diff --git a/Artifacts.toml b/Artifacts.toml
index e69de29..231cfca 100755
--- a/Artifacts.toml
+++ b/Artifacts.toml
@@ -0,0 +1,15 @@
+[dfA]
+git-tree-sha1 = "18dbb96374d0c3cf4264ab69419a59cf3aed232e"
+
+    [[dfA.download]]
+    url = "https://raw.githubusercontent.com/jw2249a/FastLink.jl/main/test/dfA.tar.gz"
+    sha256 = "b3b6f01db6d4ff52320e99c7cb463fa05b7bfe88cdb84fda3956cdd488bb5390"
+
+[dfB]
+git-tree-sha1 = "11d7a35c3f453ae31e76a5d4143da07a70dd69a3"
+
+    [[dfB.download]]
+    url = "https://raw.githubusercontent.com/jw2249a/FastLink.jl/main/test/dfB.tar.gz"
+    sha256 = "c9c242667ee6a1dfe3c824d1053d035e1a7808ea8a4a0427b5cdd8dde3f8c49e"
+
+
diff --git a/misc/create_artifacts.jl b/misc/create_artifacts.jl
new file mode 100755
index 0000000..1a42a9c
--- /dev/null
+++ b/misc/create_artifacts.jl
@@ -0,0 +1,11 @@
+using SHA, Inflate, Tar
+fileA = "test/dfA.tar.gz"
+fileB = "test/dfB.tar.gz"
+
+println("sha256 = ", bytes2hex(open(sha256, fileA)))
+println("git-tree-sha1 = ", Tar.tree_hash(IOBuffer(inflate_gzip(fileA))))
+
+println("sha256 = ", bytes2hex(open(sha256, fileB)))
+println("git-tree-sha1 = ", Tar.tree_hash(IOBuffer(inflate_gzip(fileB))))
+
+
diff --git a/test/dfA.csv b/test/dfA.csv
deleted file mode 100755
index 8143de2..0000000
--- a/test/dfA.csv
+++ /dev/null
@@ -1,501 +0,0 @@
-"firstname","middlename","lastname","housenum","streetname","city","birthyear"
-"daniel","joseph","secuya","1564"," fairview ct","Oakland",1957
-"david","marion","motakabbir","6909"," shepherd ave apt 4","Oakland",1971
-"joseph","aaron","joseph","4547"," piedmont ave","Castro Valley",1948
-"joseph","clyde","mcnulty","30436"," 49th ave","Castro Valley",1961
-"akensheye","nguyen","paniagua chavez","6967"," glenwood dr","Oakland",1972
-"john",NA,"bozman","6363"," nabor st","Livermore",1951
-"kenneth",NA,"fernandez","1226"," halliday ave","San Leandro",1989
-"james",NA,"everett","4763"," 8th st apt 203","Union City",1980
-"clifford","felix","liang","2016"," kains ave","Oakland",1945
-"eli","kim","battaglia","3263"," e 12th st apt 204","Dublin",1946
-"hasan","edward","randolph","4457"," greenwood rd","Hayward",1996
-"auggie","marc","chern","1470"," james ave","Hayward",1972
-"hernan","walter","williams","3750"," melbourne ave","Oakland",1953
-"alberto","gregory","eason","1720"," n moray st","Hayward",1927
-"jose","matthew","daluraya","2562"," princeton st","Alameda",1925
-"gary","j","reyes","320"," sunnyhills rd","Oakland",1980
-"jorar","arturo","carnahan","540"," 64th ave","Oakland",1924
-"david","k","simmons","45909"," winnipeg grn","Oakland",1988
-"allan","chuoju","mclaughlin","3615"," shady hollow dr","Castro Valley",1919
-"colin","amilcar","lopez","21239"," duval ln","Oakland",1952
-"jason","george","seshadri","25272"," whipple rd","Berkeley",1998
-"dingkuo","edwin","parrish","11"," newbury st apt c","Oakland",1938
-"jew","rody","chaney","6235"," pierce st apt 3203","San Leandro",1994
-"david","allen","eccleston","41667"," sheldon cir","Berkeley",1992
-"allister","lester","akande","106"," nebo dr","San Leandro",1939
-"aaron","eckford","walker","6226"," blossom way","San Leandro",1919
-"kevin","w","furumoto","2650"," vermont st apt 218","Livermore",1937
-"jason",NA,"suydam",NA," gilman st","Livermore",1961
-"alexander",NA,"kim","16665"," buren pl","Oakland",1995
-"bradly",NA,"johnson","817"," port sailwood dr","Berkeley",1986
-"kaiso",NA,"raab","1201"," tan oak dr","Berkeley",1986
-"joseph","r","stringfield","18610"," glendale ave","Fremont",1939
-"aris","a","knorp","3294"," deauville park ct","Fremont",1995
-"aaron","singh","edwards","1254"," mountain view ave","Union City",1969
-"aloyd",NA,"martins","2762"," 63rd ave","Fremont",1962
-"joshua","raymond","harrity","4850"," linwood ct","Fremont",1940
-"kenneth","daniel","ruban","4487"," oxford st apt b","Alameda",1994
-"david",NA,"johnson","5300"," kilkenny pl","Oakland",1960
-"allen","ramon","jimenez","873"," lancaster rd","Castro Valley",1982
-"daniel","dalton","leonardo","1290"," cheney ln","Hayward",1925
-"harold","robert","travillian","6560"," vine st","Oakland",1947
-"kevin","a","moncada","15313"," parkside dr","Fremont",1980
-"drew","scott","chinn","7135"," lucien way","Fremont",1952
-"david","edward","mclean","3332"," altamont ave","San Leandro",1941
-"david","m","watson","6029"," clarke st","Fremont",1936
-"isher","aaron","sale","5018"," e 21st st","Alameda",1953
-"jonathan","michael","howard","3646"," longridge rd","Union City",1986
-"charles","frederick","radonich","414"," cabral dr","Oakland",1981
-"donald",NA,"castagnoli","1544"," via alamitos","Castro Valley",1944
-"kele","lee","geary","908"," newark blvd","Oakland",1954
-"anthony","j","anderson","45269"," 87th ave","Fremont",1940
-"johnie","gibbons","lash","120"," college ave","Oakland",1990
-"david","robert","brownlow","180"," neptune dr","Newark",1976
-"jose","l","young","610"," hilldale ave","Livermore",1918
-"an",NA,"yu","1115"," tacoma cmn","Union City",1926
-"brett","walter","kwok","2215"," bonfield ct","San Leandro",1976
-"angus","joseph","sue","3524"," yale dr","Fremont",1944
-"jesse","j","glasgow","1325"," tompkins ave","Oakland",1980
-"christopher","thomas","bumann","38982"," rhoda ct","Oakland",1935
