1. run the program file using the ‘source’ command
###the test code was copied from p. 16 of textbook
x <- source("/Users/xinggao/PH251d-homework/project 1 test code.R")
print(x)
## $value
## quantity price subtotal
## [1,] 34 19.95 678.30
## [2,] 56 14.95 837.20
## [3,] 22 10.99 241.78
##
## $visible
## [1] TRUE
2. demonstrate reading an ASCII data file to create a data frame
WNVframe <-read.csv("/Users/xinggao/Desktop/MPH Year I/Applied epi using R/R workspace_public health/data-master/wnv2004fin.txt")
str(WNVframe)
## 'data.frame': 779 obs. of 8 variables:
## $ ID : int 1 2 3 4 5 6 7 8 9 10 ...
## $ County : Factor w/ 23 levels "Butte","Fresno",..: 14 14 14 14 14 14 14 14 8 12 ...
## $ Age : int 40 64 19 12 12 17 61 74 71 26 ...
## $ Sex : Factor w/ 2 levels "F","M": 1 1 2 2 2 2 2 1 2 2 ...
## $ Syndrome : Factor w/ 3 levels "Unknown","WNF",..: 2 2 2 2 2 2 3 3 2 3 ...
## $ Date.onset: Factor w/ 130 levels "2004-05-14","2004-05-16",..: 3 4 4 2 1 5 7 10 7 9 ...
## $ Date.test : Factor w/ 104 levels "2004-06-02","2004-06-16",..: 1 2 2 2 2 3 4 5 6 6 ...
## $ Death : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
3. demonstrate simple data manipulation
WNVARY <-xtabs(~County+Age+Sex+Syndrome,data=WNVframe)
sum(WNVARY) #summary stats
## [1] 771
apply(WNVARY, 1, sum) #by county
## Butte Fresno Glenn Imperial Kern
## 7 11 0 1 59
## Lake Lassen Los Angeles Merced Orange
## 1 0 304 1 62
## Placer Riverside Sacramento San Bernardino San Diego
## 1 108 3 187 2
## San Joaquin Santa Clara Shasta Sn Luis Obispo Tehama
## 2 1 4 1 10
## Tulare Ventura Yolo
## 3 2 1
apply(WNVARY, 3, sum) #by gender
## F M
## 292 479
apply(WNVARY, c(1, 3), sum) #by county and gender
## Sex
## County F M
## Butte 4 3
## Fresno 2 9
## Glenn 0 0
## Imperial 1 0
## Kern 27 32
## Lake 1 0
## Lassen 0 0
## Los Angeles 109 195
## Merced 0 1
## Orange 19 43
## Placer 0 1
## Riverside 40 68
## Sacramento 0 3
## San Bernardino 83 104
## San Diego 0 2
## San Joaquin 1 1
## Santa Clara 0 1
## Shasta 2 2
## Sn Luis Obispo 0 1
## Tehama 2 8
## Tulare 1 2
## Ventura 0 2
## Yolo 0 1
#transform table by adding a column which shows the centered age
WNVframe$Age.centered <- WNVframe$Age - mean(WNVframe$Age, na.rm=TRUE)
summary(WNVframe$Age.centered)
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## -51.2924 -11.2924 -0.2924 0.0000 12.7076 41.7076 6
#recoding age data into categorical data and adding to the data frame
agelabs <-c('<10', '10-19', '20-29','30-39','40-49','50-59', '60-69', '70-79', '80+')
agecat <- cut(WNVframe$Age, breaks=c(0, 10, 20, 30, 40, 50, 60, 70, 80, 100), right = FALSE, labels = agelabs)
WNVframe$agecat <- agecat
4. demonstrate the use of calendar and Julian dates
date <-c("11/24/2017", "11/25/2017", "11/26/2017")
date
## [1] "11/24/2017" "11/25/2017" "11/26/2017"
date.julian <- as.Date(date, format = "%m/%d/%Y") #turning calendar dates into julian dates
date.julian
## [1] "2017-11-24" "2017-11-25" "2017-11-26"
as.numeric(date.julian)
## [1] 17494 17495 17496
onsetAsDate<-as.Date(WNVframe$Date.onset)
WNVframe$onset.julian<-as.numeric(onsetAsDate)
TestAsDate<-as.Date(WNVframe$Date.test)
WNVframe$test.julian<-as.numeric(TestAsDate)
WNVframe$length.julian <-(WNVframe$test.julian-WNVframe$onset.julian) #calculating length of time in days between onset date and test date
print(mean(WNVframe$length.julian, na.rm=TRUE)) ###print the average number of days between onset date and test date
## [1] 24.65083
5. conduct a simple analysis using existing function
min(WNVframe$Age, na.rm= TRUE) #using the min function to find the youngest age of patient
## [1] 1
max(WNVframe$Age, na.rm= TRUE) #using the max function to find the oldest age of patient
## [1] 94
6.conduct a simple analysis demonstrating simple programming (e.g., a ‘for’ loop)
###printing the year that the patients were born
for (i in WNVframe$Age){
cat(2004-i, "\n")
}
## 1964
## 1940
## 1985
## 1992
## 1992
## 1987
## 1943
## 1930
## 1933
## 1978
## 1944
## 1920
## 1962
## 1954
## 1961
## 1952
## 1989
## 1951
## 1982
## 1928
## 1961
## 1952
## 1969
## 1920
## 1934
## 1945
## 1945
## 1932
## 1969
## 1935
## 1932
## 1978
## 1967
## 1974
## 1947
## 1952
## 1945
## 1969
## 1948
## 1958
## 1959
## 1980
## 1922
## 1946
## 1961
## 1929
## 1947
## 1944
## 1970
## 1995
## 1952
## 1970
## 1971
## 1973
## 1978
## 1965
## 1951
## 1953
## 1960
## 1935
## 1915
## 1984
## 1935
## 1946
## 1955
## 1954
## 1934
## 1940
## 1986
## 1981
## 1961
## 1956
## 1962
## 1985
## 1952
## 1944
## 1974
## 1944
## 1946
## 1980
## 1986
## 1956
## 1961
## 1963
## 1951
## 1964
## 1970
## 1931
## 1927
## 1956
## 1990
## 1934
## 1976
## 1985
## 1932
## 1930
## 1942
## 1979
## 1959
## 1950
## 1963
## 1956
## 1980
## 1950
## 1933
## 1958
## 1952
## 1969
## 1950
## 1913
## 1980
## 1953
## 1915
## 1945
## 1940
## 1919
## 1938
## 1936
## 1956
## 1944
## 1928
## 1949
## 1955
## 1922
## 1962
## 1976
## 1956
## 1923
## 1960
## 1962
## 1937
## 1925
## 1968
## 1955
## 1938
## 1957
## 1958
## 1971
## 1923
## 1923
## 1941
## 1955
## 1983
## 1947
## 1963
## 1929
## 1960
## 1991
## 1944
## 1969
## 1984
## 1937
## 1970
## 1980
## 1955
## 1945
## 1963
## 1939
## 1913
## 1963
## 1981
## 1972
## 1918
## 1957
## 1933
## 1957
## 1981
## 1943
## 1972
## 1973
## 1953
## 1959
## 1976
## 1940
## 1944
## 1940
## 1918
## 1957
## 1968
## 1923
## 1935
## 1952
## 1960
## 1922
## 1957
## 1915
## 1929
## 1990
## 1953
## 1947
## 1958
## NA
## 1944
## 1931
## 1941
## 1937
## 1939
## 1971
## 1961
## 1940
## 1967
## 1960
## 1947
## 1970
## 1936
## 1955
## 1963
## 1959
## 1933
## 1981
## 1947
## 1972
## 1961
## 1946
## 1968
## 1950
## 1948
## 1932
## 1931
## 1929
## 1987
## 1968
## 1976
## 1963
## 1980
## 1922
## 1956
## 1960
## 1945
## 2002
## 1952
## 1957
## 1920
## 1942
## 1980
## 1953
## 1969
## 1983
## 1947
## 1944
## 1938
## 1940
## 1928
## 1948
## 1945
## 1927
## 1944
## 1982
## 1948
## 1970
## 1951
## 1999
## 1967
## 1951
## 1975
## 1942
## 1944
## 1945
## 1931
## 1953
## 1930
## 1971
## 1958
## 1924
## 1940
## 1934
## 1933
## 1935
## 1959
## 1964
## 1924
## 1963
## 1958
## 1931
## 1967
## 1962
## 1963
## 1947
## 1952
## 1935
## 1959
## 1953
## 1957
## 1955
## 1927
## 1949
## 1964
## 1950
## 1939
## 1949
## 1961
## 1994
## 1925
## 1939
## 1969
## 1947
## 1936
## 1923
## 1944
## 1945
## 1958
## 1965
## 1956
## 1935
## 1946
## 1935
## 1954
## 1958
## 1963
## 1954
## 1958
## 1976
## 1919
## 1939
## 1955
## 1987
## 1940
## 1922
## 1926
## 1950
## 1955
## 1979
## 1952
## 1959
## 1944
## 1945
## 1973
## NA
## 1944
## 1954
## 1931
## 1953
## NA
## 1970
## 1945
## 1987
## 1945
## 1962
## 1978
## 1967
## 1935
## 1928
## 1929
## 1923
## 1935
## 1928
## 1942
## 1957
## 1986
## 1969
## 1961
## 1935
## 1958
## 1944
## 1997
## 1934
## 1920
## 1966
## 1930
## 1965
## 1951
## 1966
## 1939
## 1934
## 1949
## 1956
## 1957
## 1942
## 1970
## 1944
## 1958
## 1969
## 1945
## 1985
## 1934
## 1926
## 1958
## 1915
## 1955
## 1962
## 1960
## 1970
## 1930
## 1967
## 1949
## 1955
## 1953
## 1949
## 1964
## 1945
## 1917
## 1921
## 1923
## 1953
## 1986
## 1951
## 1949
## 1965
## 1968
## 1956
## 1944
## 1950
## 1917
## 1951
## 1955
## 1957
## 1952
## 1969
## 1957
## 1952
## 1965
## 1926
## 1948
## 1922
## 1942
## 1939
## 1948
## 1942
## 1957
## 1958
## 1961
## 1954
## 1957
## 1965
## 1963
## 1919
## 1949
## 1938
## 1952
## 1951
## 1986
## 1959
## 1974
## 1951
## 1930
## 1961
## 1977
## 1944
## 1957
## 1941
## 1927
## 1964
## 1959
## 1965
## 1973
## 1942
## 1947
## 1981
## 1935
## 1930
## 1956
## 1970
## 1978
## 1944
## 1948
## 1963
## 1938
## 1946
## 1996
## 1952
## 1969
## 1963
## 1956
## 1990
## 1954
## 1939
## 1970
## 1913
## 1939
## 1961
## 1913
## 1942
## 1974
## 1930
## 1952
## 1949
## 1947
## 1943
## 1947
## 1952
## 1921
## 1958
## 1988
## 1957
## 1944
## 1952
## 1943
## 1998
## 1943
## 1924
## 1958
## 1921
## 1948
## 1924
## 1933
## 1923
## 1949
## 1927
## 1963
## 1949
## 1959
## 1966
## 1957
## 1955
## 1930
## 1934
## 1957
## 1954
## 1941
## 1932
## 1943
## 1954
## 1947
## 1944
## 1969
## 1946
## 1978
## 1969
## 1974
## 1957
## 1926
## 1971
## 1944
## 1944
