
## 6217 8785-CJSHH 1 8785-CJSHH 0.01
## 6218 8785-EPNCG 1 8785-EPNCG 0.01
## 6219 8788-DOXSU 1 8788-DOXSU 0.01
## 6220 8791-GFXLZ 1 8791-GFXLZ 0.01
## 6221 8792-AOROI 1 8792-AOROI 0.01
## 6222 8799-OXZMD 1 8799-OXZMD 0.01
## 6223 8800-JOOCF 1 8800-JOOCF 0.01
## 6224 8800-ZKRFW 1 8800-ZKRFW 0.01
## 6225 8802-UNOJF 1 8802-UNOJF 0.01
## 6226 8805-JNRAZ 1 8805-JNRAZ 0.01
## 6227 8806-EAGWC 1 8806-EAGWC 0.01
## 6228 8807-ARQET 1 8807-ARQET 0.01
## 6229 8807-OPMBM 1 8807-OPMBM 0.01
## 6230 8808-ELEHO 1 8808-ELEHO 0.01
## 6231 8809-RIHDD 1 8809-RIHDD 0.01
## 6232 8809-XKHMD 1 8809-XKHMD 0.01
## 6233 8812-ZRHFP 1 8812-ZRHFP 0.01
## 6234 8815-LMFLX 1 8815-LMFLX 0.01
## 6235 8816-VXNZD 1 8816-VXNZD 0.01
## 6236 8818-DOPVL 1 8818-DOPVL 0.01
## 6237 8818-XYFCQ 1 8818-XYFCQ 0.01
## 6238 8819-IMISP 1 8819-IMISP 0.01
## 6239 8819-WFGGJ 1 8819-WFGGJ 0.01
## 6240 8819-ZBYNA 1 8819-ZBYNA 0.01
## 6241 8821-KVZKQ 1 8821-KVZKQ 0.01
## 6242 8821-XNHVZ 1 8821-XNHVZ 0.01
## 6243 8822-KNBHV 1 8822-KNBHV 0.01
## 6244 8823-RLPWL 1 8823-RLPWL 0.01
## 6245 8824-RWFXJ 1 8824-RWFXJ 0.01
## 6246 8835-VSDSE 1 8835-VSDSE 0.01
## 6247 8837-VVWLQ 1 8837-VVWLQ 0.01
## 6248 8838-GPHZP 1 8838-GPHZP 0.01
## 6249 8840-DQLGN 1 8840-DQLGN 0.01
## 6250 8844-TONUD 1 8844-TONUD 0.01
## 6251 8845-LWKGE 1 8845-LWKGE 0.01
## 6252 8847-GEOOQ 1 8847-GEOOQ 0.01
## 6253 8849-AYPTR 1 8849-AYPTR 0.01
## 6254 8849-GYOKR 1 8849-GYOKR 0.01
## 6255 8849-PRIQJ 1 8849-PRIQJ 0.01
## 6256 8851-RAGOV 1 8851-RAGOV 0.01
## 6257 8853-TZDGH 1 8853-TZDGH 0.01
## 6258 8854-CCVSQ 1 8854-CCVSQ 0.01
## 6259 8857-CUPFQ 1 8857-CUPFQ 0.01
## 6260 8859-AXJZP 1 8859-AXJZP 0.01
## 6261 8859-DZTGQ 1 8859-DZTGQ 0.01
## 6262 8859-YSTWS 1 8859-YSTWS 0.01
## 6263 8861-HGGKB 1 8861-HGGKB 0.01
## 6264 8865-TNMNX 1 8865-TNMNX 0.01
## 6265 8868-GAGIO 1 8868-GAGIO 0.01
## 6266 8868-WOZGU 1 8868-WOZGU 0.01
## 6267 8869-LIHMK 1 8869-LIHMK 0.01
## 6268 8869-TORSS 1 8869-TORSS 0.01
## 6269 8871-JLMHM 1 8871-JLMHM 0.01
## 6270 8873-GLDMH 1 8873-GLDMH 0.01
## 6271 8873-TMKGR 1 8873-TMKGR 0.01
## 6272 8874-EJNSR 1 8874-EJNSR 0.01
## 6273 8875-AKBYH 1 8875-AKBYH 0.01
## 6274 8878-HMWBV 1 8878-HMWBV 0.01
## 6275 8878-RYUKI 1 8878-RYUKI 0.01
## 6276 8879-XUAHX 1 8879-XUAHX 0.01
## 6277 8879-ZKJOF 1 8879-ZKJOF 0.01
## 6278 8882-TLVRW 1 8882-TLVRW 0.01
## 6279 8883-ANODQ 1 8883-ANODQ 0.01
## 6280 8883-GRDWQ 1 8883-GRDWQ 0.01
## 6281 8884-ADFVN 1 8884-ADFVN 0.01
## 6282 8884-FEEWR 1 8884-FEEWR 0.01
## 6283 8884-MRNSU 1 8884-MRNSU 0.01
## 6284 8885-QSQBX 1 8885-QSQBX 0.01
## 6285 8887-IPQNC 1 8887-IPQNC 0.01
## 6286 8894-JVDCV 1 8894-JVDCV 0.01
## 6287 8896-BQTTI 1 8896-BQTTI 0.01
## 6288 8896-RAZCR 1 8896-RAZCR 0.01
## 6289 8898-KASCD 1 8898-KASCD 0.01
## 6290 8901-HJXTF 1 8901-HJXTF 0.01
## 6291 8901-UPRHR 1 8901-UPRHR 0.01
## 6292 8902-ZEOVF 1 8902-ZEOVF 0.01
## 6293 8903-WMRNW 1 8903-WMRNW 0.01
## 6294 8903-XEBGX 1 8903-XEBGX 0.01
## 6295 8904-OPDCK 1 8904-OPDCK 0.01
## 6296 8905-IAZPF 1 8905-IAZPF 0.01
## 6297 8908-NMQTX 1 8908-NMQTX 0.01
## 6298 8908-SLFCJ 1 8908-SLFCJ 0.01
## 6299 8909-BOLNL 1 8909-BOLNL 0.01
## 6300 8910-ICHIU 1 8910-ICHIU 0.01
## 6301 8910-LEDAG 1 8910-LEDAG 0.01
## 6302 8914-RBTSB 1 8914-RBTSB 0.01
## 6303 8915-NNTRC 1 8915-NNTRC 0.01
## 6304 8917-FAEMR 1 8917-FAEMR 0.01
## 6305 8917-SZTTJ 1 8917-SZTTJ 0.01
## 6306 8919-FYFQZ 1 8919-FYFQZ 0.01
## 6307 8920-NAVAY 1 8920-NAVAY 0.01
## 6308 8922-LIEGH 1 8922-LIEGH 0.01
## 6309 8922-NPKBJ 1 8922-NPKBJ 0.01
## 6310 8929-KSWIH 1 8929-KSWIH 0.01
## 6311 8930-XOTDP 1 8930-XOTDP 0.01
## 6312 8931-GJJIQ 1 8931-GJJIQ 0.01
## 6313 8932-CZHRQ 1 8932-CZHRQ 0.01
## 6314 8937-RDTHP 1 8937-RDTHP 0.01
## 6315 8938-UMKPI 1 8938-UMKPI 0.01
## 6316 8942-DBMHZ 1 8942-DBMHZ 0.01
## 6317 8943-URTMR 1 8943-URTMR 0.01
## 6318 8944-AILEF 1 8944-AILEF 0.01
## 6319 8945-GRKHX 1 8945-GRKHX 0.01
## 6320 8945-MUQUF 1 8945-MUQUF 0.01
## 6321 8946-BFWSG 1 8946-BFWSG 0.01
## 6322 8947-YRTDV 1 8947-YRTDV 0.01
## 6323 8949-JTMAY 1 8949-JTMAY 0.01
## 6324 8950-MTZNV 1 8950-MTZNV 0.01
## 6325 8952-WCVCD 1 8952-WCVCD 0.01
## 6326 8957-THMOA 1 8957-THMOA 0.01
## 6327 8958-JPTRR 1 8958-JPTRR 0.01
## 6328 8961-QDZZJ 1 8961-QDZZJ 0.01
## 6329 8963-JLGJT 1 8963-JLGJT 0.01
## 6330 8963-MQVYN 1 8963-MQVYN 0.01
## 6331 8966-KZXXA 1 8966-KZXXA 0.01
## 6332 8966-OIQHG 1 8966-OIQHG 0.01
## 6333 8966-SNIZF 1 8966-SNIZF 0.01
## 6334 8967-SZQAS 1 8967-SZQAS 0.01
## 6335 8969-PRHFK 1 8969-PRHFK 0.01
## 6336 8970-ANWXO 1 8970-ANWXO 0.01
## 6337 8972-HJWNV 1 8972-HJWNV 0.01
## 6338 8974-OVACP 1 8974-OVACP 0.01
## 6339 8975-SKGRX 1 8975-SKGRX 0.01
## 6340 8976-OQHGT 1 8976-OQHGT 0.01
## 6341 8979-CAMGB 1 8979-CAMGB 0.01
## 6342 8980-WQFWL 1 8980-WQFWL 0.01
## 6343 8981-FJGLA 1 8981-FJGLA 0.01
## 6344 8982-NHAVY 1 8982-NHAVY 0.01
## 6345 8984-EYLLL 1 8984-EYLLL 0.01
## 6346 8984-HPEMB 1 8984-HPEMB 0.01
## 6347 8985-OOPOS 1 8985-OOPOS 0.01
## 6348 8988-ECPJR 1 8988-ECPJR 0.01
## 6349 8990-YOZLV 1 8990-YOZLV 0.01
## 6350 8990-ZXLSU 1 8990-ZXLSU 0.01
## 6351 8992-CEUEN 1 8992-CEUEN 0.01
## 6352 8992-JQYUN 1 8992-JQYUN 0.01
## 6353 8992-OBVDG 1 8992-OBVDG 0.01
## 6354 8992-VONJD 1 8992-VONJD 0.01
## 6355 8993-IZEUX 1 8993-IZEUX 0.01
## 6356 8993-PHFWD 1 8993-PHFWD 0.01
## 6357 8996-ZROXE 1 8996-ZROXE 0.01
## 6358 8999-BOHSE 1 8999-BOHSE 0.01
## 6359 8999-EXMNO 1 8999-EXMNO 0.01
## 6360 8999-XXGNS 1 8999-XXGNS 0.01
## 6361 8999-YPYBV 1 8999-YPYBV 0.01
## 6362 9000-PLFUZ 1 9000-PLFUZ 0.01
## 6363 9003-CPATH 1 9003-CPATH 0.01
## 6364 9013-AQORL 1 9013-AQORL 0.01
## 6365 9018-PCIOK 1 9018-PCIOK 0.01
## 6366 9019-QVLZD 1 9019-QVLZD 0.01
## 6367 9025-AOMKI 1 9025-AOMKI 0.01
## 6368 9025-ZRPVR 1 9025-ZRPVR 0.01
## 6369 9026-LHEVG 1 9026-LHEVG 0.01
## 6370 9026-RNUJS 1 9026-RNUJS 0.01
## 6371 9027-TMATR 1 9027-TMATR 0.01
## 6372 9027-YFHQJ 1 9027-YFHQJ 0.01
## 6373 9028-LIHRP 1 9028-LIHRP 0.01
## 