-"kent","john","timm","39077"," mendocino ave","Hayward",1960
-"brian","allen","hartman","2471"," peralta st","Alameda",1927
-"james",NA,"tefera","2736"," callan ave apt 314","Fremont",1918
-"kevin","k","haug","1013"," meekland ave","Alameda",1997
-"clarence","m","bailey","1600"," woolsey st","Livermore",1928
-"brandon","banner","music","7710"," laverne dr","Oakland",1957
-"gaurav","michael","taylor","1841"," alvarado niles rd apt 211","Union City",1981
-"john","christopher","salch","426"," 63rd st","Oakland",1966
-"gregory","samanieg","tsai","2101"," dixon st","Fremont",1961
-"ai","k","cook","31681"," charleston st","Berkeley",1954
-"dennis","anthony","morgan","6253"," sullivan way","Pleasanton",1962
-"alan","gallego","phillips","1815"," 9th st","Oakland",1935
-"joseph","laurance","furtado","3434"," bridgestone cir","Dublin",1987
-"alvin","a","leighton","2989"," 100th ave","Oakland",1997
-"albert","jacob","hahn","1182"," southwood dr","San Leandro",1960
-"alan","m","roberts","2828"," mayberry dr","Fremont",1981
-"david","allen","burington","38025"," columbine way","Pleasanton",1996
-"jeffrey","j","blomquist","2506"," anita ave","Castro Valley",1951
-"justin","wayne","mcdaniel","2264"," tremont st","San Leandro",1924
-"erick","herbert","tsurui","6378"," central ave apt d","Pleasanton",1971
-"john","louis","navarrete","5584"," wintergreen dr","Berkeley",1958
-"jeffrey","david","hershey","688"," mendocino ave","Berkeley",1926
-"jonathan","evan","ly","19"," moselle ct","Union City",1995
-"george",NA,"chin","126"," jennings way","Oakland",1962
-"aklilu","james","li","745"," fernwood ct","Berkeley",1940
-"justin","alan","lobo","500"," franklin st apt 1232","Oakland",1957
-"angel","e","weston","40432"," frisbie st","Dublin",1949
-"armando",NA,"chan","208"," southwind ln","San Lorenzo",1993
-"chad","d","fish","5943"," san luis rd","Castro Valley",1918
-"frank","david","fitch","2633"," wingate way","Hayward",1969
-"anthony","julian","perrone","3627"," saturn dr","Hayward",1998
-"daniel","lu","batra","3623"," prospect st apt c","San Leandro",1969
-"james",NA,"lopez","18433"," heartwood dr","Fremont",1928
-"bart","j","russ","10825"," adams st","Hayward",1959
-"james","john","banerjee","2305"," laurel st","Fremont",1948
-"daniel",NA,"ahmad","2600"," harvard way","Oakland",1940
-"jaime","pierre","delia","324"," peralta ave","Newark",1967
-"calvin","marvin","jones","15133"," oyster pond rd","Livermore",1982
-"jefferey","aaron","hernandez","11900"," brush st apt c","Dublin",1984
-"andrew",NA,"toli","2359"," eggers dr","Dublin",1977
-"jorge","a","clouse","2015"," paru st","Livermore",1931
-"gregory","k","garcia","1132"," courthouse dr","Oakland",1919
-"jorge","f","bumekpor","37107"," lucille st","Fremont",1971
-"jorge","c","johnson","6714"," selkirk st","Oakland",1981
-"jeffrey","singh","jones","3844"," mission blvd","Newark",1987
-"david",NA,"collins","44563"," solano ave","Hayward",1998
-"hy","austen","chaires","3420"," van buren st","Berkeley",1952
-"frank","timothy","miller","7100"," william dr","Hayward",1936
-"edgar",NA,"delgado","5531"," union city blvd","Dublin",1941
-"billy",NA,"love","62"," derby st","Livermore",1926
-"kang-sang",NA,"padilla","555"," quicksilver ave","Oakland",1950
-"eljer","l","murray","33151"," inyo ct","Castro Valley",1979
-"gary","raymond","lee","529"," 4th st","Emeryville",1981
-"diego","feng","moore","399"," camino del valle","Alameda",1992
-"david","singh","dhital","34315"," grove st","Castro Valley",1990
-"jonathan","joseph","jones","46800"," ambar pl","Livermore",1930
-"hien","john","lelchuk","1388"," via rosas","Fremont",1938
-"jose","dwayne","lewis","2955"," alcatraz ave apt 4","San Leandro",1961
-"clifford","lynn","goodwin","2785"," blue jay dr","Oakland",1981
-"james",NA,"ayala","1888"," sandalwood st","Pleasanton",1947
-"bruce","samuel","weikum","885"," cliffwood ave","Oakland",1946
-"kenneth","s","namayan","1335"," durant ave","Berkeley",1958
-"jong","john","santilena","23884"," hacienda ave","Albany",1998
-"john","zane","santos","401"," hilltop cres","Berkeley",1919
-"edward","charles","coakley","245"," old alameda pt","Oakland",1966
-"britt","charles","bowers","33222"," asterwood dr","Oakland",1975
-"adam","l","begin","5489"," bancroft ave","Union City",1964
-"edgar","timothy","savell","1312"," santa ray ave","Oakland",1945
-"alex","calvin","cruz","37921"," molokai cir","Oakland",1937
-"blake","kyu-jin","reeves","1580"," daisyfield dr","Oakland",1984
-"donald",NA,"king","1280"," lexington ave","Alameda",1949
-"brad","edward vincent","tong","4498"," park st apt 5","San Leandro",1998
-"fred","michael","young","20"," selby ln unit 9","Oakland",1936
-"james",NA,"kooken","4042"," wren ct","Livermore",1981
-"anthony","joseph","carbajal","22635"," arroyo dr","Oakland",1939
-"charles","f","cohen","1958"," helsinki way","Berkeley",1979
-"dustin",NA,"gallup","1719"," bay st apt 671","Oakland",1997
-"benjamin","armando","magpayo","1290"," florian st","Castro Valley",1984
-"james","david","lau","11820"," lexington st","Livermore",1971
-"joshua","franklin","pinck","365"," fleming ave","Hayward",1975
-"gabriel","robert","rios","2101"," via nube","Oakland",1956