## 1930
## 1960
## 1920
## 1936
## 1952
## 1937
## 1947
## 1963
## 1958
## 1931
## 1944
## 1956
## 1963
## 1940
## 1978
## 1934
## 1955
## 1952
## 2000
## 1954
## 1945
## 1961
## 1949
## 1998
## 1959
## 1957
## 1960
## 1949
## 1967
## 1915
## 1931
## 1957
## 1950
## 1948
## 1977
## 1941
## 1924
## 2003
## NA
## 1976
## 1932
## 1957
## 1953
## 1956
## 1933
## 1916
## 1940
## 1945
## 1942
## 1937
## 1968
## 1915
## 1961
## 1954
## 1941
## 1944
## 1992
## 1928
## 1962
## 1952
## 1989
## 1973
## 1938
## 1962
## 1947
## 1922
## 1943
## 1939
## 1956
## 1968
## 1950
## 1921
## 1984
## 1962
## 1943
## 1943
## 1949
## 1951
## 1976
## 1942
## 1931
## 1957
## 1932
## 1923
## 1922
## 1974
## 1955
## 1955
## 1936
## 1943
## 1956
## 1924
## 1951
## 1929
## 1948
## 1955
## 1966
## 1926
## 1934
## 1947
## 1967
## 1942
## 1985
## 1936
## 1953
## 1978
## 1931
## 1977
## 1928
## 1910
## 1946
## 1964
## 1964
## 1925
## 1957
## 1974
## 1925
## 1953
## 1957
## 1943
## 1982
## 1993
## 1960
## 1942
## 1945
## 1928
## 1929
## 1925
## 1958
## 1950
## 1952
## 1949
## 1923
## 1974
## 1989
## 1976
## 1944
## 1944
## 1949
## 1969
## 1959
## 1928
## 1930
## 1931
## 1919
## 1973
## 1986
## 1950
## 1961
## 1955
## 1937
## 1948
## 1959
## 1980
## 1970
## 1927
## 1968
## 1954
## 1932
## 1950
## 1934
## 1961
## 1951
## 1944
## 1940
## 1925
## NA
## 1958
## 1955
## 1923
## 1956
## 1925
## 1922
## 1953
## 1951
## 1911
## 1984
## 1935
## 1942
## 1951
## 1969
## 1952
## 1950
## 1961
## 1958
## 1958
## 1930
## 1951
## 1960
## 1997
## 1941
## 1926
## 1957
## 1970
## 1942
## 1952
## 1963
## 1961
## 1943
## 1962
## 1958
## 1977
## 1921
## 1928
## 1956
## 1953
## 1962
## NA
## 1938
## 1933
## 1936
## 1933
## 1955
## 1934
## 1979
## 1922
## 1991
## 1944
## 1958
## 1927
## 1948
## 1999
## 1970
## 1920
## 1950
## 1951
## 1937
## 1981
## 1956
## 1949
## 1935
## 1971
## 1958
## 1962
## 1955
## 1962
## 1955
## 1933
## 1952
## 1964
## 1966
## 1936
## 1948
## 1970
## 1954
## 1932
## 1962
## 1961
## 1978
## 1943
## 1959
## 1954
## 1953
## 1937
## 1926
7. conduct a simple analysis demonstrating an original function written by the student
tab1 <- xtabs(~Death, data = WNVframe)
alive = tab1[1]
dead = tab1[2]
tab1
## Death
## No Yes
## 686 27
alive
## No
## 686
###this function calculates the death rate of patients who contract west nile virus
deathrate <- function(x){
###prepare input
alive = tab1[1]
dead = tab1[2]
###do calculation
dead.ratio = dead/(alive+dead)*100
####collect result
list(data = x, percentdeath = dead.ratio)
}
deathrate(tab1)
## $data
## Death
## No Yes
## 686 27
##
## $percentdeath
## Yes
## 3.786816
8. create a simple graph
counts <- table(WNVframe$Sex)
barplot(counts, main="# of cases by gender",
xlab="Gender", ylab= "Number of cases of West Niles Virus")
9. demonstrate the use of regular expression
###returns all the counties that contain the letters "ge" which are Los Angeles and Orange County
vec <- WNVframe$County
grep("ge", vec, value = TRUE)
## [1] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [6] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Los Angeles"
## [11] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [16] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [21] "Los Angeles" "Los Angeles" "Orange" "Los Angeles" "Los Angeles"
## [26] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [31] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [36] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Orange"
## [41] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [46] "Los Angeles" "Orange" "Orange" "Los Angeles" "Orange"
## [51] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [56] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [61] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [66] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [71] "Orange" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [76] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [81] "Los Angeles" "Los Angeles" "Orange" "Los Angeles" "Los Angeles"
## [86] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Orange"
## [91] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [96] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [101] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Orange"
## [106] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [111] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [116] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [121] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [126] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Orange"
## [131] "Orange" "Orange" "Orange" "Orange" "Los Angeles"
## [136] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [141] "Los Angeles" "Orange" "Orange" "Los Angeles" "Los Angeles"
## [146] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [151] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [156] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [161] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [166] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [171] "Los Angeles" "Los Angeles" "Orange" "Orange" "Orange"
## [176] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [181] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [186] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [191] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [196] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [201] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [206] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [211] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Orange"
## [216] "Los Angeles" "Orange" "Los Angeles" "Los Angeles" "Los Angeles"
## [221] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [226] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [231] "Los Angeles" "Los Angeles" "Orange" "Los Angeles" "Los Angeles"
## [236] "Los Angeles" "Orange" "Orange" "Los Angeles" "Los Angeles"
## [241] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Orange"
## [246] "Orange" "Orange" "Los Angeles" "Los Angeles" "Los Angeles"
## [251] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [256] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [261] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [266] "Los Angeles" "Orange" "Orange" "Orange" "Los Angeles"
## [271] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [276] "Orange" "Los Angeles" "Orange" "Los Angeles" "Los Angeles"
## [281] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [286] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Los Angeles"
## [291] "Orange" "Orange" "Orange" "Orange" "Orange"
## [296] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [301] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [306] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Orange"
## [311] "Orange" "Orange" "Orange" "Los Angeles" "Los Angeles"
## [316] "Orange" "Orange" "Los Angeles" "Los Angeles" "Los Angeles"
## [321] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Orange"
## [326] "Orange" "Orange" "Orange" "Orange" "Los Angeles"
## [331] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [336] "Los Angeles" "Orange" "Orange" "Los Angeles" "Los Angeles"
## [341] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [346] "Los Angeles" "Los Angeles" "Los Angeles" "Orange" "Los Angeles"
## [351] "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [356] "Orange" "Los Angeles" "Los Angeles" "Los Angeles" "Los Angeles"
## [361] "Orange" "Los Angeles" "Orange" "Los Angeles" "Los Angeles"
## [366] "Orange" "Los Angeles" "Los Angeles"
10. demonstrate the use of the sink function to generate an output file
x <- WNVframe
sink('/Users/xinggao/PH251d-homework/sink-outer.log')
cat('here is the new data frame', fill = TRUE)
## here is the new data frame
show(x)