6374 9029-FEGVJ 1 9029-FEGVJ 0.01
## 6375 9030-QGZNL 1 9030-QGZNL 0.01
## 6376 9031-ZVQPT 1 9031-ZVQPT 0.01
## 6377 9033-EOXWV 1 9033-EOXWV 0.01
## 6378 9036-CSKBW 1 9036-CSKBW 0.01
## 6379 9039-RBEEE 1 9039-RBEEE 0.01
## 6380 9039-ZVJDC 1 9039-ZVJDC 0.01
## 6381 9040-KZVWO 1 9040-KZVWO 0.01
## 6382 9046-DQMTP 1 9046-DQMTP 0.01
## 6383 9046-JBFWA 1 9046-JBFWA 0.01
## 6384 9048-JVYVF 1 9048-JVYVF 0.01
## 6385 9050-IKDZA 1 9050-IKDZA 0.01
## 6386 9050-QLROH 1 9050-QLROH 0.01
## 6387 9052-DHNKM 1 9052-DHNKM 0.01
## 6388 9052-VKDUW 1 9052-VKDUW 0.01
## 6389 9053-EJUNL 1 9053-EJUNL 0.01
## 6390 9053-JZFKV 1 9053-JZFKV 0.01
## 6391 9054-FOWNV 1 9054-FOWNV 0.01
## 6392 9055-MOJJJ 1 9055-MOJJJ 0.01
## 6393 9057-MSWCO 1 9057-MSWCO 0.01
## 6394 9057-SIHCH 1 9057-SIHCH 0.01
## 6395 9058-CBREO 1 9058-CBREO 0.01
## 6396 9058-HRZSV 1 9058-HRZSV 0.01
## 6397 9058-MJLZC 1 9058-MJLZC 0.01
## 6398 9060-HJJRW 1 9060-HJJRW 0.01
## 6399 9061-TIHDA 1 9061-TIHDA 0.01
## 6400 9063-ZGTUY 1 9063-ZGTUY 0.01
## 6401 9065-ZCPQX 1 9065-ZCPQX 0.01
## 6402 9066-QRSDU 1 9066-QRSDU 0.01
## 6403 9067-SQTNS 1 9067-SQTNS 0.01
## 6404 9067-YGSCA 1 9067-YGSCA 0.01
## 6405 9068-FHQHD 1 9068-FHQHD 0.01
## 6406 9068-VPWQQ 1 9068-VPWQQ 0.01
## 6407 9069-LGEUL 1 9069-LGEUL 0.01
## 6408 9070-BCKQP 1 9070-BCKQP 0.01
## 6409 9073-ZZIAY 1 9073-ZZIAY 0.01
## 6410 9074-KGVOX 1 9074-KGVOX 0.01
## 6411 9076-AXYIK 1 9076-AXYIK 0.01
## 6412 9079-LWTFD 1 9079-LWTFD 0.01
## 6413 9079-YEXQJ 1 9079-YEXQJ 0.01
## 6414 9081-WWXKP 1 9081-WWXKP 0.01
## 6415 9084-OAYKL 1 9084-OAYKL 0.01
## 6416 9086-YJYXS 1 9086-YJYXS 0.01
## 6417 9087-EYCPR 1 9087-EYCPR 0.01
## 6418 9089-UOWJG 1 9089-UOWJG 0.01
## 6419 9090-SGQXL 1 9090-SGQXL 0.01
## 6420 9091-WTUUY 1 9091-WTUUY 0.01
## 6421 9092-GDZKO 1 9092-GDZKO 0.01
## 6422 9093-FPDLG 1 9093-FPDLG 0.01
## 6423 9094-AZPHK 1 9094-AZPHK 0.01
## 6424 9095-HFAFX 1 9095-HFAFX 0.01
## 6425 9097-ZUBYC 1 9097-ZUBYC 0.01
## 6426 9099-FTUHS 1 9099-FTUHS 0.01
## 6427 9101-BWFSS 1 9101-BWFSS 0.01
## 6428 9101-NTIXF 1 9101-NTIXF 0.01
## 6429 9102-IAYHT 1 9102-IAYHT 0.01
## 6430 9102-OXKFY 1 9102-OXKFY 0.01
## 6431 9103-CXVOK 1 9103-CXVOK 0.01
## 6432 9103-TCIHJ 1 9103-TCIHJ 0.01
## 6433 9107-UKCKY 1 9107-UKCKY 0.01
## 6434 9108-EJFJP 1 9108-EJFJP 0.01
## 6435 9108-EQPNQ 1 9108-EQPNQ 0.01
## 6436 9110-HSGTV 1 9110-HSGTV 0.01
## 6437 9112-WSNPU 1 9112-WSNPU 0.01
## 6438 9114-AAFQH 1 9114-AAFQH 0.01
## 6439 9114-DPSIA 1 9114-DPSIA 0.01
## 6440 9114-VEPUF 1 9114-VEPUF 0.01
## 6441 9115-YQHGA 1 9115-YQHGA 0.01
## 6442 9117-SHLZX 1 9117-SHLZX 0.01
## 6443 9121-PHQSR 1 9121-PHQSR 0.01
## 6444 9122-UMROB 1 9122-UMROB 0.01
## 6445 9124-LHCJQ 1 9124-LHCJQ 0.01
## 6446 9127-FHJBZ 1 9127-FHJBZ 0.01
## 6447 9127-QRZMH 1 9127-QRZMH 0.01
## 6448 9128-CPXKI 1 9128-CPXKI 0.01
## 6449 9129-UXERG 1 9129-UXERG 0.01
## 6450 9133-AYJZG 1 9133-AYJZG 0.01
## 6451 9134-CEQMF 1 9134-CEQMF 0.01
## 6452 9134-WYRVP 1 9134-WYRVP 0.01
## 6453 9135-HSWOC 1 9135-HSWOC 0.01
## 6454 9135-MGVPY 1 9135-MGVPY 0.01
## 6455 9136-ALYBR 1 9136-ALYBR 0.01
## 6456 9137-NOQKA 1 9137-NOQKA 0.01
## 6457 9137-UIYPG 1 9137-UIYPG 0.01
## 6458 9138-EFSMO 1 9138-EFSMO 0.01
## 6459 9139-TWBAS 1 9139-TWBAS 0.01
## 6460 9139-WQQDY 1 9139-WQQDY 0.01
## 6461 9140-CZQZZ 1 9140-CZQZZ 0.01
## 6462 9142-KZXOP 1 9142-KZXOP 0.01
## 6463 9142-XMYJH 1 9142-XMYJH 0.01
## 6464 9143-CANJF 1 9143-CANJF 0.01
## 6465 9146-JRIOX 1 9146-JRIOX 0.01
## 6466 9150-HEPMB 1 9150-HEPMB 0.01
## 6467 9150-KPBJQ 1 9150-KPBJQ 0.01
## 6468 9152-AMKAK 1 9152-AMKAK 0.01
## 6469 9153-BTBVV 1 9153-BTBVV 0.01
## 6470 9154-QDGTH 1 9154-QDGTH 0.01
## 6471 9158-VCTQB 1 9158-VCTQB 0.01
## 6472 9163-GHAYE 1 9163-GHAYE 0.01
## 6473 9167-APMXZ 1 9167-APMXZ 0.01
## 6474 9168-INPSZ 1 9168-INPSZ 0.01
## 6475 9169-BSVIN 1 9169-BSVIN 0.01
## 6476 9170-ARBTB 1 9170-ARBTB 0.01
## 6477 9170-CCKOU 1 9170-CCKOU 0.01
## 6478 9170-GYZJC 1 9170-GYZJC 0.01
## 6479 9172-ANCRX 1 9172-ANCRX 0.01
## 6480 9172-JITSM 1 9172-JITSM 0.01
## 6481 9173-IVZVP 1 9173-IVZVP 0.01
## 6482 9174-FKWZE 1 9174-FKWZE 0.01
## 6483 9174-IHETN 1 9174-IHETN 0.01
## 6484 9178-JHUVJ 1 9178-JHUVJ 0.01
## 6485 9184-GALIL 1 9184-GALIL 0.01
## 6486 9185-TQCVP 1 9185-TQCVP 0.01
## 6487 9189-JWSHV 1 9189-JWSHV 0.01
## 6488 9190-MFJLN 1 9190-MFJLN 0.01
## 6489 9191-MYQKX 1 9191-MYQKX 0.01
## 6490 9194-GFVOI 1 9194-GFVOI 0.01
## 6491 9199-PWQVC 1 9199-PWQVC 0.01
## 6492 9200-NLNPD 1 9200-NLNPD 0.01
## 6493 9206-GVPEQ 1 9206-GVPEQ 0.01
## 6494 9207-ZPANB 1 9207-ZPANB 0.01
## 6495 9208-OLGAQ 1 9208-OLGAQ 0.01
## 6496 9209-NWPGU 1 9209-NWPGU 0.01
## 6497 9210-IAHGH 1 9210-IAHGH 0.01
## 6498 9214-EKVXR 1 9214-EKVXR 0.01
## 6499 9220-CXRSC 1 9220-CXRSC 0.01
## 6500 9220-ZNKJI 1 9220-ZNKJI 0.01
## 6501 9221-OTIVJ 1 9221-OTIVJ 0.01
## 6502 9223-UCPVT 1 9223-UCPVT 0.01
## 6503 9224-VTYID 1 9224-VTYID 0.01
## 6504 9225-BZLNZ 1 9225-BZLNZ 0.01
## 6505 9227-LUNBG 1 9227-LUNBG 0.01
## 6506 9227-UAQFT 1 9227-UAQFT 0.01
## 6507 9227-YBAXE 1 9227-YBAXE 0.01
## 6508 9229-RQABD 1 9229-RQABD 0.01
## 6509 9231-ZJYAM 1 9231-ZJYAM 0.01
## 6510 9233-PSYHO 1 9233-PSYHO 0.01
## 6511 9236-NDUCW 1 9236-NDUCW 0.01
## 6512 9237-HQITU 1 9237-HQITU 0.01
## 6513 9239-GZHZE 1 9239-GZHZE 0.01
## 6514 9239-ZBZZV 1 9239-ZBZZV 0.01
## 6515 9242-TKFSV 1 9242-TKFSV 0.01
## 6516 9244-ZVAPM 1 9244-ZVAPM 0.01
## 6517 9248-OJYKK 1 9248-OJYKK 0.01
## 6518 9249-FXSCK 1 9249-FXSCK 0.01
## 6519 9250-WYPLL 1 9250-WYPLL 0.01
## 6520 9251-AWQGT 1 9251-AWQGT 0.01
## 6521 9251-WNSOD 1 9251-WNSOD 0.01
## 6522 9253-QXKBE 1 9253-QXKBE 0.01
## 6523 9253-VIFJQ 1 9253-VIFJQ 0.01
## 6524 9254-RBFON 1 9254-RBFON 0.01
## 6525 9256-JTBNZ 1 9256-JTBNZ 0.01
## 6526 9257-AZMTZ 1 9257-AZMTZ 0.01
## 6527 9258-CNWAC 1 9258-CNWAC 0.01
## 6528 9259-PACGQ 1 9259-PACGQ 0.01
## 6529 9261-WDCAF 1 9261-WDCAF 0.01
## 6530 9269-CQOOL 1 9269-CQOOL 0.01
## 6531 