-"anil","francis","barnes","1125"," central ave apt 117","San Leandro",1997
-"ellis","robin","sher","4344"," monterey blvd","Fremont",1922
-"frederic",NA,"reed","6855"," blossom cir","Oakland",1970
-"christopher","leroy","suzuki","3419"," hopkins st apt 1","Oakland",1948
-"arthur","mark","parker","2422"," chandler st","Fremont",1988
-"julio","william","mccaffery","32469"," jess ranch rd apt a","Union City",1935
-"andrew","mel","carlos","1354"," lincoln ave apt d","Oakland",1973
-"andre","robert","lopez","16028"," bedford dr","Hayward",1986
-"bailey","troy","castaneda","555"," harvard cmn","Newark",1960
-"jayson","paul","koo-pangburn","437"," d st","San Leandro",1943
-"jonathan","matthew","vazquez","243"," e 24th st apt 1","Livermore",1966
-"bruce","j","louie","847"," roselli dr","San Leandro",1962
-"andrew","h","salinas","742"," 159th ave","Oakland",1952
-"bradford","ben","upadhyaya","333"," 74th ave","Fremont",1950
-"charles","anthony","graves","26635"," helen ave","Hayward",1979
-"bernardo","m","gutierrez","1360"," conway ter","Hayward",1960
-"kevin","monroe","sifuentes","2546"," stevenson blvd","Hayward",1990
-"allan","thomas","urteaga","22108"," sunstar cmn","Union City",1976
-"frederick","binh","press","29396"," center st apt 6","Union City",1961
-"joseph","richard","mitchell","1616"," 65th st","Oakland",1989
-"kevin","bryant","tang","1611"," garcia ave","Albany",1958
-"edward","guenter","gray","4403"," saturn dr","Oakland",1990
-"gerald","gramonte","mcdowell","1617"," gar ter","Oakland",1935
-"fred","silva","norberto","4260"," touriga ct","Union City",1933
-"john","c","shelton","725"," 53rd st","San Leandro",1983
-"damanjit",NA,"alexis","0"," derby st apt 3","Oakland",1922
-"kenneth","f","clark","8"," w winton ave","Oakland",1945
-"gary",NA,"carter","166"," capell st","Pleasanton",1938
-"bertan","p","wu","3672"," via cordoba","Hayward",1966
-"evan",NA,"jones","3701"," overmoor st","Pleasanton",1953
-"john","brian","mayfield","4424"," sunshine ct","Berkeley",1991
-"kimyoune",NA,"strong","3739"," alline st","Fremont",1937
-"christian","henry","alvarez","735"," kinkead way apt 100","Fremont",1953
-"jonathan",NA,"searl","1138"," sherman dr","Alameda",1921
-"fu","k","morgan","763"," pimlico dr","Newark",1972
-"jose","m","feng","5611"," portage rd","Alameda",1997
-"george",NA,"galetto","411"," e 10th st","Hayward",1983
-"alexander","john","nims","15133"," encinal ave apt a","Livermore",1981
-"jan",NA,"torres","20020"," el dorado dr","Piedmont",1987
-"ellis",NA,"huffman","1721"," pleasant valley ave","Dublin",1944
-"bryan","charles","eskesen","37340"," san miguel ave","Oakland",1954
-"francesco","williams","standley","2661"," foothill blvd","Pleasanton",1930
-"alberto","douglas","johnson","6561"," violet st","Pleasanton",1957
-"hector","joseph","choi","5774"," fairview ave","Piedmont",1926
-"arnel","a","reynaud","373"," batavia ave","Oakland",1972
-"alonzo","ross","lopez olivo","2322"," 100th ave","Fremont",1973
-"ameet","l","guillory","2431"," s garden ave apt b","Fremont",1925
-"barry","dennis","jacoson","5040"," viejo way","Oakland",1988
-"edward","yang","lockwood","3295"," university ave apt 414","Berkeley",1920
-"byron",NA,"jose","8834"," emerald st","Hayward",1941
-"david","roosevelt","boles","4565"," dutton ave","Oakland",1980
-"carlos",NA,"amsbaugh","35862"," warring st","Berkeley",1960
-"james","lewis","nelson","3073"," howe st apt 311","Oakland",1968
-"alfred",NA,"gudnason","47"," lambaren ave","San Leandro",1940
-"frank","walter","holmes","1028"," applegate way","Pleasanton",1976
-"james","t","meyer","1960"," longridge rd","Castro Valley",1975
-"conor","l","diep","1850"," bernice way","Hayward",1923
-"herbert","w y","gerardo","412"," ashby ave","San Leandro",1928
-"ephraim","jonathan","otuhiva","427"," joaquin murieta ave apt e","Alameda",1998
-"chris","stewart","blackwell","6886"," via bahia","Livermore",1963
-"david","s","lang","2242"," woodgate pl","Oakland",1926
-"gilbert","cesar","parke","3839"," pacific ave apt 5","Fremont",1965
-"alton","santos","hussey","37171"," parkwood cir apt j","San Lorenzo",1999
-"darrel","thomas","hiller","1200"," ashby ave","Piedmont",1934
-"greg","sing","bartholomew","1917"," catron dr apt c","Oakland",1954
-"artemio",NA,"zmeu","29043"," norocco cir","Alameda",1962
-"justin","antonio","chang","764"," depot rd","Hayward",1919
-"james","f","edmonds","140"," pearl st","Hayward",1934
-"farzin",NA,"bell","5217"," vincente st","Berkeley",1995
-"jerry",NA,"moore","6518"," briar pl","Oakland",1956
-"felipe","joseph","ritchey","39832"," holly st","Fremont",1957
-"charles","james","pinnick-flood","1541"," grant st","Fremont",1956
-"dennis","franklin","khatra","24159"," san pablo ave apt 314","Oakland",1930
-"frank","herbert","monteclar","663"," alice way","Oakland",1965
-"gene","phillip","mendoza","16036"," fountaine ave","Hayward",1937
-"gerardo","dwayne","carino","4121"," ridgewood dr","Berkeley",1992
-"jose","eddie","urban","233"," emery bay dr","Alameda",1981
-"charles","r","kubick","1922"," spindrift cir","Emeryville",1940
-"edwin","laban","de anda","988"," cuenca ct","Oakland",1923
-"john",NA,"wiswell","2460"," pleasant hill ct","Albany",1920