## ID County Age Sex Syndrome Date.onset Date.test Death
## 1 1 San Bernardino 40 F WNF 2004-05-19 2004-06-02 No
## 2 2 San Bernardino 64 F WNF 2004-05-22 2004-06-16 No
## 3 3 San Bernardino 19 M WNF 2004-05-22 2004-06-16 No
## 4 4 San Bernardino 12 M WNF 2004-05-16 2004-06-16 No
## 5 5 San Bernardino 12 M WNF 2004-05-14 2004-06-16 No
## 6 6 San Bernardino 17 M WNF 2004-06-07 2004-06-17 No
## 7 7 San Bernardino 61 M WNND 2004-06-09 2004-06-18 No
## 8 8 San Bernardino 74 F WNND 2004-06-14 2004-06-22 No
## 9 9 Los Angeles 71 M WNF 2004-06-09 2004-06-24 No
## 10 10 Riverside 26 M WNND 2004-06-13 2004-06-24 No
## 11 11 Los Angeles 60 M WNF 2004-06-08 2004-06-25 No
## 12 12 San Bernardino 84 F WNND 2004-06-14 2004-07-02 No
## 13 13 San Bernardino 42 F WNF 2004-06-09 2004-07-05 No
## 14 14 San Bernardino 50 M WNND 2004-06-21 2004-07-05 No
## 15 15 Riverside 43 F WNND 2004-06-22 2004-07-05 No
## 16 16 Riverside 52 M WNND 2004-06-10 2004-07-06 No
## 17 17 San Bernardino 15 M WNND 2004-06-30 2004-07-08 No
## 18 18 San Bernardino 53 M WNF 2004-06-28 2004-07-09 No
## 19 19 San Bernardino 22 M WNND 2004-06-28 2004-07-09 No
## 20 20 San Bernardino 76 F WNF 2004-06-24 2004-07-09 No
## 21 21 Los Angeles 43 M WNF 2004-06-21 2004-07-13 No
## 22 22 Los Angeles 52 M WNF 2004-06-21 2004-07-13 No
## 23 23 San Bernardino 35 F WNF 2004-06-13 2004-07-14 No
## 24 24 San Bernardino 84 M WNND 2004-07-03 2004-07-14 No
## 25 25 Los Angeles 70 M WNND 2004-06-25 2004-07-16 No
## 26 26 Los Angeles 59 M WNND 2004-07-02 2004-07-16 No
## 27 27 Los Angeles 59 M WNND 2004-07-01 2004-07-16 No
## 28 28 San Bernardino 72 M WNND 2004-07-04 2004-07-16 No
## 29 29 Los Angeles 35 M WNF 2004-07-05 2004-07-20 No
## 30 30 San Bernardino 69 M WNND 2004-07-05 2004-07-20 No
## 31 31 San Bernardino 72 F WNF 2004-06-28 2004-07-20 No
## 32 32 Riverside 26 F WNF 2004-06-28 2004-07-20 No
## 33 33 Riverside 37 M WNND 2004-06-21 2004-07-21 No
## 34 34 Riverside 30 F WNF 2004-07-03 2004-07-21 No
## 35 35 Orange 57 M WNND 2004-06-22 2004-07-21 Yes
## 36 36 San Bernardino 52 M WNF 2004-06-15 2004-07-22 No
## 37 37 San Bernardino 59 M WNF 2004-06-21 2004-07-22 No
## 38 38 San Bernardino 35 F WNF 2004-07-07 2004-07-22 No
## 39 39 Riverside 56 M WNND 2004-07-04 2004-07-22 No
## 40 40 Riverside 46 M WNF 2004-07-04 2004-07-22 No
## 41 41 San Bernardino 45 M WNF 2004-07-08 2004-07-23 No
## 42 42 San Bernardino 24 M WNF 2004-06-24 2004-07-23 No
## 43 43 Imperial 82 F WNF 2004-07-14 2004-07-27 No
## 44 44 San Bernardino 58 M WNF 2004-06-15 2004-07-27 No
## 45 45 San Bernardino 43 M WNF 2004-07-06 2004-07-14 No
## 46 46 San Bernardino 75 M WNND 2004-07-04 2004-07-21 Yes
## 47 47 Los Angeles 57 M WNND 2004-07-15 2004-07-26 No
## 48 48 Los Angeles 60 M WNND 2004-07-15 2004-07-26 No
## 49 49 Los Angeles 34 M WNND 2004-07-14 2004-07-27 No
## 50 50 Los Angeles 9 M WNF 2004-07-05 2004-07-27 No
## 51 51 Fresno 52 M WNND 2004-07-17 2004-07-28 No
## 52 52 Riverside 34 F WNF 2004-06-23 2004-07-21 No
## 53 53 Riverside 33 F WNF 2004-06-23 2004-07-21 No
## 54 54 Los Angeles 31 M WNF 2004-06-22 2004-07-28 No
## 55 55 San Bernardino 26 F WNF 2004-06-27 2004-07-06 No
## 56 56 San Bernardino 39 F WNND 2004-07-15 2004-07-23 No
## 57 57 San Bernardino 53 M WNF 2004-07-01 2004-07-27 No
## 58 58 San Bernardino 51 M WNF 2004-07-16 2004-07-29 No
## 59 59 San Bernardino 44 M WNF 2004-07-01 2004-07-29 No
## 60 60 San Bernardino 69 M WNF 2004-07-12 2004-07-22 No
## 61 61 San Bernardino 89 M WNND 2004-07-23 2004-07-26 Yes
## 62 62 Los Angeles 20 M WNND 2004-07-21 2004-07-29 No
## 63 63 Los Angeles 69 M WNND 2004-07-22 2004-07-29 <NA>
## 64 64 San Bernardino 58 M WNND 2004-07-18 2004-07-30 No
## 65 65 San Bernardino 49 M WNND 2004-07-12 2004-07-22 No
## 66 66 San Bernardino 50 M WNF 2004-07-10 2004-07-19 No
## 67 67 San Bernardino 70 F WNND 2004-07-16 2004-07-30 No
## 68 68 Riverside 64 M WNND 2004-07-07 2004-07-30 No
## 69 69 Riverside 18 M WNND 2004-07-24 2004-07-30 No
## 70 70 Los Angeles 23 M WNND 2004-07-13 2004-08-02 No
## 71 71 Los Angeles 43 M WNF 2004-07-15 2004-08-02 No
## 72 72 San Bernardino 48 M WNF 2004-07-15 2004-08-03 No
## 73 73 San Bernardino 42 F WNF 2004-07-05 2004-08-03 No
## 74 74 San Bernardino 19 F WNF 2004-07-09 2004-08-03 No
## 75 75 San Bernardino 52 F WNF 2004-07-11 2004-08-03 No
## 76 76 Los Angeles 60 M WNND 2004-07-26 2004-08-03 No
## 77 77 Fresno 30 M WNF 2004-07-12 2004-08-03 No
## 78 78 San Bernardino 60 M WNF 2004-07-16 2004-08-03 No
## 79 79 Los Angeles 58 M WNND 2004-07-04 2004-08-04 No
## 80 80 Los Angeles 24 F WNND 2004-07-28 2004-08-04 No
## 81 81 Los Angeles 18 M WNF 2004-07-14 2004-08-04 No
## 82 82 San Bernardino 48 F WNF 2004-07-22 2004-08-04 No
## 83 83 Tulare 43 M WNND 2004-07-20 2004-08-05 No
## 84 84 Orange 41 M WNND 2004-07-24 2004-08-05 No
## 85 85 San Bernardino 53 M WNF 2004-06-21 2004-08-05 No
## 86 86 San Bernardino 40 M WNF 2004-07-19 2004-08-05 No
## 87 87 Kern 34 F WNF 2004-06-19 2004-08-05 No
## 88 88 San Bernardino 73 M WNF 2004-07-27 2004-08-05 No
## 89 89 Los Angeles 77 F WNND 2004-07-28 2004-08-05 No
## 90 90 Riverside 48 M WNF 2004-07-12 2004-07-29 No
## 91 91 Riverside 14 F WNF 2004-07-27 2004-08-05 No
## 92 92 Riverside 70 F WNND 2004-07-15 2004-08-05 No
## 93 93 Riverside 28 M WNND 2004-07-31 2004-08-05 No
## 94 94 Riverside 19 M WNF 2004-07-29 2004-08-05 No
## 95 95 Riverside 72 M WNND 2004-07-30 2004-08-05 No
## 96 96 San Bernardino 74 M WNF 2004-07-05 2004-08-11 No
## 97 97 San Bernardino 62 F WNF 2004-07-14 2004-08-05 No
## 98 98 Los Angeles 25 M WNND 2004-07-09 2004-08-04 No
## 99 99 Los Angeles 45 F WNND 2004-07-29 2004-08-04 No
## 100 100 San Bernardino 54 M WNF 2004-07-20 2004-08-06 No
## 101 101 San Bernardino 41 F WNF 2004-07-21 2004-08-06 No
## 102 102 Los Angeles 48 M WNND 2004-07-10 2004-08-06 <NA>
## 103 103 San Bernardino 24 M WNND 2004-07-25 2004-08-09 No
## 104 104 San Bernardino 54 F WNF 2004-07-16 2004-08-09 No
## 105 105 Los Angeles 71 F WNND 2004-07-30 2004-08-09 No
## 106 106 Los Angeles 46 M WNND 2004-07-15 2004-08-09 No
## 107 107 Los Angeles 52 M WNND 2004-06-28 2004-08-09 No
## 108 108 Los Angeles 35 M WNND 2004-07-28 2004-08-09 No
## 109 109 Los Angeles 54 F WNND 2004-07-30 2004-08-09 No
## 110 110 Los Angeles 91 F WNND 2004-08-02 2004-08-09 Yes
## 111 111 Riverside 24 M WNND 2004-07-27 2004-08-10 No
## 112 112 Riverside 51 M WNND 2004-07-29 2004-08-10 No
## 113 113 Riverside 89 F WNND 2004-07-30 2004-08-10 No
## 114 114 Riverside 59 M WNND 2004-08-01 2004-08-10 No
## 115 115 Riverside 64 F WNND 2004-08-02 2004-08-10 No
## 116 116 Riverside 85 M WNND 2004-07-12 2004-08-10 No
## 117 117 Riverside 66 M WNND 2004-08-04 2004-08-10 No
## 118 118 Riverside 68 F WNF 2004-07-30 2004-08-10 No
## 119 119 Riverside 48 M WNF 2004-07-26 2004-08-10 No
## 120 120 Riverside 60 F WNND 2004-08-01 2004-08-01 Yes
## 121 121 Riverside 76 M WNND 2004-07-31 2004-08-10 No
## 122 122 Riverside 55 M WNND 2004-06-30 2004-08-10 No
## 123 123 Riverside 49 M WNF 2004-08-06 2004-08-10 No
## 124 124 Riverside 82 F WNF 2004-08-03 2004-08-10 No
## 125 125 Yolo 42 M WNF 2004-07-28 2004-08-11 No
## 126 126 Los Angeles 28 M WNF 2004-07-25 2004-08-11 <NA>
## 127 127 Los Angeles 48 M WNF 2004-06-21 2004-08-11 <NA>
## 128 128 Los Angeles 81 M Unknown 2004-07-28 2004-08-11 <NA>
## 129 129 Riverside 44 F Unknown 2004-07-25 2004-08-11 <NA>
## 130 130 San Bernardino 42 M WNF 2004-07-15 2004-08-11 No
## 131 131 Riverside 67 M WNF 2004-07-13 2004-08-11 No
## 132 132 Los Angeles 79 M WNND 2004-07-23 2004-08-11 No
## 133 133 Los Angeles 36 M Unknown 2004-08-04 2004-08-11 No
## 134 134 Los Angeles 49 M WNF 2004-07-23 2004-08-11 No
## 135 135 Orange 66 M WNND 2004-07-27 2004-08-11 No
## 136 136 San Bernardino 47 M WNF 2004-07-21 2004-08-11 No
## 137 137 San Bernardino 46 F WNF 2004-06-30 2004-08-11 No
## 138 138 San Bernardino 33 F WNF 2004-07-08 2004-08-11 <NA>
## 139 139 San Bernardino 81 M WNND 2004-06-28 2004-08-11 Yes
## 140 140 Los Angeles 81 F WNND 2004-07-30 2004-08-11 No
## 141 141 San Bernardino 63 F WNF 2004-07-12 2004-08-11 No
## 142 142 San Bernardino 49 M WNF 2004-07-12 2004-08-11 No
## 143 143 Los Angeles 21 M WNND 2004-07-31 2004-08-11 No
## 144 144 Los Angeles 57 F WNF 2004-07-12 2004-08-11 No
## 145 145 Los Angeles 41 M WNF 2004-07-23 2004-08-11 No
## 146 146 Los Angeles 75 F WNND 2004-07-24 2004-08-11 No
## 