9272-LSVYH 1 9272-LSVYH 0.01
## 6532 9274-CNFMO 1 9274-CNFMO 0.01
## 6533 9274-UARKJ 1 9274-UARKJ 0.01
## 6534 9277-JOOMO 1 9277-JOOMO 0.01
## 6535 9278-VZKCD 1 9278-VZKCD 0.01
## 6536 9279-CJEOJ 1 9279-CJEOJ 0.01
## 6537 9281-CEDRU 1 9281-CEDRU 0.01
## 6538 9281-OFDMF 1 9281-OFDMF 0.01
## 6539 9281-PKKZE 1 9281-PKKZE 0.01
## 6540 9282-IZGQK 1 9282-IZGQK 0.01
## 6541 9283-LZQOH 1 9283-LZQOH 0.01
## 6542 9286-BHDQG 1 9286-BHDQG 0.01
## 6543 9286-DOJGF 1 9286-DOJGF 0.01
## 6544 9289-LBQVU 1 9289-LBQVU 0.01
## 6545 9290-SHCMB 1 9290-SHCMB 0.01
## 6546 9294-TDIPC 1 9294-TDIPC 0.01
## 6547 9297-EONCV 1 9297-EONCV 0.01
## 6548 9297-FVVDH 1 9297-FVVDH 0.01
## 6549 9298-WGMRW 1 9298-WGMRW 0.01
## 6550 9300-AGZNL 1 9300-AGZNL 0.01
## 6551 9300-RENDD 1 9300-RENDD 0.01
## 6552 9305-CDSKC 1 9305-CDSKC 0.01
## 6553 9306-CPCBC 1 9306-CPCBC 0.01
## 6554 9308-ANMVE 1 9308-ANMVE 0.01
## 6555 9309-BZGNT 1 9309-BZGNT 0.01
## 6556 9313-CDOGY 1 9313-CDOGY 0.01
## 6557 9313-QOLTZ 1 9313-QOLTZ 0.01
## 6558 9314-IJWSQ 1 9314-IJWSQ 0.01
## 6559 9314-QDMDW 1 9314-QDMDW 0.01
## 6560 9317-WZPGV 1 9317-WZPGV 0.01
## 6561 9318-NKNFC 1 9318-NKNFC 0.01
## 6562 9323-HGFWY 1 9323-HGFWY 0.01
## 6563 9327-QSDED 1 9327-QSDED 0.01
## 6564 9330-DHBFL 1 9330-DHBFL 0.01
## 6565 9330-IJWIO 1 9330-IJWIO 0.01
## 6566 9330-VOFSZ 1 9330-VOFSZ 0.01
## 6567 9332-GYWLO 1 9332-GYWLO 0.01
## 6568 9334-GWGOW 1 9334-GWGOW 0.01
## 6569 9337-SRRNI 1 9337-SRRNI 0.01
## 6570 9339-FIIJL 1 9339-FIIJL 0.01
## 6571 9342-VNIMQ 1 9342-VNIMQ 0.01
## 6572 9347-AERRL 1 9347-AERRL 0.01
## 6573 9348-ROUAI 1 9348-ROUAI 0.01
## 6574 9348-YVOMK 1 9348-YVOMK 0.01
## 6575 9350-VLHMB 1 9350-VLHMB 0.01
## 6576 9350-ZXYJC 1 9350-ZXYJC 0.01
## 6577 9351-HXDMR 1 9351-HXDMR 0.01
## 6578 9351-LZYGF 1 9351-LZYGF 0.01
## 6579 9355-NPPFS 1 9355-NPPFS 0.01
## 6580 9356-AXGMP 1 9356-AXGMP 0.01
## 6581 9357-UJRUN 1 9357-UJRUN 0.01
## 6582 9359-JANWS 1 9359-JANWS 0.01
## 6583 9359-UGBTK 1 9359-UGBTK 0.01
## 6584 9360-AHGNL 1 9360-AHGNL 0.01
## 6585 9360-OMDZZ 1 9360-OMDZZ 0.01
## 6586 9361-YNQWJ 1 9361-YNQWJ 0.01
## 6587 9362-MWODR 1 9362-MWODR 0.01
## 6588 9364-YKUVW 1 9364-YKUVW 0.01
## 6589 9365-CSLBQ 1 9365-CSLBQ 0.01
## 6590 9365-SRSZE 1 9365-SRSZE 0.01
## 6591 9367-OIUXP 1 9367-OIUXP 0.01
## 6592 9367-TCUYN 1 9367-TCUYN 0.01
## 6593 9367-WXLCH 1 9367-WXLCH 0.01
## 6594 9369-XFEHK 1 9369-XFEHK 0.01
## 6595 9371-BITHB 1 9371-BITHB 0.01
## 6596 9372-TXXPS 1 9372-TXXPS 0.01
## 6597 9373-WSLOY 1 9373-WSLOY 0.01
## 6598 9374-YOLBJ 1 9374-YOLBJ 0.01
## 6599 9375-MHRRS 1 9375-MHRRS 0.01
## 6600 9378-FXTIZ 1 9378-FXTIZ 0.01
## 6601 9381-NDKME 1 9381-NDKME 0.01
## 6602 9385-EHGDO 1 9385-EHGDO 0.01
## 6603 9385-NXKDA 1 9385-NXKDA 0.01
## 6604 9386-LDCZR 1 9386-LDCZR 0.01
## 6605 9388-ZEYVT 1 9388-ZEYVT 0.01
## 6606 9389-ACWBI 1 9389-ACWBI 0.01
## 6607 9391-DXGGG 1 9391-DXGGG 0.01
## 6608 9391-EOYLI 1 9391-EOYLI 0.01
## 6609 9391-LMANN 1 9391-LMANN 0.01
## 6610 9391-TTOYH 1 9391-TTOYH 0.01
## 6611 9391-YZEJW 1 9391-YZEJW 0.01
## 6612 9392-XBGTD 1 9392-XBGTD 0.01
## 6613 9396-ZSFLL 1 9396-ZSFLL 0.01
## 6614 9397-TZSHA 1 9397-TZSHA 0.01
## 6615 9398-MMQTO 1 9398-MMQTO 0.01
## 6616 9399-APLBT 1 9399-APLBT 0.01
## 6617 9402-CXWPL 1 9402-CXWPL 0.01
## 6618 9402-ORRAH 1 9402-ORRAH 0.01
## 6619 9402-ROUMJ 1 9402-ROUMJ 0.01
## 6620 9405-GPBBG 1 9405-GPBBG 0.01
## 6621 9408-HRXRK 1 9408-HRXRK 0.01
## 6622 9408-SSNVZ 1 9408-SSNVZ 0.01
## 6623 9411-TPQQV 1 9411-TPQQV 0.01
## 6624 9412-ARGBX 1 9412-ARGBX 0.01
## 6625 9412-GHEEC 1 9412-GHEEC 0.01
## 6626 9415-DPEWS 1 9415-DPEWS 0.01
## 6627 9415-TPKRV 1 9415-TPKRV 0.01
## 6628 9415-ZNBSX 1 9415-ZNBSX 0.01
## 6629 9418-RUKPH 1 9418-RUKPH 0.01
## 6630 9419-IPPBE 1 9419-IPPBE 0.01
## 6631 9420-LOJKX 1 9420-LOJKX 0.01
## 6632 9424-CMPOG 1 9424-CMPOG 0.01
## 6633 9426-SXNHE 1 9426-SXNHE 0.01
## 6634 9430-FRQOC 1 9430-FRQOC 0.01
## 6635 9430-NKQLY 1 9430-NKQLY 0.01
## 6636 9432-RUVSL 1 9432-RUVSL 0.01
## 6637 9432-VOFYX 1 9432-VOFYX 0.01
## 6638 9435-JMLSX 1 9435-JMLSX 0.01
## 6639 9436-ZBZCT 1 9436-ZBZCT 0.01
## 6640 9441-QHEVC 1 9441-QHEVC 0.01
## 6641 9442-JTWDL 1 9442-JTWDL 0.01
## 6642 9443-JUBUO 1 9443-JUBUO 0.01
## 6643 9444-JTXHZ 1 9444-JTXHZ 0.01
## 6644 9445-SZLCH 1 9445-SZLCH 0.01
## 6645 9445-ZUEQE 1 9445-ZUEQE 0.01
## 6646 9447-YPTBX 1 9447-YPTBX 0.01
## 6647 9448-REEVD 1 9448-REEVD 0.01
## 6648 9450-TRJUU 1 9450-TRJUU 0.01
## 6649 9451-LPGOO 1 9451-LPGOO 0.01
## 6650 9451-WLYRI 1 9451-WLYRI 0.01
## 6651 9453-PATOS 1 9453-PATOS 0.01
## 6652 9462-MJUAW 1 9462-MJUAW 0.01
## 6653 9465-RWMXL 1 9465-RWMXL 0.01
## 6654 9467-ROOLM 1 9467-ROOLM 0.01
## 6655 9469-WEJBT 1 9469-WEJBT 0.01
## 6656 9470-RTWDV 1 9470-RTWDV 0.01
## 6657 9470-XCCEM 1 9470-XCCEM 0.01
## 6658 9470-YFUYI 1 9470-YFUYI 0.01
## 6659 9473-CBZOP 1 9473-CBZOP 0.01
## 6660 9474-PHLYD 1 9474-PHLYD 0.01
## 6661 9475-NNDGC 1 9475-NNDGC 0.01
## 6662 9477-LGWQI 1 9477-LGWQI 0.01
## 6663 9479-HYNYL 1 9479-HYNYL 0.01
## 6664 9480-BQJEI 1 9480-BQJEI 0.01
## 6665 9481-IEBZY 1 9481-IEBZY 0.01
## 6666 9481-SFCQY 1 9481-SFCQY 0.01
## 6667 9481-WHGWY 1 9481-WHGWY 0.01
## 6668 9483-GCPWE 1 9483-GCPWE 0.01
## 6669 9488-FVZCC 1 9488-FVZCC 0.01
## 6670 9488-FYQAU 1 9488-FYQAU 0.01
## 6671 9488-HGMJH 1 9488-HGMJH 0.01
## 6672 9489-DEDVP 1 9489-DEDVP 0.01
## 6673 9489-JMTTN 1 9489-JMTTN 0.01
## 6674 9489-UTFKA 1 9489-UTFKA 0.01
## 6675 9490-DFPMD 1 9490-DFPMD 0.01
## 6676 9492-TOKRI 1 9492-TOKRI 0.01
## 6677 9494-BDNNC 1 9494-BDNNC 0.01
## 6678 9494-MRNYX 1 9494-MRNYX 0.01
## 6679 9495-REDIY 1 9495-REDIY 0.01
## 6680 9495-SKLKD 1 9495-SKLKD 0.01
## 6681 9496-IVVRP 1 9496-IVVRP 0.01
## 6682 9497-QCMMS 1 9497-QCMMS 0.01
## 6683 9498-FIMXL 1 9498-FIMXL 0.01
## 6684 9499-XPZXM 1 9499-XPZXM 0.01
## 6685 9500-IWPXQ 1 9500-IWPXQ 0.01
## 6686 9500-LTVBP 1 9500-LTVBP 0.01
## 6687 9500-WBGRP 1 9500-WBGRP 0.01
## 6688 9501-UKKNL 