-"kenny","michael","campbell","555"," arthur st","Livermore",1939
-"fernando",NA,"wong","341"," gibraltar rd","Fremont",1941
-"frances","k","filice","5746"," brehaut ct","Fremont",1970
-"frank","george","enns","32319"," sandpiper way","Berkeley",1965
-"david","albert","huynh","927"," 52nd ave","Oakland",1975
-"james","m","hunter","11200"," essanay pl","Oakland",1968
-"charles",NA,"menon","5037"," hampton rd","Dublin",1946
-"eric","max","singamsetti","647"," durant ave pu 312","Berkeley",1919
-"george","matthew","semerdjian","38000"," georgia way","Oakland",1978
-"donald","guerrero","chan","632"," grant st","Union City",1932
-"daryoush","l","wei","2754"," marin ave","Fremont",1962
-"daniel","bernal","alsup","2021"," 107th ave","Berkeley",1933
-"enrique","khusalbhai","ching","33300"," mound st","Oakland",1921
-"jeffrey","drake","lirasan","4730"," virden ave","Oakland",1930
-"eric","richard","brum","5568"," honeysuckle rd","Albany",1961
-"david","r","robinson","5652"," tern pl","Pleasanton",1971
-"harish","w","colombotos","29226"," saroni dr","Oakland",1955
-"gilles","wayne","godhigh","6517"," mcgee ave","Oakland",1977
-"ernesto",NA,"anderson","34888"," saint elmo dr apt rear","Berkeley",1993
-"andrew",NA,"olvera","1930"," carmen ave apt 103","Oakland",1984
-"enrico","m","fellner","24874"," huff ave","Oakland",1930
-"athar","je","heller","21910"," muirwood dr","Oakland",1953
-"elijah","laron","sebastian","4781"," cherokee ln","Fremont",1932
-"james","jeffrey","mcintire","2646"," chicoine ave","Berkeley",1964
-"jesus","h","aviles","590"," goldcrest cir","San Leandro",1945
-"devdutt","lee","bajwa","15206"," hiawatha ct","Berkeley",1972
-"jeff","garth","wright","16153"," ferino way","Berkeley",1945
-"aalok","michael","kaminski","938"," lennox ct","Livermore",1921
-"donald","ray","chatterjee","21863"," carlwyn dr","Berkeley",1938
-"alan","denton","hallstein","53"," evelyn ave","Livermore",1976
-"kevin","e","boyd","1035"," edinburgh dr","Oakland",1945
-"gardner",NA,"king","1104"," regent st apt 5","Hayward",1925
-"darrell","ray","nalls","2224"," mill springs cmn apt 215","Livermore",1941
-"david","d","abe","3230"," powell st apt 303","Hayward",1954
-"dilip","john","williams","4380"," roberts ave","Oakland",1944
-"blake","vincent","debernardis","2232"," cole pl","Oakland",1980
-"jason","j","barnes","1280"," panama ct apt 204","Oakland",1945
-"hiawatha",NA,"sousa","18515"," 167th ave","Hayward",1946
-"hannibal",NA,"shaw","244"," shoreline dr apt 237","Oakland",1961
-"graham",NA,"cusseaux","18074"," vermont st","Fremont",1982
-"dean","p","werk","1232"," van dyke ave","Oakland",1945
-"elliot","t","sablad","936"," pueblo ter","Alameda",1984
-"johannes","royston","gutierrez","1126"," sherman st apt g","Berkeley",1951
-"janeiya","david","aranda","2488"," huntwood ave","San Leandro",1935
-"christopher",NA,"asuncion","3278"," duke ct","Union City",1970
-"adam","asuncion","thai","5931"," lang ave","Fremont",1925
-"david","eward","berke","1051"," 3rd st apt 206","Oakland",1987
-"juan ramon","aquinde","singh","19245"," dowling blvd apt a","Berkeley",1954
-"felix","anthony","culaton","4446"," carleton st","Hayward",1990
-"derrick","edward","pryor","936"," alcatraz ave","Berkeley",1962
-"alexander","david","nelson","5932"," e 23rd st","Fremont",1954
-"faisal",NA,"ghazarians","1901"," bruns ct","Hayward",1936
-"guillermo",NA,"mayes","3754"," bradford way","Berkeley",1986
-"erick","briones","zottola","4725"," 24th ave","Hayward",1986
-"jerry","michael","kerstetter","2116"," best ave","Castro Valley",1981
-"bruce","f","saugar","4421"," lagrange ln","Berkeley",1936
-"alexander",NA,"morentz","69"," broadway","Alameda",1967
-"donald","anthony","hubbell","36624"," lakeshore ave","Oakland",1937
-"colin","craig","swanson","1056"," best ave","Oakland",1946
-"brian",NA,"lue","707"," malta pl","Fremont",1946
-"brian","paul","shaikh","32244"," compass ln","Oakland",1983
-"frank","arnold","gonzalez","1149"," albion ct","Berkeley",1978
-"jamal","mustafa","ja","6221"," embarcadero w apt 4313","Fremont",1953
-"andrew","manji","tsukahara","1831"," florence ave","Berkeley",1960
-"craig","alexander","titus","2768"," outlook ave","San Leandro",1958
-"justin","michael","prather","35385"," grant st","Oakland",1964
-"galen","david","jaggar","1034"," font ct","Fremont",1931
-"donald","martin","luz","20815"," cadman rd","Castro Valley",1988
-"bruce","the","davis","2650"," granger ave","Castro Valley",1989
-"john","russell","galvez","1003"," channing way apt a","Union City",1992
-"david",NA,"batteate","539"," bridge rd","Oakland",1993
-"douglas","singh","cook","17469"," lang ave","Hayward",1958
-"douglas","jacob maria","smith","4725"," sterling greens cir","Oakland",1991
-"darrell","cheung","vlazakis","3032"," california st","Berkeley",1989
-"john","scott","paul","2810"," calle reynoso","Piedmont",1932
-"evan","carnell","lee","4837"," park ave apt 209","Oakland",1931
-"anthony","r","labrecue","2040"," iris ct","Livermore",1944
-"joseph","chiang","pelayo","3783"," perkins st apt 101","San Leandro",1995
-"james","markvs","melzer","1250"," masonic ave","San Lorenzo",1952
-"isaac","miles","close","51"," lawson ct","Fremont",1971
-"a","h","peck","324"," amethyst way","Hayward",1926