147 147 Los Angeles 44 F WNND 2004-07-28 2004-08-11 No
## 148 148 Orange 13 M WNF 2004-07-29 2004-08-12 No
## 149 149 San Bernardino 60 F WNND 2004-07-24 2004-08-12 No
## 150 150 San Bernardino 35 M WNF 2004-07-02 2004-08-12 No
## 151 151 San Bernardino 20 F WNF 2004-07-25 2004-08-12 No
## 152 152 Orange 67 M WNND 2004-08-02 2004-08-12 No
## 153 153 Los Angeles 34 F WNF 2004-07-31 2004-08-12 No
## 154 154 Orange 24 M WNND 2004-07-12 2004-08-12 No
## 155 155 Los Angeles 49 F WNND 2004-08-03 2004-08-12 No
## 156 156 Los Angeles 59 F WNND 2004-08-01 2004-08-12 No
## 157 157 Los Angeles 41 M WNF 2004-07-28 2004-08-12 No
## 158 158 Los Angeles 65 F WNND 2004-07-17 2004-08-12 No
## 159 159 Los Angeles 91 M WNND 2004-08-05 2004-08-12 No
## 160 160 San Bernardino 41 F WNF 2004-07-25 2004-08-12 No
## 161 161 Los Angeles 23 M WNND 2004-07-28 2004-08-12 No
## 162 162 Ventura 32 M WNND 2004-08-07 2004-08-13 No
## 163 163 Riverside 86 F WNND 2004-07-27 2004-08-13 Yes
## 164 164 Riverside 47 F WNF 2004-07-23 2004-08-13 No
## 165 165 Los Angeles 71 M WNF 2004-07-24 2004-08-13 No
## 166 166 Los Angeles 47 F WNND 2004-08-01 2004-08-13 No
## 167 167 Los Angeles 23 F WNND 2004-07-31 2004-08-16 No
## 168 168 Los Angeles 61 M WNF 2004-07-23 2004-08-16 No
## 169 169 San Bernardino 32 M WNF 2004-07-21 2004-08-13 No
## 170 170 San Bernardino 31 F WNF 2004-07-23 2004-08-13 No
## 171 171 San Bernardino 51 F WNF 2004-07-26 2004-08-13 No
## 172 172 San Bernardino 45 F WNF 2004-07-19 2004-08-13 No
## 173 173 San Bernardino 28 M WNND 2004-07-22 2004-08-13 No
## 174 174 San Bernardino 64 F WNND 2004-07-30 2004-08-13 No
## 175 175 San Bernardino 60 M WNF 2004-07-23 2004-08-13 No
## 176 176 San Bernardino 64 F WNND 2004-07-21 2004-08-13 No
## 177 177 Los Angeles 86 M WNND 2004-07-23 2004-08-13 No
## 178 178 Merced 47 M WNF 2004-07-28 2004-08-17 No
## 179 179 Butte 36 F WNF 2004-07-28 2004-08-17 No
## 180 180 Los Angeles 81 F WNND 2004-07-25 2004-08-17 No
## 181 181 Los Angeles 69 M WNND 2004-08-03 2004-08-17 No
## 182 182 Los Angeles 52 M WNND 2004-08-06 2004-08-17 No
## 183 183 Los Angeles 44 M WNND 2004-08-09 2004-08-17 No
## 184 184 Los Angeles 82 F WNND 2004-08-06 2004-08-17 No
## 185 185 Los Angeles 47 M WNF 2004-08-10 2004-08-17 No
## 186 186 Los Angeles 89 F WNND 2004-06-21 2004-08-17 Yes
## 187 187 Los Angeles 75 F WNND 2004-07-29 2004-08-17 No
## 188 188 Los Angeles 14 M WNF 2004-08-05 2004-08-17 No
## 189 189 Orange 51 M WNND 2004-08-01 2004-08-17 No
## 190 190 Riverside 57 M WNND 2004-07-26 2004-08-17 No
## 191 191 Riverside 46 M WNF 2004-07-26 2004-08-17 No
## 192 192 Lassen NA F Unknown 2004-07-28 2004-08-18 <NA>
## 193 193 Los Angeles 60 M WNND 2004-08-09 2004-08-18 Yes
## 194 194 Los Angeles 73 F WNF 2004-07-28 2004-08-18 No
## 195 195 Los Angeles 63 F WNND 2004-08-05 2004-08-18 No
## 196 196 Los Angeles 67 M WNND 2004-08-01 2004-08-18 No
## 197 197 Los Angeles 65 M WNND 2004-08-07 2004-08-18 No
## 198 198 Los Angeles 33 F WNND 2004-08-09 2004-08-18 No
## 199 199 Los Angeles 43 M WNF 2004-07-20 2004-08-18 No
## 200 200 Los Angeles 64 F WNF 2004-07-19 2004-08-18 No
## 201 201 Riverside 37 M WNND 2004-07-25 2004-08-18 No
## 202 202 Riverside 44 F Unknown 2004-07-28 2004-08-18 <NA>
## 203 203 San Bernardino 57 F WNF 2004-07-21 2004-08-18 No
## 204 204 San Bernardino 34 M WNF 2004-07-29 2004-08-18 No
## 205 205 San Bernardino 68 M WNF 2004-07-12 2004-08-18 No
## 206 206 San Bernardino 49 F WNF 2004-07-15 2004-08-18 No
## 207 207 Riverside 41 M WNF 2004-07-28 2004-08-18 No
## 208 208 Riverside 45 M WNF 2004-08-09 2004-08-18 No
## 209 209 Riverside 71 F WNF 2004-08-11 2004-08-18 No
## 210 210 Riverside 23 M WNF 2004-08-06 2004-08-27 No
## 211 211 Riverside 57 M WNND 2004-08-12 2004-08-18 No
## 212 212 Riverside 32 M WNND 2004-08-14 2004-08-18 No
## 213 213 San Bernardino 43 M WNF 2004-08-01 2004-08-18 No
## 214 214 San Bernardino 58 M WNF 2004-08-02 2004-08-18 No
## 215 215 San Bernardino 36 M WNND 2004-07-17 2004-08-18 No
## 216 216 San Bernardino 54 F WNF 2004-06-25 2004-08-18 No
## 217 217 San Bernardino 56 F WNND 2004-07-30 2004-08-18 No
## 218 218 San Bernardino 72 M WNND 2004-08-06 2004-08-18 No
## 219 219 San Bernardino 73 F WNND 2004-08-02 2004-08-18 No
## 220 220 San Bernardino 75 F WNND 2004-08-04 2004-08-18 No
## 221 221 San Bernardino 17 F WNF 2004-07-28 2004-08-18 No
## 222 222 San Bernardino 36 M WNF 2004-07-08 2004-08-18 No
## 223 223 San Bernardino 28 F WNND 2004-08-03 2004-08-18 No
## 224 224 San Bernardino 41 M WNF 2004-08-05 2004-08-18 No
## 225 225 Kern 24 M Unknown 2004-07-24 2004-08-19 No
## 226 226 Kern 82 M WNF 2004-08-04 2004-08-19 No
## 227 227 Los Angeles 48 M WNF 2004-08-01 2004-08-19 No
## 228 228 Los Angeles 44 M WNF 2004-07-26 2004-08-19 No
## 229 229 Los Angeles 59 M WNND 2004-07-20 2004-08-19 No
## 230 230 San Bernardino 2 M WNF 2004-07-27 2004-08-19 No
## 231 232 San Bernardino 52 F WNF 2004-07-22 2004-08-19 No
## 232 233 Riverside 47 M WNF 2004-08-06 2004-08-19 No
## 233 234 Orange 84 M WNND 2004-08-04 2004-08-19 No
## 234 235 Los Angeles 62 M WNND 2004-08-09 2004-08-20 Yes
## 235 236 Los Angeles 24 M WNND 2004-08-06 2004-08-20 No
## 236 237 Los Angeles 51 F WNF 2004-08-10 2004-08-20 No
## 237 238 Los Angeles 35 F WNF 2004-08-06 2004-08-20 No
## 238 239 Los Angeles 21 M WNF 2004-07-19 2004-08-20 No
## 239 240 Orange 57 M WNND 2004-08-04 2004-08-20 No
## 240 241 Orange 60 M WNND 2004-08-04 2004-08-20 No
## 241 242 Los Angeles 66 M WNND 2004-08-07 2004-08-20 No
## 242 243 Los Angeles 64 M WNND 2004-07-22 2004-08-20 No
## 243 244 Los Angeles 76 F WNF 2004-08-03 2004-08-20 No
## 244 245 Los Angeles 56 M WNF 2004-07-09 2004-08-20 No
## 245 246 Los Angeles 59 M WNND 2004-07-29 2004-08-20 No
## 246 247 Los Angeles 77 M WNND 2004-07-29 2004-08-20 Yes
## 247 248 Los Angeles 60 F WNND 2004-08-06 2004-08-23 No
## 248 249 Los Angeles 22 F WNF 2004-08-10 2004-08-23 No
## 249 250 Los Angeles 56 F WNND 2004-07-30 2004-08-23 No
## 250 251 Los Angeles 34 M WNF 2004-08-08 2004-08-23 No
## 251 252 Los Angeles 53 F WNND 2004-08-14 2004-08-23 No
## 252 253 Los Angeles 5 M WNND 2004-08-14 2004-08-23 No
## 253 254 San Bernardino 37 F WNND 2004-08-03 2004-08-23 No
## 254 255 Los Angeles 53 F WNND 2004-08-06 2004-08-23 No
## 255 256 San Bernardino 29 F WNF 2004-07-29 2004-08-20 No
## 256 257 San Bernardino 62 M WNF 2004-07-25 2004-08-20 No
## 257 258 Riverside 60 M Unknown 2004-07-30 2004-08-20 <NA>
## 258 259 Riverside 59 M Unknown 2004-07-30 2004-08-20 <NA>
## 259 260 Riverside 73 M WNND 2004-07-30 2004-08-20 No
## 260 261 Orange 51 M WNF 2004-08-01 2004-08-23 No
## 261 262 Orange 74 M WNND 2004-08-01 2004-08-23 No
## 262 263 Kern 33 F WNF 2004-08-04 2004-08-25 No
## 263 264 Kern 46 M WNF 2004-07-27 2004-08-25 No
## 264 265 Riverside 80 M WNF 2004-08-04 2004-08-25 <NA>
## 265 266 Riverside 64 F WNF 2004-08-13 2004-08-25 No
## 266 267 Riverside 70 F WNF 2004-08-18 2004-08-25 No
## 267 268 Riverside 71 M WNF 2004-07-26 2004-08-25 No
## 268 269 Riverside 69 F Unknown 2004-08-03 2004-08-24 <NA>
## 269 270 Riverside 45 M WNF 2004-08-03 2004-08-24 No
## 270 271 Riverside 40 F WNF 2004-08-04 2004-08-25 No
## 271 272 Riverside 80 M WNF 2004-08-03 2004-08-24 No
## 272 273 Los Angeles 41 M WNF 2004-08-20 2004-08-25 No
## 273 274 Los Angeles 46 F WNND 2004-08-19 2004-08-25 No
## 274 275 Los Angeles 73 F WNF 2004-08-13 2004-08-25 No
## 275 276 Los Angeles 37 M WNND 2004-08-07 2004-08-24 No
## 276 277 Los Angeles 42 F WNF 2004-08-16 2004-08-24 No
## 277 278 Los Angeles 41 M WNF 2004-07-24 2004-08-24 No
## 278 279 Los Angeles 57 M WNND 2004-08-16 2004-08-24 No
## 279 280 Los Angeles 52 M WNF 2004-08-05 2004-08-24 No
## 280 281 Los Angeles 69 M WNND 2004-07-25 2004-08-26 Yes
## 281 282 Los Angeles 45 F WNF 2004-08-10 2004-08-26 No
## 282 283 Los Angeles 51 M WNF 2004-08-02 2004-08-24 No
## 283 284 Los Angeles 47 F WNND 2004-07-29 2004-08-24 No
## 284 285 Los Angeles 49 F WNF 2004-07-27 2004-08-24 No
## 285 286 Los Angeles 77 F WNF 2004-08-04 2004-08-25 No
## 286 287 Los Angeles 55 M WNF 2004-08-04 2004-08-24 No
## 287 288 Los