1 9501-UKKNL 0.01
## 6689 9503-XJUME 1 9503-XJUME 0.01
## 6690 9504-DSHWM 1 9504-DSHWM 0.01
## 6691 9504-YAZWB 1 9504-YAZWB 0.01
## 6692 9505-SQFSW 1 9505-SQFSW 0.01
## 6693 9506-UXUSK 1 9506-UXUSK 0.01
## 6694 9507-EXLTT 1 9507-EXLTT 0.01
## 6695 9507-HSMMZ 1 9507-HSMMZ 0.01
## 6696 9508-ILZDG 1 9508-ILZDG 0.01
## 6697 9509-MPYOD 1 9509-MPYOD 0.01
## 6698 9512-PHSMG 1 9512-PHSMG 0.01
## 6699 9512-UIBFX 1 9512-UIBFX 0.01
## 6700 9513-DXHDA 1 9513-DXHDA 0.01
## 6701 9514-JDSKI 1 9514-JDSKI 0.01
## 6702 9518-IMLHK 1 9518-IMLHK 0.01
## 6703 9518-RWHZL 1 9518-RWHZL 0.01
## 6704 9518-XXBXE 1 9518-XXBXE 0.01
## 6705 9522-BNTHX 1 9522-BNTHX 0.01
## 6706 9522-ZSINC 1 9522-ZSINC 0.01
## 6707 9524-EGPJC 1 9524-EGPJC 0.01
## 6708 9526-BIHHD 1 9526-BIHHD 0.01
## 6709 9526-JAWYF 1 9526-JAWYF 0.01
## 6710 9529-OFXHY 1 9529-OFXHY 0.01
## 6711 9530-EHPOH 1 9530-EHPOH 0.01
## 6712 9530-GRMJG 1 9530-GRMJG 0.01
## 6713 9531-NSBMR 1 9531-NSBMR 0.01
## 6714 9534-NSXEM 1 9534-NSXEM 0.01
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## 6959 9867-XOBQA 1 9867-XOBQA 0.01
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## 6967 9885-CSMWE 1 9885-CSMWE 0.01
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## 6982 9909-DFRJA 1 9909-DFRJA 0.01
## 6983 9909-IDLEK 1 9909-IDLEK 0.01
## 6984 9912-GVSEQ 1 9912-GVSEQ 0.01
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## 6999 9931-DCEZH 1 9931-DCEZH 0.01
## 7000 9931-KGHOA 1 9931-KGHOA 0.01
## 7001 9932-WBWIK 1 9932-WBWIK 0.01
## 7002 9933-QRGTX 1 9933-QRGTX 0.01
## 7003 9938-EKRGF 1 9938-EKRGF 0.01
## 7004 9938-PRCVK 1 9938-PRCVK 0.01
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## 7006 9938-ZREHM 1 9938-ZREHM 0.01
## 7007 9940-HPQPG 1 9940-HPQPG 0.01
## 7008 9940-RHLFB 1 9940-RHLFB 0.01
## 7009 9943-VSZUV 1 9943-VSZUV 0.01
## 7010 9944-AEXBM 1 9944-AEXBM 0.01
## 7011 9944-HKVVB 1 9944-HKVVB 0.01
## 7012 9945-PSVIP 1 9945-PSVIP 0.01
## 7013 9947-OTFQU 1 9947-OTFQU 0.01
## 7014 9948-YPTDG 1 9948-YPTDG 0.01
## 7015 9950-MTGYX 1 9950-MTGYX 0.01
## 7016 9953-ZMKSM 1 9953-ZMKSM 0.01
## 7017 9955-QOPOY 1 9955-QOPOY 0.01
## 7018 9957-YODKZ 1 9957-YODKZ 0.01
## 7019 9958-MEKUC 1 9958-MEKUC 0.01
## 7020 9959-WOFKT 1 9959-WOFKT 0.01
## 7021 9961-JBNMK 1 9961-JBNMK 0.01
## 7022 9962-BFPDU 1 9962-BFPDU 0.01
## 7023 9964-WBQDJ 1 9964-WBQDJ 0.01
## 7024 9965-YOKZB 1 9965-YOKZB 0.01
## 7025 9967-ATRFS 1 9967-ATRFS 0.01
## 7026 9968-FFVVH 1 9968-FFVVH 0.01
## 7027 9970-QBCDA 1 9970-QBCDA 0.01
## 7028 9971-ZWPBF 1 9971-ZWPBF 0.01
## 7029 9972-EWRJS 1 9972-EWRJS 0.01
## 7030 9972-NKTFD 1 9972-NKTFD 0.01
## 7031 9972-VAFJJ 1 9972-VAFJJ 0.01
## 7032 9974-JFBHQ 1 9974-JFBHQ 0.01
## 7033 9975-GPKZU 1 9975-GPKZU 0.01
## 7034 9975-SKRNR 1 9975-SKRNR 0.01
## 7035 9978-HYCIN 1 9978-HYCIN 0.01
## 7036 9979-RGMZT 1 9979-RGMZT 0.01
## 7037 9985-MWVIX 1 9985-MWVIX 0.01
## 7038 9986-BONCE 1 9986-BONCE 0.01
## 7039 9987-LUTYD 1 9987-LUTYD 0.01
## 7040 9992-RRAMN 1 9992-RRAMN 0.01
## 7041 9992-UJOEL 1 9992-UJOEL 0.01
## 7042 9993-LHIEB 1 9993-LHIEB 0.01
## 7043 9995-HOTOH 1 9995-HOTOH 0.01
##
## Column: gender
## Value Count Percentage.Var1 Percentage.Freq
## 1 Female 3488 Female 49.52
## 2 Male 3555 Male 50.48
##
## Column: Partner
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 3641 No 51.7
## 2 Yes 3402 Yes 48.3
##
## Column: Dependents
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 4933 No 70.04
## 2 Yes 2110 Yes 29.96
##
## Column: PhoneService
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 682 No 9.68
## 2 Yes 6361 Yes 90.32
##
## Column: MultipleLines
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 3390 No 48.13
## 2 No phone service 682 No phone service 9.68
## 3 Yes 2971 Yes 42.18
##
## Column: InternetService
## Value Count Percentage.Var1 Percentage.Freq
## 1 DSL 2421 DSL 34.37
## 2 Fiber optic 3096 Fiber optic 43.96
## 3 No 1526 No 21.67
##
## Column: OnlineSecurity
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 3498 No 49.67
## 2 No internet service 1526 No internet service 21.67
## 3 Yes 2019 Yes 28.67
##
## Column: OnlineBackup
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 3088 No 43.84
## 2 No internet service 1526 No internet service 21.67
## 3 Yes 2429 Yes 34.49
##
## Column: DeviceProtection
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 3095 No 43.94
## 2 No internet service 1526 No internet service 21.67
## 3 Yes 2422 Yes 34.39
##
## Column: TechSupport
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 3473 No 49.31
## 2 No internet service 1526 No internet service 21.67
## 3 Yes 2044 Yes 29.02
##
## Column: StreamingTV
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 2810 No 39.90
## 2 No internet service 1526 No internet service 21.67
## 3 Yes 2707 Yes 38.44
##
## Column: StreamingMovies
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 2785 No 39.54
## 2 No internet service 1526 No internet service 21.67
## 3 Yes 2732 Yes 38.79
##
## Column: Contract
## Value Count Percentage.Var1 Percentage.Freq
## 1 Month-to-month 3875 Month-to-month 55.02
## 2 One year 1473 One year 20.91
## 3 Two year 1695 Two year 24.07
##
## Column: PaperlessBilling
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 2872 No 40.78
## 2 Yes 4171 Yes 59.22
##
## Column: PaymentMethod
## Value Count Percentage.Var1 Percentage.Freq
## 1 Bank transfer (automatic) 1544 Bank transfer (automatic) 21.92
## 2 Credit card (automatic) 1522 Credit card (automatic) 21.61
## 3 Electronic check 2365 Electronic check 33.58
## 4 Mailed check 1612 Mailed check 22.89
##
## Column: Churn
## Value Count Percentage.Var1 Percentage.Freq
## 1 No 5174 No 73.46
## 2 Yes 1869 Yes 26.54#summary
summary(data)## customerID gender SeniorCitizen Partner