-"arthur","k","aton","943"," linda vista rd","Hayward",1999
-"jisoo",NA,"schlessinger","16650"," marwick dr","Castro Valley",1919
-"james","thomas","lindner","5243"," e 15th st apt a","Alameda",1992
-"joshua","cory","mckean","1816"," huff ave","Castro Valley",1932
-"fidel","de guzman","sherwood","4683"," 19th st apt 7e","Berkeley",1964
-"jermaine","herbert","lavigne","40674"," piedmont ave apt 399","Castro Valley",1985
-"junius","scott","charnaux","37030"," vista hill ter","Oakland",1949
-"juan","salinas","qudraty","32743"," market st apt 802","Hayward",1924
-"andrew","owen","bannels","2313"," blake st","Oakland",1976
-"corey","craig","shaver","40803"," blake st apt 2","San Lorenzo",1923
-"james","nicholas","capell","100"," cedar blvd unit 215","San Leandro",1977
-"angel","michael","murray","2095"," macarthur blvd apt 25","Oakland",1953
-"jeffery",NA,"rieker","33273"," birch ct","Oakland",1971
-"grant","obrien","whaley","5927"," castlebar pl","Livermore",1936
-"charles","len","ogata","7795"," king st apt 1","Dublin",1949
-"dyrric",NA,"teixeira","31148"," evelyn ave","Oakland",1977
-"jorge","dimitrio","mance","5205"," via la paloma","Oakland",1990
-"john","kyle","alcorn","27741"," thornton ave","San Leandro",1928
-"eric","alan","boekelheide","491"," prospect st","Oakland",1948
-"adam","john","mckeever","2535"," coral reef rd","Fremont",1970
-"francisco","joseph","zhang","15528"," sterling greens cir","Oakland",1955
-"dominique","hoyt","rendon","3124"," paseo del cajon","Fremont",1937
-"justin","s","burlson-kimbill","4333"," 16th st","Newark",1981
-"kenneth","charles","johnson","866"," ariel ave","Oakland",1955
-"benjamin","t","hunkin","7146"," port sailwood dr","Livermore",1975
-"david","f","frazier","1970"," park way","Alameda",1960
-"harold","augustine","hatamleh","215"," westminster dr","Fremont",1930
-"fred","james","brass","1121"," lorraine blvd","Berkeley",1991
-"james","matthew","callerame","231"," christensen rd","Castro Valley",1949
-"alan","antonio","nguyen","36434"," mooney ave","Hayward",1993
-"cesar",NA,"despas","6463"," redondo way","Hayward",1928
-"jimmy","d","richards","1719"," horner st apt 115","Livermore",1952
-"gary","f","baig","7408"," randolph ave","San Lorenzo",1954
-"james","edgar","james","1798"," via primero","Fremont",1959
-"christopher","randall","marcus","3612"," madeline ln","Oakland",1928
-"elvin","walter","sampson","2060"," crane ct","Berkeley",1933
-"adam","tsugio","pruitt","455"," arrowhead dr","San Leandro",1978
-"george","t","igaws","1410"," tahitian cir","Alameda",1919
-"bernard","evan","sullivan","3932"," cranbrook pl","Hayward",1937
-"andrew","alan","weir","1041"," 10th ave","Pleasanton",1920
-"keith","aaron","hazelett","4351"," parkview rd","Berkeley",1986
-"juan","edward","delgado","34238"," 92nd ave","Oakland",1993
-"john","jarrell","stone","5540"," bancroft ave apt 2","Alameda",1980
-"edward","allen","abrenica","19832"," oakmore rd","San Leandro",1974
-"derrick","sherman","stedman","2411"," monrovia st","Albany",1931
-"jian an","piedad","walker","5266"," bay park ter","Hayward",1973
-"jerome",NA,"frazier","39050"," beverly ave","Berkeley",1948
-"edmund","axel","brantley","2829"," vine st","Newark",1944
-"charles","hua","munoz","5424"," veronica ave","Oakland",1949
-"hollis","christopher","tang","34892"," tanglewood park dr","Fremont",1933
-"jack","michael","patel","2124"," bayview dr","Berkeley",1933
-"jenison","joseph","rodriguez","2020"," benvenue ave apt 101","Livermore",1942
-"daniel","walter","solis","2255"," wildcat canyon rd","San Leandro",1956
-"jacob","manuel","janowski","1800"," pomona ave","Fremont",1985
-"ivan","william","fields","5745"," pippin st","Oakland",1976
-"dennis","victor","chang","1483"," ravenwood ave","Oakland",1983
-"hop dinh","andrew","tauber","1919"," charlotte ave","Castro Valley",1968
-"carl","dean","tudor","5995"," canyon oaks ct","Fremont",1930
-"james","s","cooper","455"," ransom ave","Oakland",1998
-"damon","alvarez","krentz","7028"," albyn ct","San Lorenzo",1953
-"douglas","glendenning","geist","379"," camino alta mira","Oakland",1978
-"joel","wayne","barbaras","643"," tamarack dr","Livermore",1927
-"irshad","fernando","cave","1162"," berkeley way apt 20","Oakland",1965
-"kent",NA,"miller","19676"," fairview st apt 2","Oakland",1928
-"jim","s","gillis","2253"," francisco st","Livermore",1990
-"douglas","ray","houston","448"," holly st","Berkeley",1957
-"dan","evan","nasr","980"," loomis ct","Berkeley",1927
-"ajay","vojtech","huang","24472"," garibaldi pl","San Leandro",1973
-"earl","harber","gordon","2400"," allendale ave apt 1","Oakland",1925
-"christopher","william","hooks","3343"," bella vista ave","San Leandro",1980
-"gerald",NA,"tsang","1703"," 92nd ave apt b","Oakland",1951
-"cleve","velasquez","lowitz","5915"," altamar cir","Berkeley",1932
-"alejandro",NA,"white","3127"," e juana ave","Pleasanton",1993
-"emanuel",NA,"maghoney","4133"," nevada rd","Oakland",1985
-"jose",NA,"forman","17595"," marina blvd apt 32","Alameda",1970
-"damian",NA,"ilyaszada","564"," reseda cir","San Leandro",1943
-"chinmai","peter","valles","5625"," robey dr","Castro Valley",1977
-"david","m","cotton","17777"," rogerio st","Alameda",1979