Angeles 40 F WNND 2004-07-28 2004-08-26 No
## 288 289 Los Angeles 54 M Unknown 2004-08-04 2004-08-25 <NA>
## 289 290 Los Angeles 65 F WNF 2004-08-07 2004-08-24 No
## 290 291 Los Angeles 55 M WNF 2004-08-08 2004-08-24 No
## 291 292 Los Angeles 43 M WNF 2004-06-30 2004-08-24 No
## 292 293 Los Angeles 10 M WNF 2004-08-15 2004-08-26 No
## 293 294 Los Angeles 79 F WNF 2004-08-04 2004-08-26 No
## 294 295 Los Angeles 65 M WNF 2004-08-12 2004-08-26 No
## 295 296 Orange 35 F WNND 2004-08-11 2004-08-26 No
## 296 297 Orange 57 M WNND 2004-08-13 2004-08-26 No
## 297 298 Orange 68 M WNF 2004-07-16 2004-08-26 No
## 298 299 Orange 81 M WNND 2004-08-06 2004-08-24 No
## 299 300 Orange 60 M WNND 2004-08-08 2004-08-24 No
## 300 301 San Diego 59 M WNND 2004-08-21 2004-08-26 No
## 301 302 Orange 46 F WNND 2004-07-30 2004-08-23 No
## 302 303 Riverside 39 F WNF 2004-07-31 2004-08-24 No
## 303 304 Kern 48 F WNND 2004-08-04 2004-08-26 No
## 304 305 San Bernardino 69 M WNND 2004-07-31 2004-08-26 No
## 305 306 San Bernardino 58 F WNF 2004-08-13 2004-08-26 No
## 306 307 San Bernardino 69 F WNND 2004-07-31 2004-08-26 No
## 307 308 San Bernardino 50 M WNF 2004-07-29 2004-08-26 No
## 308 309 San Bernardino 46 M WNND 2004-07-30 2004-08-26 No
## 309 310 San Bernardino 41 M WNF 2004-07-30 2004-08-26 No
## 310 311 San Bernardino 50 F WNF 2004-07-21 2004-08-26 No
## 311 312 San Bernardino 46 M WNND 2004-08-04 2004-08-26 No
## 312 313 San Bernardino 28 M WNF 2004-07-18 2004-08-26 No
## 313 314 San Bernardino 85 M WNND 2004-08-10 2004-08-26 No
## 314 315 San Bernardino 65 M WNF 2004-08-05 2004-08-26 No
## 315 316 San Bernardino 49 F WNF 2004-07-13 2004-08-26 No
## 316 317 San Bernardino 17 F WNF 2004-07-28 2004-08-26 No
## 317 318 San Bernardino 64 M WNF 2004-07-27 2004-08-26 No
## 318 319 San Bernardino 82 M WNND 2004-08-05 2004-08-26 Yes
## 319 320 San Bernardino 78 M WNF 2004-08-01 2004-08-26 No
## 320 321 San Bernardino 54 F WNF 2004-08-14 2004-08-26 No
## 321 322 San Bernardino 49 M WNF 2004-07-19 2004-08-24 No
## 322 323 San Bernardino 25 M WNND 2004-08-09 2004-08-25 No
## 323 324 San Bernardino 52 M WNND 2004-07-30 2004-08-25 No
## 324 325 San Bernardino 45 F WNF 2004-07-24 2004-08-25 No
## 325 326 San Bernardino 60 F WNND 2004-08-08 2004-08-25 No
## 326 327 San Bernardino 59 M WNND 2004-08-03 2004-08-26 No
## 327 328 Los Angeles 31 F WNF 2004-08-15 2004-08-30 No
## 328 329 Los Angeles NA M WNND 2004-08-23 2004-08-30 No
## 329 330 Los Angeles 60 F WNF 2004-08-20 2004-08-30 No
## 330 331 Los Angeles 50 M WNF 2004-08-17 2004-08-30 No
## 331 332 Los Angeles 73 M WNND 2004-08-13 2004-08-30 No
## 332 333 Los Angeles 51 M WNF 2004-07-30 2004-08-30 No
## 333 334 Riverside NA F WNF 2004-08-09 2004-08-30 No
## 334 335 Los Angeles 34 F Unknown 2004-08-09 2004-08-30 No
## 335 336 Orange 59 M WNF 2004-08-07 2004-08-30 No
## 336 337 San Bernardino 17 M WNF 2004-07-18 2004-08-30 No
## 337 338 San Bernardino 59 M WNF 2004-08-01 2004-08-30 No
## 338 339 San Bernardino 42 M WNF 2004-08-12 2004-08-30 No
## 339 340 San Bernardino 26 M WNF 2004-08-09 2004-08-30 No
## 340 341 San Bernardino 37 F WNND 2004-08-10 2004-08-30 No
## 341 342 San Bernardino 69 F WNND 2004-09-01 2004-09-22 No
## 342 343 San Bernardino 76 F WNND 2004-08-11 2004-08-30 No
## 343 344 San Bernardino 75 M WNF 2004-08-25 2004-09-07 No
## 344 345 San Bernardino 81 F WNND 2004-08-18 2004-08-30 No
## 345 346 Butte 69 F Unknown 2004-08-11 2004-09-01 No
## 346 347 Kern 76 M WNND 2004-08-03 2004-09-01 No
## 347 348 Riverside 62 M WNF 2004-08-19 2004-09-01 No
## 348 349 Riverside 47 F WNND 2004-08-10 2004-08-31 No
## 349 350 Riverside 18 M WNF 2004-08-10 2004-08-31 No
## 350 351 Riverside 35 F WNF 2004-08-16 2004-08-31 No
## 351 352 Riverside 43 F WNF 2004-08-09 2004-08-31 No
## 352 353 Riverside 69 M WNF 2004-08-22 2004-08-31 No
## 353 354 Riverside 46 M WNF 2004-08-23 2004-08-31 No
## 354 355 Riverside 60 F WNF 2004-08-10 2004-08-31 No
## 355 356 Riverside 7 M WNF 2004-08-31 2004-08-31 No
## 356 357 Riverside 70 M WNND 2004-08-10 2004-08-31 No
## 357 358 Riverside 84 F WNF 2004-08-11 2004-09-01 No
## 358 359 Orange 38 M WNF 2004-06-24 2004-09-01 No
## 359 360 San Bernardino 74 F WNND 2004-07-20 2004-09-01 No
## 360 361 San Bernardino 39 F WNF 2004-07-27 2004-09-01 No
## 361 362 San Bernardino 53 M WNF 2004-08-08 2004-09-01 No
## 362 363 San Bernardino 38 M WNND 2004-08-18 2004-09-01 No
## 363 364 San Bernardino 65 M WNF 2004-08-15 2004-09-01 No
## 364 365 San Bernardino 70 M WNF 2004-08-03 2004-08-31 No
## 365 366 San Bernardino 55 F WNF 2004-08-06 2004-09-01 No
## 366 367 San Bernardino 48 F WNF 2004-08-19 2004-09-01 No
## 367 368 San Bernardino 47 F WNND 2004-08-11 2004-09-01 No
## 368 369 San Bernardino 62 F WNND 2004-08-09 2004-08-31 No
## 369 370 San Bernardino 34 M WNF 2004-08-10 2004-08-31 No
## 370 371 San Bernardino 60 M WNND 2004-08-09 2004-08-31 No
## 371 372 San Bernardino 46 F WNF 2004-08-09 2004-08-31 No
## 372 373 San Bernardino 35 F WNF 2004-08-02 2004-08-31 No
## 373 374 Los Angeles 59 M WNND 2004-08-14 2004-09-02 No
## 374 375 Los Angeles 19 F WNF 2004-08-03 2004-08-31 No
## 375 376 Los Angeles 70 M WNF 2004-08-11 2004-09-01 No
## 376 377 Los Angeles 78 F WNF 2004-08-15 2004-09-01 No
## 377 378 Los Angeles 46 F WNND 2004-08-21 2004-09-01 No
## 378 379 Los Angeles 89 F WNF 2004-08-05 2004-08-31 No
## 379 380 Los Angeles 49 M WNF 2004-08-23 2004-09-01 No
## 380 381 Los Angeles 42 M WNND 2004-08-15 2004-09-01 No
## 381 382 Los Angeles 44 M WNF 2004-08-21 2004-09-01 No
## 382 383 Los Angeles 34 M WNF 2004-07-29 2004-08-31 No
## 383 384 Los Angeles 74 F WNF 2004-08-19 2004-08-31 No
## 384 385 Los Angeles 37 M WNND 2004-08-18 2004-08-31 No
## 385 386 Los Angeles 55 M WNF 2004-08-08 2004-08-31 No
## 386 387 Los Angeles 49 M WNND 2004-08-06 2004-08-26 No
## 387 388 Los Angeles 51 F WNF 2004-08-05 2004-08-31 No
## 388 389 Los Angeles 55 M WNF 2004-08-10 2004-08-31 No
## 389 390 Los Angeles 40 F WNF 2004-08-13 2004-08-31 No
## 390 391 Los Angeles 59 M WNF 2004-08-04 2004-09-01 No
## 391 392 Los Angeles 87 M WNND 2004-08-13 2004-09-01 Yes
## 392 393 Los Angeles 83 M WNND 2004-08-08 2004-09-02 No
## 393 394 Los Angeles 81 M WNND 2004-08-12 2004-09-02 No
## 394 395 Los Angeles 51 M WNND 2004-08-25 2004-09-02 No
## 395 396 Los Angeles 18 M WNF 2004-08-16 2004-09-02 No
## 396 397 Los Angeles 53 M WNF 2004-08-15 2004-09-02 No
## 397 398 Los Angeles 55 M WNND 2004-08-09 2004-09-02 No
## 398 399 Los Angeles 39 F WNND 2004-08-11 2004-09-02 No
## 399 400 Los Angeles 36 M WNND 2004-08-13 2004-09-02 No
## 400 401 Los Angeles 48 M WNF 2004-08-12 2004-09-02 No
## 401 402 Los Angeles 60 F Unknown 2004-08-12 2004-09-02 Yes
## 402 403 Fresno 54 M Unknown 2004-08-13 2004-09-03 No
## 403 404 Fresno 87 M Unknown 2004-08-13 2004-09-03 No
## 404 405 San Bernardino 53 F WNF 2004-07-15 2004-09-03 No
## 405 406 San Bernardino 49 M WNND 2004-07-28 2004-09-03 No
## 406 407 San Bernardino 47 M WNF 2004-08-02 2004-09-03 No
## 407 408 San Bernardino 52 M WNF 2004-07-17 2004-09-03 No
## 408 409 Orange 35 M WNF 2004-08-02 2004-09-03 No
## 409 410 Orange 47 M WNND 2004-08-20 2004-09-03 No
## 410 411 Orange 52 M WNF 2004-07-20 2004-09-03 No
## 411 412 Los Angeles 39 M WNF 2004-08-24 2004-09-07 No
## 412 413 Los Angeles 78 M WNND 2004-08-19 2004-09-07 No
## 413 414 Los Angeles 56 F WNF 2004-07-14 2004-09-03 No
## 414 415 Los Angeles 82 M WNND 2004-08-17 2004-09-03 No
## 415 416 Los Angeles 62 F WNND 2004-07-15 2004-09-07 No
## 416 417 Los Angeles 65 M WNF 2004-07-22 2004-09-07 No
## 417 418 Los Angeles 56 F WNF 2004-08-08 2004-09-03 No
## 418 419 Los Angeles 62 F WNF 2004-08-21 2004-09-03 No
## 419 420 Los Angeles 47 M WNF 2004-08-06 2004-09-03 No
## 420 421 Los Angeles 46 F WNND 2004-08-11 2004-09-03 No
## 421 422 Los Angeles 43 F WNF 2004-07-26 2004-09-07 No
## 422 423 Los Angeles 50 M WNND 2004-08-26 2004-09-07 No
## 423 424 Los Angeles 47 M WNND 2004-08-20 2004-09-07 No
## 424 425 Los Angeles 39 M WNF 2004-08-17 2004-09-07 No
## 425 426 Los Angeles 41 M WNND 2004-08-28 2004-09-07 No
## 426 427 Los Angeles 85 F WNND 