## Length:7043 Length:7043 Min. :0.0000 Length:7043
## Class :character Class :character 1st Qu.:0.0000 Class :character
## Mode :character Mode :character Median :0.0000 Mode :character
## Mean :0.1621
## 3rd Qu.:0.0000
## Max. :1.0000
## Dependents tenure PhoneService MultipleLines
## Length:7043 Min. : 0.00 Length:7043 Length:7043
## Class :character 1st Qu.: 9.00 Class :character Class :character
## Mode :character Median :29.00 Mode :character Mode :character
## Mean :32.37
## 3rd Qu.:55.00
## Max. :72.00
## InternetService OnlineSecurity OnlineBackup DeviceProtection
## Length:7043 Length:7043 Length:7043 Length:7043
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## TechSupport StreamingTV StreamingMovies Contract
## Length:7043 Length:7043 Length:7043 Length:7043
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## PaperlessBilling PaymentMethod MonthlyCharges TotalCharges
## Length:7043 Length:7043 Min. : 18.25 Min. : 18.8
## Class :character Class :character 1st Qu.: 35.50 1st Qu.: 402.2
## Mode :character Mode :character Median : 70.35 Median :1397.5
## Mean : 64.76 Mean :2281.9
## 3rd Qu.: 89.85 3rd Qu.:3786.6
## Max. :118.75 Max. :8684.8
## Churn
## Length:7043
## Class :character
## Mode :character
##
##
## Univariate Analysis
#bar graphs analysis
ggplot(data, aes_string(x = "gender")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of Gender", x = "gender", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
ggplot(data, aes_string(x = "SeniorCitizen")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of SeniorCitizen", x = "SeniorCitizen", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "Dependents")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of Dependents", x = "Dependents", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
data$tenure <- as.numeric(data$tenure)
hist(data$tenure,
main = "Histogram of Tenure",
xlab = "tenure",
ylab = "Frequency",
col = "skyblue",
border = "black")
ggplot(data, aes_string(x = "Partner")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of Partner", x = "Partner", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "PhoneService")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of PhoneService", x = "PhoneService", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "MultipleLines")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of MultipleLines", x = "MultipleLines", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "InternetService")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of InternetService", x = "InternetService", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "OnlineSecurity")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of OnlineSecurity", x = "OnlineSecurity", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "OnlineBackup")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of OnlineBackup", x = "OnlineBackup", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "DeviceProtection")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of DeviceProtection", x = "DeviceProtection", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "TechSupport")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of TechSupport", x = "TechSupport", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "StreamingTV")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of StreamingTV", x = "StreamingTV", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "StreamingMovies")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of StreamingMovies", x = "StreamingMovies", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "Contract")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of Contract", x = "Contract", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "PaperlessBilling")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of PaperlessBilling", x = "PaperlessBilling", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
ggplot(data, aes_string(x = "PaymentMethod")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of PaymentMethod", x = "PaymentMethod", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
data$MonthlyCharges <- as.numeric(data$MonthlyCharges)
hist(data$MonthlyCharges,
main = "Histogram of Monthly Charges",
xlab = "MonthlyCharges",
ylab = "Frequency",
col = "skyblue",
border = "black")
data$TotalCharges <- as.numeric(data$TotalCharges)
hist(data$TotalCharges,
main = "Histogram of Total Charges",
xlab = "TotalCharges",
ylab = "Frequency",
col = "skyblue",
border = "black")
ggplot(data, aes_string(x = "Churn")) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(title = "Bar Graph of Churn", x = "Churn", y = "Count") +
scale_y_continuous(expand = expansion(mult = c(0, 0.1)))
Inference
The gender distribution, on the bar graph shows an number of male and female customers. It’s noticeable that there are citizens in the data suggesting that most customers fall within the younger age group. Looking at the Dependents bar graph it’s evident that a majority of customers don’t have dependents indicating that many are individuals or couples without children. When it comes to employee tenure most employees have been with the company for 0 to 20 years. The bar for individuals without partners is slightly higher than that for those with partners showing a number in this category. The bar indicating “Yes” for phone service is significantly taller than the “No” bar, indicating a number of individuals with phone service. Similarly the “Yes” bar for MultipleLines is notably taller than the “No” bar suggesting that most customers have phone lines. The “No phone service” bar is visibly shorter compared to the two bars hinting at a portion of customers, without any phone service. The bar for DSL is shorter than the one for Fiber optic but taller than the one for No, indicating that it is the second most chosen option. The bar representing “Yes” for OnlineSecurity is significantly taller than the bar for “No,” indicating that a majority of customers have opted for online security services. The bar representing “Yes” for OnlineBackup is the tallest, indicating that a majority of customers have opted for online backup services. The “No internet service” bar is notably shorter, suggesting that a relatively small portion of the customer base does not have internet service at all.The bar representing “No” for OnlineBackup is also substantial, indicating that a significant portion of customers with internet service have not opted for online backup. A majority of customers have opted for device protection. A majority of customers do not have tech support. A majority of customers have opted for TV and Movie Services. Most of customers have a month-to-month contract, followed by two-year contracts and then one-year contracts. The bar for “Yes” is taller than the bar for “No,” indicating that more customers have opted for paperless billing. The bar for “No” is still quite tall, suggesting that a significant portion of customers still prefer to receive their bills in paper format. Monthly charges span from approximately 10 to 120 dollars. A significant portion of customers fall within the 20-30 dollar and 80-90 dollar ranges. A significant portion of customers have total charges between 0 and 2000. Approximately 5000 customers have not churned.but 2000 customers have churned.
Bivariate Analysis
#using hexbin plots
install.packages("hexbin")## Installing package into 'C:/Users/Saptorshi Mondal/AppData/Local/R/win-library/4.4'
## (as 'lib' is unspecified)## package 'hexbin' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\Saptorshi Mondal\AppData\Local\Temp\RtmpqSKzui\downloaded_packageslibrary(hexbin)## Warning: package 'hexbin' was built under R version 4.4.1ggplot(data, aes(x = gender , y = Churn )) +
geom_hex() +
labs(x = "gender", y = "Churn", title = "Hex Plot of Churn by Gender") +
theme_minimal()
ggplot(data, aes(x = PhoneService, y = Churn )) +
geom_hex() +
labs(x = "PhoneService", y = "Churn", title = "Hex Plot of Churn by Phone Services") +
theme_minimal()
ggplot(data, aes(x = MultipleLines, y = Churn )) +
geom_hex() +
labs(x = "MultipleLines", y = "Churn", title = "Hex Plot of churn by MultipleLines") +
theme_minimal()
ggplot(data, aes(x = InternetService, y = Churn )) +
geom_hex() +
labs(x = "InternetService", y = "Churn", title = "Hex Plot of churn by InternetService") +
theme_minimal()
ggplot(data, aes(x = OnlineSecurity, y = Churn )) +
geom_hex() +
labs(x = "OnlineSecurity", y = "Churn", title = "Hex Plot of churn by OnlineSecurity") +
theme_minimal()
ggplot(data, aes(x = OnlineBackup, y = Churn )) +
geom_hex() +
labs(x = "OnlineBackup", y = "Churn", title = "Hex Plot of churn by OnlineBackup") +
theme_minimal()
ggplot(data, aes(x = StreamingTV, y = Churn )) +
geom_hex() +
labs(x = "StreamingTV", y = "Churn", title = "Hex Plot of churn by StreamingTV") +
theme_minimal()
ggplot(data, aes(x = tenure, y = Churn )) +
geom_hex() +
labs(x = "tenure", y = "Churn", title = "Hex Plot of churn by tenure") +
theme_minimal()
ggplot(data, aes(x = StreamingMovies, y = Churn )) +
geom_hex() +
labs(x = "StreamingMovies", y = "Churn", title = "Hex Plot of churn by StreamingMovies") +
theme_minimal()
ggplot(data, aes(x = Contract, y = Churn )) +
geom_hex() +
labs(x = "Contract", y = "Churn", title = "Hex Plot of churn by Contract") +
theme_minimal()
ggplot(data, aes(x = PaymentMethod, y = Churn )) +
geom_hex() +
labs(x = "PaymentMethod", y = "Churn", title = "Hex Plot of churn by PaymentMethod") +
theme_minimal()
ggplot(data, aes(x = SeniorCitizen, y = Churn )) +
geom_hex() +
labs(x = "SeniorCitizen", y = "Churn", title = "Hex Plot of churn by SeniorCitizen") +
theme_minimal()
ggplot(data, aes(x = MonthlyCharges, y = Churn )) +
geom_hex() +
labs(x = "MonthlyCharges", y = "Churn", title = "Hex Plot of churn by MonthlyCharges") +
theme_minimal()
ggplot(data, aes(x = TotalCharges, y = Churn )) +
geom_hex() +
labs(x = "TotalCharges", y = "Churn", title = "Hex Plot of churn by TotalCharges") +
theme_minimal()
Inference
The churn rates appear to be similar across genders, indicating that gender might not be a significant factor in customer churn for this dataset. A large number of customers with phone services (Yes) have not churned. Among customers with multiple lines (Yes) and those without multiple lines (No), there is a similar pattern of distribution in churn rates, suggesting that having multiple lines might not have a significant impact on churn rates. The higher churn rate among Fiber optic customers could indicate potential issues with service quality, customer satisfaction, or pricing. The hexagons representing different combinations of churn and online security have similar color intensities, suggesting that the presence or absence of online security does not significantly impact churn rates. The similar distribution of churn across online backup categories suggests that online backup is not a primary driver of customer churn. Factors other than streaming TV, such as customer satisfaction, pricing, or competition, are likely more significant in determining customer churn. Customers with longer contracts (two-year) are less likely to churn compared to those with shorter or no contracts (month-to-month). The similar distribution of churn across payment methods suggests that payment method is not a primary driver of customer churn. While the overall count of senior citizens is smaller, their proportion in the churned customer segment is relatively higher. As TotalCharges increase, the intensity of the “Yes” (churn) hexagons decreases, suggesting a lower churn rate among customers with higher total charges. Customers with higher total charges might have longer tenure, which is often associated with lower churn rates.