-"enrique","tamondong","wonnacott","9940"," king ct","Berkeley",1989
-"jeffrey","warren","roland","4168"," monterey dr","Berkeley",1975
-"gerald","francis","schofield","5693"," hearst ave apt 1","Berkeley",1974
-"jerry","bill","jeong","3121"," boitano dr","Oakland",1952
-"isaac","rahman","myers","1711"," edythe st","Union City",1994
-"arthur","m","gaines","2329"," telegraph ave apt 4","Hayward",1920
-"jeffrey","paul","hui","4398"," montgomery st apt 305","Oakland",1984
-"kimon","richard","tulberg","2637"," kay ave apt 216","Oakland",1954
-"daniel","anthony","bumcrot","32905"," 165th ave apt 112","Oakland",1962
-"edward","sing","icaro","6236"," san carvante ct","Oakland",1924
-"john",NA,"guzman","4400"," linfield ln","Union City",1933
-"eddie","chung-jen","dunn","1263"," canyon heights dr","San Leandro",1944
-"adrian","allen","iniguez","612"," chelton dr","Alameda",1959
-"dann","henry","mitchell","3725"," robin ct","Berkeley",1990
-"javier","yaacov","bennett","357"," crestline rd","Emeryville",1966
-"carlos","lee","freeman","33857"," corbett ct","Hayward",1929
-"davrin","barton","fluker","7951"," jackson st apt 219","Fremont",1967
-"justin","michael","peak","712"," lincoln ave","Union City",1969
-"basil","mike","adom","1137"," 3rd st","Berkeley",1928
-"alberto","raub","king","5925"," e 33rd st apt e","Alameda",1991
-"drey","robert","wikert","14822"," jonquil dr","Castro Valley",1920
-"brandon","riamond","wilson","1165"," glencourt dr","Livermore",1992
-"eddie","berida","frick","44173"," los angeles ave","Alameda",1941
-"billie","vernon","albanese","260"," crosby ave","San Leandro",1928
-"charles","j ethan","dresslar","430"," rhoda ave","Oakland",1934
-"joseph","michael","hermosillo","35516"," warring ck322 st","Fremont",1983
-"jose",NA,"singleton","5300"," gertrude dr","Fremont",1953
-"francis","francis","gutierrez","1575"," walnut st apt a","Hayward",1975
-"francisco","spence","moss","2133"," spruce st","San Lorenzo",1919
-"bruce","taylor","robinson","3655"," fremont blvd apt 180","Alameda",1956
-"binh","michael","beeks","521"," theresa ct","Alameda",1998
-"james","wayne","milberg","941"," ridge rd","San Leandro",1999
-"harmohan","lawrence","batista","2700"," seven hills rd","Livermore",1956
-"asual","gerard","haigh","6046"," chapel ave","Livermore",1993
-"david","alexander","north","1224"," covina way","Oakland",1978
-"joseph","martinez","wright","3913"," e 22nd st","Oakland",1935
-"dune",NA,"marco","16560"," hesse dr","Hayward",1968
-"craig","masaaki","kimball","22421"," preston ct","Oakland",1956
-"fernando",NA,"moore","15501"," vineyard ave apt 21","Oakland",1982
-"james","f","sklaroff","16013"," ballantyne dr","Livermore",1984
-"kenneth",NA,"king","6915"," berkeley way apt 319","Oakland",1945
-"edward","lung","priven","708"," adams ave","Oakland",1922
-"don",NA,"arora","1417"," trojan ave","Albany",1958
-"jesse","conrad","giron","1246"," belhaven st","Union City",1981
-"benny","c","correa","223"," thornhill dr","San Leandro",1950
-"jacob",NA,"oconnell","2160"," 41st st","San Leandro",1997
-"garcia","frank","babic","222"," chardonnay way","Castro Valley",1957
-"devin","sunga","wong","1001"," palomares rd","Livermore",1981
-"christina","ambriz","williams","39474"," lake michigan st","Livermore",1960
-"ervin",NA,"adkins","508"," brooklyn ave","Pleasanton",1984
-"arthur","albert","pekkonen","1715"," center st","Fremont",1968
-"danilo","robert","snyder","31322"," belleview dr apt 105","Berkeley",1969
-"alan","carlos","de wolk","5878"," redwood rd","Hayward",1968
-"justin","g","tilson","32545"," shady hollow dr","Oakland",1922
-"amoya",NA,"terrell","1211"," 58th st","Berkeley",1944
-"behnam","charles","david","1820"," wainwright ave","Berkeley",1977
-"christoph","joseph","le","1638"," monticello ave","Pleasanton",1918
-"clarence",NA,"rodrigues","26385"," dowitcher ct","Alameda",1979
-"jose","scott","carter","5901"," e 18th st apt 409","Fremont",1998
-"balihar","j","bland","10970"," w grand ave","Oakland",1985
-"jason","b","weatherspoon","31820"," 90th ave","Fremont",1972
-"brian","chris","sunny","24544"," zelma st","Hayward",1961
-"eric","conrad","nakahara","6416"," kadi ct","Albany",1931
-"eugene","batara","do","470"," janice ave","Oakland",1984
-"brian","m","mai","4872"," sable oaks way","Pleasanton",1957
-"cuong","thomas","kirby","66"," wall cmn","Oakland",1990
-"joseph","j","cheeks","18594"," plover ct","Oakland",1982
-"chunghsien","david","kalfayan","4914"," begonia st","Oakland",1926
-"hakan","bihane","parker","2"," goldenrain ave","Oakland",1975
-"benedict",NA,"serrano","1210"," cowell st","Fremont",1970
-"frank","louis","graber","33835"," seaside dr","Oakland",1933
-"david","jerome","lau","483"," e 14th st spc 160","Piedmont",1980
-"alberto","p","howell","81"," rimini ct","Alameda",1930
-"chester","a","picardo","33585"," rubino ct","Hayward",1945
-"daniel","c","arellanes","2316"," 37th st apt 104","Castro Valley",1996
-"gregory","alexander","fillan","1037"," woolsey st","Pleasanton",1942
-"alan","s","mcwilliams","22591"," church st","San Lorenzo",1924
-"arlie","alton","hernandez-rodriguez","15771"," beverly ln","Oakland",1972
-"aswan","quan","graber","21659"," cornell st","Berkeley",1985