2004-08-19 2004-09-07 No
## 427 428 Los Angeles 55 M WNND 2004-08-17 2004-09-07 No
## 428 429 Los Angeles 66 M WNND 2004-08-27 2004-09-07 No
## 429 430 Los Angeles 52 M WNND 2004-08-21 2004-09-03 No
## 430 431 Fresno 53 M WNND 2004-08-11 2004-09-07 No
## 431 432 Kern 18 M WNF 2004-08-02 2004-09-03 No
## 432 433 Kern 45 M WNF 2004-08-08 2004-09-03 No
## 433 434 Kern 30 F WNND 2004-08-01 2004-09-07 No
## 434 435 San Bernardino 53 F WNF 2004-08-18 2004-09-07 No
## 435 436 San Bernardino 74 M WNND 2004-08-05 2004-09-07 No
## 436 437 San Bernardino 43 M WNF 2004-08-21 2004-09-07 No
## 437 438 San Bernardino 27 M WNND 2004-08-24 2004-09-07 No
## 438 439 San Bernardino 60 M WNF 2004-08-24 2004-09-07 No
## 439 440 San Bernardino 47 M WNND 2004-08-16 2004-09-07 No
## 440 441 Riverside 63 F WNF 2004-08-17 2004-09-07 No
## 441 442 Tehama 77 M WNF 2004-08-18 2004-09-07 No
## 442 443 Kern 40 F WNF 2004-08-16 2004-09-09 No
## 443 444 Kern 45 M WNF 2004-08-01 2004-09-09 No
## 444 445 Kern 39 M WNF 2004-08-17 2004-09-09 No
## 445 446 Kern 31 M WNND 2004-08-21 2004-09-09 No
## 446 447 Kern 62 F WNF 2004-07-21 2004-09-09 No
## 447 448 Kern 57 F Unknown 2004-08-15 2004-09-10 No
## 448 449 Butte 23 M WNF 2004-08-11 2004-09-09 No
## 449 450 Los Angeles 69 M WNND 2004-08-28 2004-09-10 No
## 450 451 Fresno 74 F WNND 2004-08-27 2004-09-10 No
## 451 452 Fresno 48 M Unknown 2004-08-19 2004-09-09 <NA>
## 452 453 Tehama 34 M Unknown 2004-08-19 2004-09-09 Yes
## 453 454 Tehama 26 F Unknown 2004-08-19 2004-09-09 <NA>
## 454 455 Tehama 60 F Unknown 2004-08-20 2004-09-10 No
## 455 456 Los Angeles 56 F WNND 2004-08-31 2004-09-10 No
## 456 457 Los Angeles 41 F WNND 2004-08-17 2004-09-10 No
## 457 458 Los Angeles 66 M WNND 2004-08-23 2004-09-10 No
## 458 459 Los Angeles 58 M WNND 2004-08-04 2004-09-10 No
## 459 460 Los Angeles 8 M WNND 2004-08-01 2004-09-10 No
## 460 461 Los Angeles 52 F WNF 2004-08-19 2004-09-07 No
## 461 462 Los Angeles 35 M WNF 2004-08-18 2004-09-07 No
## 462 463 Los Angeles 41 M WNF 2004-08-13 2004-09-07 No
## 463 464 Los Angeles 48 F WNF 2004-08-27 2004-09-21 No
## 464 465 Los Angeles 14 M Unknown 2004-08-19 2004-09-09 <NA>
## 465 466 Los Angeles 50 M WNF 2004-08-19 2004-09-09 No
## 466 467 Los Angeles 65 M WNF 2004-08-13 2004-09-09 No
## 467 468 Los Angeles 34 M WNF 2004-08-15 2004-09-07 No
## 468 469 Los Angeles 91 F WNF 2004-08-23 2004-09-10 No
## 469 470 Los Angeles 65 M WNF 2004-07-24 2004-09-10 No
## 470 471 Los Angeles 43 M WNF 2004-08-16 2004-09-10 No
## 471 472 Los Angeles 91 M WNF 2004-08-27 2004-09-10 No
## 472 473 Los Angeles 62 M WNF 2004-08-16 2004-09-07 No
## 473 474 Orange 30 M Unknown 2004-08-19 2004-09-09 <NA>
## 474 475 Orange 74 M WNND 2004-08-30 2004-09-10 No
## 475 476 Riverside 52 M WNF 2004-08-19 2004-09-09 No
## 476 477 Riverside 55 M WNF 2004-08-20 2004-09-10 No
## 477 478 Los Angeles 57 M WNF 2004-07-22 2004-08-12 No
## 478 479 Orange 61 M Unknown 2004-08-19 2004-09-09 No
## 479 480 Butte 57 F Unknown 2004-08-24 2004-09-14 <NA>
## 480 481 San Bernardino 52 M WNF 2004-07-29 2004-09-13 No
## 481 482 San Bernardino 83 M WNND 2004-06-25 2004-09-13 No
## 482 483 San Bernardino 46 F WNF 2004-08-08 2004-09-13 No
## 483 484 San Bernardino 16 F WNF 2004-07-14 2004-09-13 No
## 484 485 San Bernardino 47 F WNND 2004-08-09 2004-09-13 No
## 485 486 San Bernardino 60 F WNF 2004-08-03 2004-09-13 No
## 486 487 San Bernardino 52 M WNND 2004-07-29 2004-09-13 No
## 487 488 Los Angeles 61 M WNND 2004-09-07 2004-09-14 No
## 488 489 Los Angeles 6 M WNND 2004-08-28 2004-09-16 No
## 489 490 Los Angeles 61 M WNF 2004-08-15 2004-09-16 No
## 490 491 Los Angeles 80 M WNND 2004-08-21 2004-09-16 Yes
## 491 492 Los Angeles 46 M WNND 2004-09-07 2004-09-16 No
## 492 493 Los Angeles 83 F WNF 2004-08-15 2004-09-16 No
## 493 494 Los Angeles 56 M WNF 2004-08-23 2004-09-16 No
## 494 495 Los Angeles 80 F WNND 2004-09-03 2004-09-16 No
## 495 496 Los Angeles 71 M WNND 2004-08-26 2004-09-16 No
## 496 497 Los Angeles 81 <NA> Unknown 2004-08-26 2004-09-16 No
## 497 498 Los Angeles 55 M WNF 2004-07-16 2004-09-16 No
## 498 499 Los Angeles 77 M WNND 2004-08-22 2004-09-16 No
## 499 500 Los Angeles 41 F WNF 2004-07-23 2004-09-16 No
## 500 501 Los Angeles 55 F WNF 2004-07-04 2004-09-09 No
## 501 502 Los Angeles 45 M Unknown 2004-08-20 2004-09-10 <NA>
## 502 503 Riverside 38 M WNF 2004-08-20 2004-09-13 No
## 503 504 Riverside 47 F WNF 2004-09-05 2004-09-13 No
## 504 505 Orange 49 M Unknown 2004-08-17 2004-09-07 <NA>
## 505 506 Los Angeles 74 F Unknown 2004-08-26 2004-09-16 No
## 506 507 Los Angeles 70 M Unknown 2004-08-26 2004-09-16 <NA>
## 507 508 Los Angeles 47 M Unknown 2004-08-26 2004-09-16 <NA>
## 508 509 Santa Clara 50 M WNF 2004-08-24 2004-09-16 No
## 509 510 Shasta 63 M Unknown 2004-07-28 2004-09-15 No
## 510 511 Riverside 72 F WNF 2004-08-27 2004-09-17 No
## 511 512 Riverside 61 M WNF 2004-08-13 2004-09-17 No
## 512 513 Riverside 50 F WNF 2004-08-27 2004-09-17 No
## 513 514 Orange 57 F WNF 2004-08-15 2004-09-17 No
## 514 515 Orange 60 F WNF 2004-08-28 2004-09-17 No
## 515 516 Kern 35 F WNF 2004-08-28 2004-09-17 No
## 516 517 Kern 58 F WNF 2004-08-25 2004-09-17 No
## 517 518 Kern 26 F WNF 2004-08-18 2004-09-17 No
## 518 519 Tehama 35 M Unknown 2004-08-27 2004-09-17 <NA>
## 519 520 Sn Luis Obispo 30 M WNND 2004-08-27 2004-09-17 No
## 520 521 Los Angeles 47 M WNND 2004-08-31 2004-09-17 No
## 521 522 Los Angeles 78 M WNF 2004-08-28 2004-09-17 No
## 522 523 Los Angeles 33 M WNND 2004-09-04 2004-09-17 No
## 523 524 Los Angeles 60 M Unknown 2004-08-27 2004-09-17 <NA>
## 524 525 Los Angeles 60 M WNF 2004-08-30 2004-09-17 No
## 525 526 Los Angeles 74 F WNF 2004-08-10 2004-09-17 No
## 526 527 San Bernardino 44 M WNF 2004-07-24 2004-09-17 No
## 527 528 San Bernardino 84 M Unknown 2004-07-20 2004-09-17 No
## 528 529 San Bernardino 68 F WNF 2004-09-05 2004-09-17 No
## 529 530 San Bernardino 52 M WNF 2004-08-09 2004-09-17 No
## 530 531 Riverside 67 M WNND 2004-08-27 2004-09-17 No
## 531 532 Riverside 57 F WNF 2004-08-27 2004-09-17 No
## 532 533 San Bernardino 41 F WNF 2004-07-17 2004-09-20 No
## 533 534 San Bernardino 46 M WNF 2004-08-15 2004-09-20 No
## 534 535 San Bernardino 73 F WNND 2004-08-19 2004-09-20 Yes
## 535 536 San Bernardino 60 F WNND 2004-09-02 2004-09-20 No
## 536 537 San Bernardino 48 F WNF 2004-07-30 2004-09-20 No
## 537 538 San Bernardino 41 F WNF 2004-07-14 2004-09-20 No
## 538 539 Orange 64 F Unknown 2004-09-01 2004-09-22 <NA>
## 539 540 Orange 26 M WNND 2004-09-01 2004-09-22 Yes
## 540 541 Orange 70 F Unknown 2004-09-01 2004-09-22 <NA>
## 541 542 Riverside 49 F WNF 2004-09-15 2004-09-21 No
## 542 543 Riverside 52 M WNF 2004-08-22 2004-09-21 No
## 543 544 Riverside 4 M WNND 2004-07-23 2004-09-21 No
## 544 545 Los Angeles 50 F Unknown 2004-08-31 2004-09-21 No
## 545 546 Los Angeles 59 F WNF 2004-08-31 2004-09-21 No
## 546 547 Los Angeles 43 F WNF 2004-08-29 2004-09-21 No
## 547 548 Los Angeles 55 M WNF 2004-08-16 2004-09-21 No
## 548 549 Los Angeles 6 M WNF 2004-08-30 2004-09-21 No
## 549 550 Los Angeles 45 F WNF 2004-08-16 2004-09-21 No
## 550 551 Los Angeles 47 F WNF 2004-09-07 2004-09-22 No
## 551 552 Los Angeles 44 M WNND 2004-09-03 2004-09-22 No
## 552 553 Los Angeles 55 M WNF 2004-09-02 2004-09-22 No
## 553 554 Los Angeles 37 F WNF 2004-09-09 2004-09-23 No
## 554 555 Los Angeles 89 M WNND 2004-09-16 2004-09-23 No
## 555 556 Los Angeles 73 M WNF 2004-09-13 2004-09-23 No
## 556 557 Los Angeles 47 F WNND 2004-08-21 2004-09-23 No
## 557 558 San Bernardino 54 M WNF 2004-08-10 2004-09-21 No
## 558 559 Riverside 56 M Unknown 2004-08-31 2004-09-21 No
## 559 560 Kern 27 F WNF 2004-09-07 2004-09-22 No
## 560 561 Kern 63 M WNF 2004-08-30 2004-09-22 No
## 561 562 Kern 80 F WNND 2004-08-31 2004-09-21 No
## 562 563 Shasta 1 <NA> WNND 2004-09-15 2004-09-23 No
## 563 564 Glenn NA M WNF 2004-09-03 2004-09-24 No
## 564 565 Tehama 28 M Unknown 2004-09-03 2004-09-24 <NA>
## 565 566 Butte 72 M Unknown 2004-09-01 2004-09-22 <NA>
## 566 567 Fresno 47 M Unknown 2004-09-03 2004-09-24 <NA>
## 567 568 Riverside 51 M WNF 2004-09-03 2004-09-24 No