#labelencoding (converting categorical to numerical variables)
cat_cols <- c("customerID", "gender","Partner","Dependents","PhoneService","Order Date","MultipleLines","InternetService","OnlineSecurity","OnlineBackup","DeviceProtection","TechSupport","StreamingTV","StreamingMovies","Contract","PaperlessBilling","PaymentMethod","Churn")
# Function to perform label encoding
label_encode <- function(df, cat_cols) {
for (col in cat_cols) {
if (col %in% colnames(df)) {
df[[col]] <- as.numeric(factor(df[[col]]))
} else {
stop(paste("Column", col, "not found in the dataframe"))
}
}
return(df)
}
# Apply label encoding
new_df <- label_encode(data, categorical_columns)
print(head(new_df))## # A tibble: 6 × 21
## customerID gender SeniorCitizen Partner Dependents tenure PhoneService
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 5376 1 0 2 1 1 1
## 2 3963 2 0 1 1 34 2
## 3 2565 2 0 1 1 2 2
## 4 5536 2 0 1 1 45 1
## 5 6512 1 0 1 1 2 2
## 6 6552 1 0 1 1 8 2
## # ℹ 14 more variables: MultipleLines <dbl>, InternetService <dbl>,
## # OnlineSecurity <dbl>, OnlineBackup <dbl>, DeviceProtection <dbl>,
## # TechSupport <dbl>, StreamingTV <dbl>, StreamingMovies <dbl>,
## # Contract <dbl>, PaperlessBilling <dbl>, PaymentMethod <dbl>,
## # MonthlyCharges <dbl>, TotalCharges <dbl>, Churn <dbl>colnames(new_df) <- make.names(colnames(new_df))
# Function to create a boxplot for each numerical column in the dataframe
create_boxplot <- function(column_name) {
ggplot(new_df, aes_string(x = "1", y = column_name)) +
geom_boxplot(outlier.colour = "red", outlier.shape = 16,
outlier.size = 2, notch = FALSE) +
labs(title = paste("Boxplot for", column_name), x = column_name, y = "Values")
}
# Identify numerical columns
numerical_cols <- sapply(new_df, is.numeric)
# Create boxplots for each numerical column
boxplots <- lapply(names(new_df)[numerical_cols], create_boxplot)
# Print each boxplot
for (plot in boxplots) {
print(plot)
}
Inference
The data for PhoneService seems to have a single, constant value of 2.00. The data for PaymentMethod appears to have a single, constant value of approximately 3.00. The median monthly charge is approximately 75. There are several outliers present in the data, representing customers with exceptionally high total charges. These outliers contribute to the right skewness of the distribution. The median total charge is approximately 2500.
# Function to floor and cap outliers in a dataframe
floor_cap_outliers <- function(df) {
for (col in names(df)) {
if (is.numeric(df[[col]])) {
Q1 <- quantile(df[[col]], 0.25, na.rm = TRUE)
Q3 <- quantile(df[[col]], 0.75, na.rm = TRUE)
IQR <- Q3 - Q1
lower_bound <- Q1 - 1.5 * IQR
upper_bound <- Q3 + 1.5 * IQR
df[[col]] <- ifelse(df[[col]] < lower_bound, lower_bound, df[[col]])
df[[col]] <- ifelse(df[[col]] > upper_bound, upper_bound, df[[col]])
}
}
return(df)
}
# Floor and cap outliers in the sales dataframe
new_df <- floor_cap_outliers(new_df)
# Print the modified dataframe
print(head(new_df))## # A tibble: 6 × 21
## customerID gender SeniorCitizen Partner Dependents tenure PhoneService
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 5376 1 0 2 1 1 2
## 2 3963 2 0 1 1 34 2
## 3 2565 2 0 1 1 2 2
## 4 5536 2 0 1 1 45 2
## 5 6512 1 0 1 1 2 2
## 6 6552 1 0 1 1 8 2
## # ℹ 14 more variables: MultipleLines <dbl>, InternetService <dbl>,
## # OnlineSecurity <dbl>, OnlineBackup <dbl>, DeviceProtection <dbl>,
## # TechSupport <dbl>, StreamingTV <dbl>, StreamingMovies <dbl>,
## # Contract <dbl>, PaperlessBilling <dbl>, PaymentMethod <dbl>,
## # MonthlyCharges <dbl>, TotalCharges <dbl>, Churn <dbl>install.packages("GGally")## Warning: package 'GGally' is in use and will not be installedlibrary(GGally)
# Create pair plot using GGally
ggpairs(new_df, title = "Pair Plot with GGally")## Warning in cor(x, y): the standard deviation is zero## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
## Warning in cor(x, y): the standard deviation is zero
cor_matrix <- cor(new_df[sapply(new_df, is.numeric)])## Warning in cor(new_df[sapply(new_df, is.numeric)]): the standard deviation is
## zeroprint(cor_matrix)## customerID gender SeniorCitizen Partner
## customerID 1.000000e+00 6.287560e-03 NA -0.0267293673
## gender 6.287560e-03 1.000000e+00 NA -0.0018080797
## SeniorCitizen NA NA 1 NA
## Partner -2.672937e-02 -1.808080e-03 NA 1.0000000000
## Dependents -1.282298e-02 1.051661e-02 NA 0.4526762829
## tenure 8.035245e-03 5.106223e-03 NA 0.3796974612
## PhoneService NA NA NA NA
## MultipleLines 4.315642e-03 -6.738743e-03 NA 0.1424104914
## InternetService -1.240661e-02 -8.633825e-04 NA 0.0008913469
## OnlineSecurity 1.329223e-02 -1.501689e-02 NA 0.1508282814
## OnlineBackup -3.333703e-03 -1.205675e-02 NA 0.1531301336
## DeviceProtection -6.918004e-03 5.490359e-04 NA 0.1663303505
## TechSupport 1.139834e-03 -6.824559e-03 NA 0.1267333219
## StreamingTV -7.776878e-03 -6.421366e-03 NA 0.1373414370
## StreamingMovies -1.674614e-02 -8.743154e-03 NA 0.1295738935
## Contract 1.502778e-02 1.257477e-04 NA 0.2948062244
## PaperlessBilling -1.945042e-03 -1.175369e-02 NA -0.0148766223
## PaymentMethod 1.160439e-02 1.735226e-02 NA -0.1547975288
## MonthlyCharges -3.916417e-03 -1.456932e-02 NA 0.0968479363
## TotalCharges -1.903837e-05 -1.921911e-06 NA 0.3183638954
## Churn -1.744721e-02 -8.612095e-03 NA -0.1504475450
## Dependents tenure PhoneService MultipleLines
## customerID -0.01282298 0.008035245 NA 0.004315642
## gender 0.01051661 0.005106223 NA -0.006738743
## SeniorCitizen NA NA NA NA
## Partner 0.45267628 0.379697461 NA 0.142410491
## Dependents 1.00000000 0.159712331 NA -0.024990642
## tenure 0.15971233 1.000000000 NA 0.343031854
## PhoneService NA NA 1 NA
## MultipleLines -0.02499064 0.343031854 NA 1.000000000
## InternetService 0.04459044 -0.030359034 NA -0.109215798
## OnlineSecurity 0.15216638 0.325467840 NA 0.007140508
## OnlineBackup 0.09101477 0.370876123 NA 0.117327302
## DeviceProtection 0.08053716 0.371105436 NA 0.122318027
## TechSupport 0.13352353 