-"edwin","leonard","ebinger","1391"," dearborn st","Oakland",1968
-"alexander","pfund","inch","39157"," berkeley way","Pleasanton",1943
-"james","f","frisko","7825"," honey ct","Alameda",1980
-"jamal",NA,"hsiung","37200"," durant ave apt 515","Fremont",1951
-"hung",NA,"perez","507"," gladstone pl","Oakland",1944
-"alan","quinn","porter","191"," 3rd ave","Fremont",1929
-"chris","jose","herbert","1014"," pacific ave apt b","Oakland",1930
-"ajit","w","kahoalii","604"," fruitvale ave","Hayward",1981
-"james","enrique","canete","2714"," santa cruz way","Dublin",1940
-"irvine","yuwah","vuong","13230"," milvia st","San Leandro",1986
-"immanuel","t","usher","550"," kay ave","Livermore",1994
-"jim","r","smith","1784"," carmel ct","Hayward",1998
-"dennis","david","stratton","3137"," de salle ter","Oakland",1950
-"kevin",NA,"murphy","2047"," dunsmuir pl","San Leandro",1957
-"gary","louis","dahdouh","701"," via san gabriel","Hayward",1936
-"dennis","patrick","lee","5636"," accolade dr","Fremont",1955
-"emanuel","david","smith","1710"," covington way","Castro Valley",1960
-"john","huu","anixter","17662"," breton pl","Union City",1978
-"hussain","stanley","vallette","218"," stockton loop","Dublin",1952
-"james","scott","amy","5312"," washington st","San Leandro",1928
-"efren","d","smith","8109"," moselle ct","Dublin",1997
-"charles","ramses","davis","376"," bancroft way","Oakland",1952
-"jimmy",NA,"zimmermann","1445"," laguna pl","Hayward",1941
-"donyell","jay","woo","1091"," seminary ave","Newark",1964
-"jorge",NA,"pledger","2932"," manila ave","Alameda",1956
-"fred","scott","derr","1601"," via colusa","San Leandro",1953
-"arlen","carl","aaron","115"," via rivera","Livermore",1984
-"brandon","frederic","bullen","4604"," old canyon rd spc 60","San Leandro",1943
-"jeremy","ballon","nelson","5820"," roberts st","Berkeley",1949
-"charles","henry","blakley","4103"," tidewater dr","Albany",1997
-"james","sanchez","bauer","1525"," sereno cir","Fremont",1981
-"garth","michael","patel","40125"," valais ct","Union City",1931
-"james","crawford","desrosiers","451"," gleason ln","Union City",1987
-"christopher",NA,"cohen","34"," brookside ave","Oakland",1977
-"eler",NA,"murphy","34344"," olive ave","Pleasanton",1928
-"brennan",NA,"hale","460"," evergreen ln","Fremont",1993
-"casey","lee","day","685"," carol ave","Oakland",1952
-"joseph",NA,"baclig","4085"," oxford st apt 206","Oakland",1991
-"eric","scott","ladd","16288"," carrison st apt d","Oakland",1936
-"david","gerald","hinton","501"," montecarlo park ct","Hayward",1945
-"clifford","aaron","perry","1546"," valita dr","Livermore",1961
-"cristian","j","ghaemmaghami","3004"," cameron hills ct","Fremont",1934
diff --git a/test/dfA.tar.gz b/test/dfA.tar.gz
new file mode 100755
index 0000000..c961f0f
Binary files /dev/null and b/test/dfA.tar.gz differ
diff --git a/test/dfB.csv b/test/dfB.csv
deleted file mode 100755
index 65a4ad4..0000000
--- a/test/dfB.csv
+++ /dev/null
@@ -1,351 +0,0 @@
-"firstname","middlename","lastname","housenum","streetname","city","birthyear"
-"gurjot","delgado","greaney","3676"," blue fin way","Pleasanton",1929
-"harold","alan","estrada","2640"," cherry st apt 251","Berkeley",1935
-"clarence","m","bailey","1600"," woolsey st","Livermore",1928
-"ian","dominic","niemeyer","5167"," pepper st","Berkeley",1991
-"jasbir","a","bauer","3115"," pacific ave","San Leandro",1927
-"andrew","h","salinas","742"," 159th ave","Oakland",1952
-"gopikrishna",NA,"coker","3500"," chetwood st apt e","Oakland",1971
-"casimir","jose","meadors","4587"," spoleto ct","Berkeley",1999
-"gregory","joseph","khola","3633"," 46th st","Oakland",1936
-"alexander",NA,"doyle","1327"," beechwood dr","San Leandro",1969
-"cory","beth","blakemore","272"," e 17th st","Hayward",1985
-"howard","rameses","nevarez","641"," gordon pl","Union City",1924
-"emanuel","david","smith","1710"," covington way","Castro Valley",1960
-"jeffrey","joseph","louie","455"," midland rd","Oakland",1961
-"anthony","jovan","thorng","7311"," everett ave","San Lorenzo",1969
-"dan","l","twigden","1139"," normandy dr","Oakland",1924
-"daniel","m","boyle","5305"," compton ct","Dublin",1944
-"alexander","pfund","inch","39157"," berkeley way","Pleasanton",1943
-"justin","alan","lobo","500"," franklin st apt 1232","Oakland",1957
-"brian","p","clem","1519"," east ave","Union City",1956
-"ajay","robert","peterson","872"," alice st apt 106","Oakland",1970
-"gregg","michael","butz","3501"," flintwood dr","Fremont",1931
-"darius","j","kawasakiyee","1530"," huntington st","Union City",1996
-"aaron",NA,"holmes","2545"," portland ave","Hayward",1963
-"henry","a","heffron","225"," harrington ave","Alameda",1940
-"georg","le george","maher","1961"," argus ct","Hayward",1918
-"francis","joseph","lange","365"," talbot ave","Fremont",1983
-"jonathan","reddy","ballou","4319"," marvin way","Oakland",1955
-"erik","j","kane","5011"," warring st","San Leandro",1959
-"clyde","salazar","mckeown","2522"," rhoda pl","San Leandro",1996
-"alfredo",NA,"sirias","959"," grand canyon dr","Oakland",1982
-"gregory",NA,"xu","2208"," valle vista ave","San Leandro",1974
-"demian",NA,"branson","1818"," paseo del cajon","Castro Valley",1921
-"arthur","gabor","mccord","38646"," haven st","Pleasanton",1942