## 568 569 Los Angeles 48 F WNND 2004-09-14 2004-09-27 No
## 569 570 Los Angeles 71 M WNND 2004-09-19 2004-09-27 No
## 570 571 Los Angeles 88 M WNND 2004-08-24 2004-09-24 No
## 571 572 Los Angeles 64 M WNF 2004-07-24 2004-09-24 No
## 572 573 Los Angeles 59 M WNND 2004-08-25 2004-09-24 No
## 573 574 Los Angeles 62 M WNF 2004-09-03 2004-09-24 No
## 574 575 Orange 67 F Unknown 2004-09-01 2004-09-22 <NA>
## 575 576 Orange 36 M WNF 2004-09-07 2004-09-24 No
## 576 577 Orange 89 F WNND 2004-09-03 2004-09-24 No
## 577 578 Ventura 43 M WNF 2004-09-03 2004-09-24 No
## 578 579 Kern 50 M WNND 2004-08-29 2004-09-24 No
## 579 580 Kern 63 M WNF 2004-09-11 2004-09-24 No
## 580 581 San Bernardino 60 F WNND 2004-08-26 2004-09-22 No
## 581 582 San Bernardino 12 M WNND 2004-06-27 2004-09-27 No
## 582 583 San Bernardino 76 M WNF 2004-08-11 2004-09-27 No
## 583 584 Tehama 42 M Unknown 2004-09-07 2004-09-28 No
## 584 585 Tehama 52 M Unknown 2004-09-07 2004-09-28 <NA>
## 585 586 Riverside 15 M WNND 2004-08-21 2004-09-27 No
## 586 587 Kern 31 F WNND 2004-09-10 2004-09-24 No
## 587 588 Los Angeles 66 F Unknown 2004-08-16 2004-09-30 Yes
## 588 589 Los Angeles 42 F WNF 2004-09-13 2004-09-28 No
## 589 590 Los Angeles 57 M WNND 2004-09-22 2004-09-30 No
## 590 591 Los Angeles 82 M WNND 2004-09-22 2004-09-30 No
## 591 592 Los Angeles 61 F WNF 2004-09-01 2004-09-30 No
## 592 593 Los Angeles 65 M WNND 2004-09-12 2004-09-30 No
## 593 594 Orange 48 F WNF 2004-09-07 2004-09-28 No
## 594 595 Los Angeles 36 F WNF 2004-09-17 2004-10-04 No
## 595 596 Fresno 54 M WNND 2004-09-18 2004-10-01 No
## 596 597 Orange 83 F WNND 2004-08-25 2004-10-01 Yes
## 597 598 San Bernardino 20 F WNF 2004-09-01 2004-10-01 No
## 598 599 Kern 42 M WNF 2004-09-08 2004-10-01 No
## 599 600 Kern 61 F WNF 2004-08-28 2004-10-01 No
## 600 601 Kern 61 F WNF 2004-08-24 2004-10-01 No
## 601 602 Kern 55 M WNF 2004-08-24 2004-10-01 No
## 602 603 Kern 53 M WNF 2004-09-02 2004-10-01 No
## 603 604 Kern 28 F WNF 2004-09-09 2004-09-30 No
## 604 605 San Bernardino 62 F WNND 2004-09-19 2004-10-06 No
## 605 606 Riverside 73 M WNF 2004-09-09 2004-09-30 No
## 606 607 Riverside 47 F WNF 2004-09-09 2004-09-30 No
## 607 608 Riverside 72 M WNF 2004-09-09 2004-09-30 No
## 608 609 Los Angeles 81 F WNF 2004-09-02 2004-09-30 No
## 609 610 Los Angeles 82 M WNF 2004-08-31 2004-09-30 No
## 610 611 Los Angeles 30 M WNF 2004-09-13 2004-09-30 No
## 611 612 Los Angeles 49 F WNF 2004-09-13 2004-10-04 No
## 612 613 Los Angeles 49 M WNND 2004-09-04 2004-10-04 No
## 613 614 Los Angeles 68 M WNND 2004-09-18 2004-10-04 No
## 614 615 Los Angeles 61 M WNF 2004-09-02 2004-10-04 No
## 615 616 Los Angeles 48 M WNF 2004-09-01 2004-10-04 No
## 616 617 Los Angeles 80 F WNF 2004-09-10 2004-10-04 No
## 617 618 Los Angeles 53 M WNF 2004-09-01 2004-09-30 No
## 618 619 Sacramento 75 M WNND 2004-09-02 2004-10-04 No
## 619 620 Placer 56 M Unknown 2004-09-20 2004-10-04 No
## 620 621 Orange 49 M WNF 2004-09-01 2004-09-15 No
## 621 622 Los Angeles 38 M Unknown 2004-09-14 2004-10-05 No
## 622 623 Orange 78 F WNND 2004-09-15 2004-10-05 No
## 623 624 Orange 70 M WNND 2004-09-16 2004-10-05 No
## 624 625 Orange 57 F WNF 2004-09-10 2004-10-06 No
## 625 626 Orange 37 M WNF 2004-09-14 2004-10-05 No
## 626 627 Orange 62 M WNF 2004-09-19 2004-10-05 No
## 627 628 Butte 19 F Unknown 2004-09-01 2004-10-05 No
## 628 629 Kern 68 M WNND 2004-09-23 2004-10-05 No
## 629 630 Kern 51 F WNF 2004-09-05 2004-10-05 No
## 630 631 Kern 26 F WNF 2004-09-20 2004-09-30 No
## 631 632 Los Angeles 73 M WNF 2004-09-19 2004-10-05 No
## 632 634 Los Angeles 27 M Unknown 2004-09-14 2004-10-05 <NA>
## 633 635 Los Angeles 76 F WNND 2004-09-14 2004-10-05 No
## 634 636 Los Angeles 94 M WNND 2004-08-11 2004-10-05 Yes
## 635 637 Los Angeles 58 M WNF 2004-08-28 2004-10-05 No
## 636 638 Los Angeles 40 M Unknown 2004-09-14 2004-10-05 <NA>
## 637 639 Los Angeles 40 M Unknown 2004-09-14 2004-10-05 <NA>
## 638 640 Los Angeles 79 M Unknown 2004-09-14 2004-10-05 <NA>
## 639 641 Los Angeles 47 M Unknown 2004-09-14 2004-10-05 No
## 640 642 Kern 30 F WNND 2004-09-12 2004-10-07 No
## 641 643 Kern 79 M WNF 2004-09-19 2004-10-07 No
## 642 644 Kern 51 F WNF 2004-09-14 2004-10-07 No
## 643 645 Kern 47 F WNF 2004-08-29 2004-10-07 No
## 644 646 Kern 61 F WNF 2004-09-06 2004-10-07 No
## 645 647 Kern 22 F WNF 2004-08-27 2004-10-07 No
## 646 648 Los Angeles 11 M WNF 2004-09-28 2004-10-07 No
## 647 649 Los Angeles 44 M WNND 2004-09-12 2004-10-07 No
## 648 650 Los Angeles 62 F Unknown 2004-09-16 2004-10-07 No
## 649 651 Los Angeles 59 M WNF 2004-09-22 2004-10-08 No
## 650 652 Orange 76 F WNF 2004-09-28 2004-10-08 No
## 651 653 Orange 75 M Unknown 2004-09-22 2004-10-08 No
## 652 654 Orange 79 M WNND 2004-09-17 2004-10-08 No
## 653 655 Riverside 46 M WNF 2004-09-17 2004-10-08 No
## 654 656 Orange 54 F WNND 2004-08-28 2004-10-07 No
## 655 657 Orange 52 F WNF 2004-09-16 2004-10-07 No
## 656 658 Kern 55 M WNF 2004-09-16 2004-10-07 No
## 657 659 Kern 81 M Unknown 2004-09-17 2004-10-08 <NA>
## 658 660 Kern 30 M WNF 2004-09-10 2004-10-07 No
## 659 661 Riverside 15 M WNND 2004-08-29 2004-10-08 No
## 660 662 Tehama 28 M Unknown 2004-09-17 2004-10-08 No
## 661 663 Kern 60 M WNF 2004-10-03 2004-10-11 No
## 662 664 Los Angeles 60 F Unknown 2004-09-16 2004-10-08 No
## 663 665 Los Angeles 55 F Unknown 2004-09-17 2004-10-08 <NA>
## 664 666 Kern 35 M WNND 2004-09-19 2004-10-11 No
## 665 667 Kern 45 M WNF 2004-10-01 2004-10-11 No
## 666 668 Kern 76 F WNND 2004-09-22 2004-10-11 Yes
## 667 669 San Joaquin 74 M WNF 2004-09-27 2004-10-12 No
## 668 670 San Joaquin 73 F WNF 2004-09-27 2004-10-12 No
## 669 671 Tehama 85 M Unknown 2004-09-08 2004-10-13 No
## 670 672 Kern 31 M WNF 2004-09-02 2004-10-13 No
## 671 673 Kern 18 M WNF 2004-09-07 2004-10-13 No
## 672 674 Orange 54 M Unknown 2004-09-22 2004-10-13 <NA>
## 673 675 Orange 43 F WNND 2004-09-23 2004-10-13 No
## 674 676 Riverside 49 F WNF 2004-09-22 2004-10-13 No
## 675 677 San Bernardino 67 M WNF 2004-09-26 2004-10-13 No
## 676 678 San Bernardino 56 M WNND 2004-09-21 2004-10-13 No
## 677 679 San Bernardino 45 F WNF 2004-08-30 2004-10-13 No
## 678 680 Los Angeles 24 F WNND 2004-09-26 2004-10-12 No
## 679 681 Los Angeles 34 F Unknown 2004-09-22 2004-10-13 <NA>
## 680 682 Los Angeles 77 M Unknown 2004-09-22 2004-10-13 Yes
## 681 683 Los Angeles 36 M Unknown 2004-09-22 2004-10-13 <NA>
## 682 684 Los Angeles 50 F Unknown 2004-09-22 2004-10-13 <NA>
## 683 685 Los Angeles 72 F Unknown 2004-09-22 2004-10-13 <NA>
## 684 686 Los Angeles 54 M Unknown 2004-09-22 2004-10-13 <NA>
## 685 687 Orange 70 M WNND 2004-08-18 2004-10-13 Yes
## 686 688 Orange 43 M WNND 2004-09-24 2004-10-15 <NA>
## 687 689 Orange 53 M Unknown 2004-09-24 2004-10-15 <NA>
## 688 690 Orange 60 M Unknown 2004-09-24 2004-10-15 <NA>
## 689 691 Orange 64 F Unknown 2004-09-24 2004-10-15 <NA>
## 690 692 Butte 79 M Unknown 2004-09-22 2004-10-13 <NA>
## 691 693 Glenn NA M WNF 2004-09-24 2004-10-15 No
## 692 694 Los Angeles 46 F Unknown 2004-09-23 2004-10-14 No
## 693 695 Los Angeles 49 M Unknown 2004-09-23 2004-10-14 No
## 694 696 Los Angeles 81 M WNF 2004-09-30 2004-10-15 No
## 695 697 Los Angeles 48 M Unknown 2004-09-24 2004-10-15 <NA>
## 696 698 Los Angeles 79 M Unknown 2004-09-24 2004-10-15 <NA>
## 697 699 Los Angeles 82 M Unknown 2004-09-24 2004-10-15 <NA>
## 698 700 Los Angeles 51 F Unknown 2004-09-24 2004-10-15 <NA>
## 699 701 Kern 53 F WNF 2004-09-14 2004-10-19 No
## 700 702 Shasta 93 M Unknown 2004-09-15 2004-10-13 No
## 701 703 Shasta 20 F Unknown 2004-09-22 2004-10-15 No
## 702 704 Shasta 69 F Unknown 2004-09-08 2004-10-19 No
## 703 705 Lake 62 F WNF 2004-09-01 2004-10-19 No
## 704 706 Orange 53 M Unknown 2004-09-24 2004-10-15 <NA>
## 705 707 Orange 35 M Unknown 2004-09-28 2004-10-19 <NA>
## 706 708 Los Angeles 52 M WNF 2004-09-29 2004-10-20 No
## 707 709 Los Angeles 54 M Unknown 2004-09-28 2004-10-19 <NA>
## 708 710 Fresno 43 F Unknown 2004-09-28 2004-10-19 <NA>
## 709 711 Tulare 46 F Unknown 2004-09-22 2004-10-13 <NA>
## 710 712 Riverside 46 M WNF 2004-09-30 2004-10-21 No
## 711 713 Kern 74 M WNF 