0.322941583 NA 0.011466091
## StreamingTV 0.04688489 0.289373218 NA 0.175059025
## StreamingMovies 0.02132102 0.296866273 NA 0.180957159
## Contract 0.24318747 0.671606549 NA 0.110842245
## PaperlessBilling -0.11137723 0.006152482 NA 0.165145894
## PaymentMethod -0.04029190 -0.370436118 NA -0.176793410
## MonthlyCharges -0.11389023 0.247899856 NA 0.433576010
## TotalCharges 0.06359330 0.825464086 NA 0.452849367
## Churn -0.16422140 -0.352228670 NA 0.038036886
## InternetService OnlineSecurity OnlineBackup DeviceProtection
## customerID -0.0124066064 0.013292235 -0.003333703 -0.0069180043
## gender -0.0008633825 -0.015016887 -0.012056754 0.0005490359
## SeniorCitizen NA NA NA NA
## Partner 0.0008913469 0.150828281 0.153130134 0.1663303505
## Dependents 0.0445904407 0.152166383 0.091014768 0.0805371627
## tenure -0.0303590343 0.325467840 0.370876123 0.3711054358
## PhoneService NA NA NA NA
## MultipleLines -0.1092157984 0.007140508 0.117327302 0.1223180267
## InternetService 1.0000000000 -0.028416181 0.036137937 0.0449442685
## OnlineSecurity -0.0284161810 1.000000000 0.185125586 0.1759853288
## OnlineBackup 0.0361379374 0.185125586 1.000000000 0.1877568644
## DeviceProtection 0.0449442685 0.175985329 0.187756864 1.0000000000
## TechSupport -0.0260469460 0.285028465 0.195748148 0.2405931212
## StreamingTV 0.1074167724 0.044669272 0.147185665 0.2766515471
## StreamingMovies 0.0983496062 0.055953610 0.136721965 0.2887993891
## Contract 0.0997207826 0.374415538 0.280980144 0.3502770893
## PaperlessBilling -0.1386247786 -0.157641192 -0.013370380 -0.0382340313
## PaymentMethod 0.0861398581 -0.096725947 -0.124847381 -0.1357499660
## MonthlyCharges -0.3232601923 -0.053878094 0.119777245 0.1636518655
## TotalCharges -0.1755884904 0.253935041 0.375062556 0.3885615563
## Churn -0.0472913877 -0.289308996 -0.195525014 -0.1781338611
## TechSupport StreamingTV StreamingMovies Contract
## customerID 0.001139834 -0.007776878 -0.016746145 0.0150277787
## gender -0.006824559 -0.006421366 -0.008743154 0.0001257477
## SeniorCitizen NA NA NA NA
## Partner 0.126733322 0.137341437 0.129573893 0.2948062244
## Dependents 0.133523531 0.046884886 0.021321016 0.2431874726
## tenure 0.322941583 0.289373218 0.296866273 0.6716065492
## PhoneService NA NA NA NA
## MultipleLines 0.011466091 0.175059025 0.180957159 0.1108422447
## InternetService -0.026046946 0.107416772 0.098349606 0.0997207826
## OnlineSecurity 0.285028465 0.044669272 0.055953610 0.3744155384
## OnlineBackup 0.195748148 0.147185665 0.136721965 0.2809801444
## DeviceProtection 0.240593121 0.276651547 0.288799389 0.3502770893
## TechSupport 1.000000000 0.161305024 0.161315802 0.4253666716
## StreamingTV 0.161305024 1.000000000 0.434772353 0.2271155725
## StreamingMovies 0.161315802 0.434772353 1.000000000 0.2312255160
## Contract 0.425366672 0.227115572 0.231225516 1.0000000000
## PaperlessBilling -0.113599641 0.096641567 0.083700449 -0.1767330778
## PaymentMethod -0.104669714 -0.104233699 -0.111240576 -0.2275434968
## MonthlyCharges -0.008681602 0.336706239 0.335459482 -0.0741946672
## TotalCharges 0.276342769 0.392046136 0.398044852 0.4485642564
## Churn -0.282491608 -0.036580993 -0.038491629 -0.3967126292
## PaperlessBilling PaymentMethod MonthlyCharges TotalCharges
## customerID -0.001945042 0.01160439 -0.003916417 -1.903837e-05
## gender -0.011753691 0.01735226 -0.014569324 -1.921911e-06
## SeniorCitizen NA NA NA NA
## Partner -0.014876622 -0.15479753 0.096847936 3.183639e-01
## Dependents -0.111377229 -0.04029190 -0.113890230 6.359330e-02
## tenure 0.006152482 -0.37043612 0.247899856 8.254641e-01
## PhoneService NA NA NA NA
## MultipleLines 0.165145894 -0.17679341 0.433576010 4.528494e-01
## InternetService -0.138624779 0.08613986 -0.323260192 -1.755885e-01
## OnlineSecurity -0.157641192 -0.09672595 -0.053878094 2.539350e-01
## OnlineBackup -0.013370380 -0.12484738 0.119777245 3.750626e-01
## DeviceProtection -0.038234031 -0.13574997 0.163651866 3.885616e-01
## TechSupport -0.113599641 -0.10466971 -0.008681602 2.763428e-01
## StreamingTV 0.096641567 -0.10423370 0.336706239 3.920461e-01
## StreamingMovies 0.083700449 -0.11124058 0.335459482 3.980449e-01
## Contract -0.176733078 -0.22754350 -0.074194667 4.485643e-01
## PaperlessBilling 1.000000000 -0.06290395 0.352149968 1.580546e-01
## PaymentMethod -0.062903951 1.00000000 -0.193407294 -3.305106e-01
## MonthlyCharges 0.352149968 -0.19340729 1.000000000 6.508643e-01
## TotalCharges 0.158054596 -0.33051056 0.650864350 1.000000e+00
## Churn 0.191825332 0.10706201 0.193356422 -1.990368e-01
## Churn
## customerID -0.017447211
## gender -0.008612095
## SeniorCitizen NA
## Partner -0.150447545
## Dependents -0.164221402
## tenure -0.352228670
## PhoneService NA
## MultipleLines 0.038036886
## InternetService -0.047291388
## OnlineSecurity -0.289308996
## OnlineBackup -0.195525014
## DeviceProtection -0.178133861
## TechSupport -0.282491608
## StreamingTV -0.036580993
## StreamingMovies -0.038491629
## Contract -0.396712629
## PaperlessBilling 0.191825332
## PaymentMethod 0.107062006
## MonthlyCharges 0.193356422
## TotalCharges -0.199036832
## Churn 1.000000000library(reshape2)##
## Attaching package: 'reshape2'## The following object is masked from 'package:tidyr':
##
## smithsmelted_cor_matrix <- melt(cor_matrix)
# Plot the heatmap
ggplot(data = melted_cor_matrix, aes(x = Var1, y = Var2, fill = value)) +
geom_tile() +
scale_fill_gradient2(low = "blue", high = "red", mid = "white",
midpoint = 0, limit = c(-1, 1), space = "Lab",
name="Pearson\nCorrelation") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, vjust = 1,
size = 12, hjust = 1)) +
coord_fixed() +
ggtitle("Heatmap of Correlation Matrix")
Inference
The heatmap gives a display of the correlation of the data with repect to ‘Churn’. After analyzing the data it appears that customers who are inclined to leave have monthly fees, shorter loyalty, to the company and lack access, to online security and technical support services.