2004-06-28 2004-10-25 No
## 712 714 Kern 53 M WNF 2004-09-25 2004-10-25 No
## 713 715 Kern 44 M WNF 2004-09-18 2004-10-25 No
## 714 716 Kern 7 M WNND 2004-10-08 2004-10-25 No
## 715 717 Kern 63 M WNND 2004-09-21 2004-10-25 No
## 716 718 Riverside 78 M WNND 2004-08-02 2004-10-27 No
## 717 719 Riverside 47 F WNND 2004-07-26 2004-10-27 No
## 718 720 Riverside 34 M WNND 2004-07-21 2004-10-27 No
## 719 721 Riverside 62 M WNF 2004-08-27 2004-10-27 No
## 720 722 Riverside 52 M WNF 2004-07-08 2004-10-27 No
## 721 723 Riverside 41 F WNF 2004-07-19 2004-10-27 No
## 722 724 Riverside 43 F WNND 2004-07-26 2004-10-27 No
## 723 725 Los Angeles 61 M Unknown 2004-10-07 2004-10-28 No
## 724 726 Los Angeles 42 F Unknown 2004-10-07 2004-10-28 No
## 725 727 Los Angeles 46 F Unknown 2004-10-07 2004-10-28 No
## 726 728 Kern 27 M WNF 2004-10-04 2004-11-01 No
## 727 729 Kern 83 F WNND 2004-10-11 2004-11-01 No
## 728 730 Los Angeles 76 M WNF 2004-10-25 2004-11-01 No
## 729 731 Los Angeles 48 M Unknown 2004-10-11 2004-11-01 No
## 730 732 Los Angeles 51 M Unknown 2004-10-11 2004-11-01 No
## 731 733 San Bernardino 42 M WNF 2004-08-15 2004-11-01 No
## 732 734 Glenn NA M Unknown 2004-10-13 2004-11-03 Yes
## 733 735 Los Angeles 66 M WNND 2004-10-15 2004-11-02 No
## 734 736 Los Angeles 71 M WNND 2004-10-13 2004-11-03 Yes
## 735 737 Orange 68 F WNND 2004-09-12 2004-11-04 No
## 736 738 Sacramento 71 M WNND 2004-10-10 2004-11-05 No
## 737 739 Los Angeles 49 F WNF 2004-08-15 2004-11-08 No
## 738 740 Los Angeles 70 F WNF 2004-08-02 2004-11-08 No
## 739 741 Los Angeles 25 M Unknown 2004-08-08 2004-09-07 No
## 740 742 Los Angeles 82 F Unknown 2004-09-16 2004-10-07 <NA>
## 741 743 Los Angeles 13 F Unknown 2004-09-16 2004-10-07 <NA>
## 742 744 Los Angeles 60 F Unknown 2004-09-22 2004-10-13 <NA>
## 743 745 Kern 46 M WNND 2004-08-27 2004-10-13 No
## 744 746 San Bernardino 77 F WNF 2004-07-28 2004-11-10 No
## 745 747 San Bernardino 56 M WNF 2004-07-15 2004-11-10 No
## 746 748 San Diego 5 M WNND 2004-10-14 2004-11-05 No
## 747 749 Fresno 34 M Unknown 2004-10-22 2004-11-12 <NA>
## 748 750 San Bernardino 84 F WNF 2004-10-25 2004-11-15 No
## 749 751 Orange 54 M WNF 2004-08-12 2004-09-02 No
## 750 752 Riverside 53 F WNF 2004-10-28 2004-11-18 No
## 751 753 Riverside 67 M WNND 2004-08-01 2004-11-18 No
## 752 754 Sacramento 23 M Unknown 2004-10-28 2004-11-19 No
## 753 755 San Bernardino 48 F WNF 2004-07-21 2004-11-23 No
## 754 756 Kern 55 F WNF 2004-08-23 2004-11-29 No
## 755 757 Los Angeles 69 F Unknown 2004-10-29 2004-11-19 <NA>
## 756 758 Los Angeles 33 F Unknown 2004-11-08 2004-11-29 No
## 757 759 San Bernardino 46 F WNF 2004-07-29 2004-11-29 No
## 758 760 Riverside 42 M WNF 2004-11-08 2004-11-29 No
## 759 761 Los Angeles 49 F Unknown 2004-11-08 2004-11-29 <NA>
## 760 762 Los Angeles 42 M Unknown 2004-11-08 2004-11-29 <NA>
## 761 763 San Bernardino 49 M WNF 2004-08-18 2004-11-29 No
## 762 764 San Bernardino 71 M WNF 2004-07-18 2004-11-29 No
## 763 765 Riverside 52 M WNF 2004-10-30 2004-12-02 No
## 764 766 Orange 40 M WNND 2004-11-12 2004-12-03 No
## 765 767 Los Angeles 38 F Unknown 2004-11-12 2004-12-03 <NA>
## 766 768 Tulare 68 M Unknown 2004-10-14 2004-12-07 No
## 767 769 Orange 56 M WNF 2004-09-17 2004-09-14 No
## 768 770 Riverside 34 F WNND 2004-09-06 2004-09-15 No
## 769 771 San Bernardino 50 F WNF 2004-07-28 2004-11-24 No
## 770 772 Los Angeles 72 M WNND 2004-09-15 2004-09-28 No
## 771 773 Riverside 42 M WNND 2004-07-26 2004-08-13 No
## 772 774 Riverside 43 M WNND 2004-08-02 2004-08-13 No
## 773 775 San Bernardino 26 M WNND 2004-07-22 2004-08-12 No
## 774 776 San Bernardino 61 F WNND 2004-08-19 2004-08-25 No
## 775 777 Riverside 45 M WNF 2004-07-26 2005-01-21 No
## 776 778 Los Angeles 50 F WNND 2004-08-07 2004-08-25 No
## 777 779 Orange 51 F WNF 2004-08-10 2004-08-19 No
## 778 780 Los Angeles 67 M Unknown 2004-10-15 2005-02-04 No
## 779 781 Los Angeles 78 M Unknown 2005-02-02 2005-02-23 No
## Age.centered agecat onset.julian test.julian length.julian
## 1 -12.2923674 40-49 12557 12571 14
## 2 11.7076326 60-69 12560 12585 25
## 3 -33.2923674 10-19 12560 12585 25
## 4 -40.2923674 10-19 12554 12585 31
## 5 -40.2923674 10-19 12552 12585 33
## 6 -35.2923674 10-19 12576 12586 10
## 7 8.7076326 60-69 12578 12587 9
## 8 21.7076326 70-79 12583 12591 8
## 9 18.7076326 70-79 12578 12593 15
## 10 -26.2923674 20-29 12582 12593 11
## 11 7.7076326 60-69 12577 12594 17
## 12 31.7076326 80+ 12583 12601 18
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## 14 -2.2923674 50-59 12590 12604 14
## 15 -9.2923674 40-49 12591 12604 13
## 16 -0.2923674 50-59 12579 12605 26
## 17 -37.2923674 10-19 12599 12607 8
## 18 0.7076326 50-59 12597 12608 11
## 19 -30.2923674 20-29 12597 12608 11
## 20 23.7076326 70-79 12593 12608 15
## 21 -9.2923674 40-49 12590 12612 22
## 22 -0.2923674 50-59 12590 12612 22
## 23 -17.2923674 30-39 12582 12613 31
## 24 31.7076326 80+ 12602 12613 11
## 25 17.7076326 70-79 12594 12615 21
## 26 6.7076326 50-59 12601 12615 14
## 27 6.7076326 50-59 12600 12615 15
## 28 19.7076326 70-79 12603 12615 12
## 29 -17.2923674 30-39 12604 12619 15
## 30 16.7076326 60-69 12604 12619 15
## 31 19.7076326 70-79 12597 12619 22
## 32 -26.2923674 20-29 12597 12619 22
## 33 -15.2923674 30-39 12590 12620 30
## 34 -22.2923674 30-39 12602 12620 18
## 35 4.7076326 50-59 12591 12620 29
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## 38 -17.2923674 30-39 12606 12621 15
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## 40 -6.2923674 40-49 12603 12621 18
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## 45 -9.2923674 40-49 12605 12613 8
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## 72 -4.2923674 40-49 12614 12633 19
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## 77 -22.2923674 30-39 12611 12633 22
## 78 7.7076326 60-69 12615 12633 18
## 79 5.7076326 50-59 12603 12634 31
## 80 -28.2923674 20-29 12627 12634 7
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## 82 -4.2923674 40-49 12621 12634 13
## 83 -9.2923674 40-49 12619 12635 16
## 84 -11.2923674 40-49 12623 12635 12
## 85 0.7076326 50-59 12590 12635 45
## 86 -12.2923674 40-49 12618 12635 17
## 87 -18.2923674 30-39 12588 12635 47
## 88 20.7076326 70-79 12626 12635 9
## 89 24.7076326 70-79 12627 12635 8
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## 93 -24.2923674 20-29 12630 12635 5
## 94 -33.2923674 10-19 12628 12635 7
## 95 19.7076326 70-79 12629 12635 6
## 96 21.7076326 70-79 12604 12641 37
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## 98 -27.2923674 20-29 12608 12634 26
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## 101 -11.2923674 40-49 12620 12636 16
## 102 -4.2923674 40-49 12609 12636 27
## 103 -28.2923674 20-29 12624 12639 15
## 104 1.7076326 50-59 12615 12639 24
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## 106 -6.2923674 40-49 12614 12639 25
## 107 -0.2923674 50-59 12597 12639 42
## 108 -17.2923674 30-39 12627 12639 12
## 109 1.7076326 50-59 12629 12639 10
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## 111 -28.2923674 20-29 12626 12640 14
## 112 -1.2923674 50-59 12628 12640 12
## 113 36.7076326 80+ 12629 12640 11
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## 115 11.7076326 60-69 12632 12640 8
## 116 32.7076326 80+ 12611 12640 29
## 117 13.7076326 60-69 12634 12640 6
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## 119 -4.2923674 40-49 12625 12640 15
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## 161 -29.2923674 20-29 12627 12642 15
## 162 -20.2923674 30-39 12637 12643 6
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## 193 7.7076326 60-69 12639 12648 9
## 194 20.7076326 70-79 12627 12648 21
## 195 10.7076326 60-69 12635 12648 13
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## 213 -9.2923674 40-49 12631 12648 17
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## 219 20.7076326 70-79 12632 12648 16
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## 232 -5.2923674 40-49 12636 12649 13
## 233 31.7076326 80+ 12634 12649 15
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sink()