-"hollis","christopher","tang","34892"," tanglewood park dr","Fremont",1933
-"aaron","maria","oneal","1415"," carpentier st apt 106","Pleasanton",1931
-"harry","r","wainwright","10311"," berryman st apt 204","Piedmont",1940
-"kamal","louis","galvan","863"," harrison st","San Leandro",1932
-"jerry",NA,"moore","6518"," briar pl","Oakland",1956
-"ian","don","howare","888"," madison st","Fremont",1974
-"bradley","herbert","mcfarland","5333"," 15th st apt 212","Livermore",1959
-"david",NA,"asilo","38850"," 56th st","Livermore",1990
-"benjamin","reid","murdach","34131"," piper glen ter","Oakland",1967
-"chabo","abana","brown","3009"," linden st","Oakland",1949
-"frank","walter","holmes","1028"," applegate way","Pleasanton",1976
-"kevin","ashley","mcalee","318"," nantucket way","San Leandro",1993
-"brandon","francisco","dreyer","1124"," jackson st apt 702","Union City",1982
-"christopher","l","grimes","1210"," parkside dr","Albany",1971
-"alan","thomas","martinez","32314"," roca dr","Dublin",1947
-"kevin","carl","augenstein","20066"," havenscourt blvd","Oakland",1933
-"arshdeep",NA,"cooper","3550"," crane ave","Oakland",1967
-"justin","antonio","chang","764"," depot rd","Hayward",1919
-"anthony","julian","perrone","3627"," saturn dr","Hayward",1998
-"aris","a","knorp","3294"," deauville park ct","Fremont",1995
-"aldington","a","cazarez","2829"," lincoln ave","Hayward",1986
-"albert","douglas","jones","3743"," suddard ct","Hayward",1997
-"george",NA,"lake","312"," 59th st","Fremont",1937
-"chris","joseph","ettehadieh","315"," union sq apt 296","Oakland",1925
-"anthony","james","mccarty","28776"," wabana cmn","Dublin",1965
-"benjamin","r","smith","1319"," e st apt 300","San Leandro",1993
-"jesus","akira","cotton","1603"," valley st","Oakland",1931
-"james","lewis","nelson","3073"," howe st apt 311","Oakland",1968
-"jesus",NA,"jones","2426"," dover st","Fremont",1939
-"james","peter","brandes","32421"," e 20th st","Oakland",1919
-"charles","s","mccarthy","2401"," posen ave","Castro Valley",1931
-"juan","steven","guevara","5375"," arthur ave","Berkeley",1981
-"brian",NA,"collard","5465"," winslow ter","Berkeley",1951
-"jamar",NA,"desousa","2839"," buena vista pl","Hayward",1960
-"andrew","brent","hampton","21767"," hillegass ave","Fremont",1991
-"harman","matsner","vega","5576"," paloma ave","Hayward",1918
-"george","adam","barbosa","4635"," tunnel rd","Oakland",1979
-"donald",NA,"kligman","660"," sandburg dr","Berkeley",1996
-"joseph","d","gautreaux","3662"," oakes blvd","Livermore",1922
-"david","cameron clifford","green","1199"," cedarbrook rd","Hayward",1929
-"justin","marcos","lemieux","1008"," ridgefield ct","Newark",1919
-"dwight","p","pearson","15057"," tyler st","Hayward",1968
-"charles","lee","steckel","4883"," oakhill way","Alameda",1949
-"hsiao-ping",NA,"crawford","2005"," 90th ave apt a","Oakland",1952
-"homer","r","lopez","792"," roosevelt dr","Hayward",1989
-"donald","k","omar","4157"," college ave apt 7","Berkeley",1963
-"chulwoo","emil","lalonde","2599"," alvarado rd","Newark",1947
-"adrian","allen","iniguez","612"," chelton dr","Alameda",1959
-"gregory","samanieg","tsai","2101"," dixon st","Fremont",1961
-"john","ray","gama","1521"," parker st","Fremont",1921
-"david","james","galaviz","625"," hearst ave apt 3a21c","Oakland",1997
-"john",NA,"marquez","6101"," richmond blvd","Hayward",1948
-"david","k","simmons","45909"," winnipeg grn","Oakland",1988
-"arturo","allan","lofton","41934"," olive st apt 1","Oakland",1939
-"andy","ysisp","orenberg","277"," curtis st","Livermore",1949
-"don","dennis","white","33908"," wengate st","Berkeley",1930
-"kevin","francis","bailey","4613"," livorno st","Oakland",1980
-"fritz","catarino","wilbur","3664"," parish ave","Newark",1934
-"anthony","matthew","torres","573"," kellogg ave","Hayward",1943
-"kevin","k","haug","1013"," meekland ave","Alameda",1997
-"clifford","lynn","goodwin","2785"," blue jay dr","Oakland",1981
-"hal",NA,"raidl","5201"," san pablo ave apt 412","Berkeley",1947
-"filbert","h","lopez","12951"," brookside dr","Oakland",1993
-"john","l","bloomer","6754"," las palmas ave","Berkeley",1971
-"aaron","jeffery","thomas","3320"," montrose rd","Oakland",1991
-"christoph","joseph","le","1638"," monticello ave","Pleasanton",1918
-"abdul","ray","cashin","1718"," sunnyside st apt 7","San Leandro",1943
-"declan","david","garcia","37894"," augusta ct","Berkeley",1924
-"barry","andres","williams","773"," portola ave","Hayward",1937
-"abel","lejeune","martin","2824"," olivina ave","Union City",1940
-"eric",NA,"robinson","831"," ottawa ave","Berkeley",1955
-"artemio",NA,"zmeu","29043"," norocco cir","Alameda",1962
-"kavindra","david","kresge","644"," coleridge ter","Castro Valley",1991
-"hector","h","latimer","4758"," spruce st apt d","Oakland",1926
-"ernesto","ray","cristobal","4287"," fair ave","Castro Valley",1981
-"glenn",NA,"coelho","5815"," channing way apt 291","Fremont",1942
-"dominick","scott","ross","1727"," emerson st apt 5","Oakland",1990
-"kevin","wesley","dicero","18305"," larrabee st","Union City",1990
-"david","rodrigo","stamper","981"," grove way","Oakland",1976
-"gholam","jerrell","angeles","916"," farrelly dr","Hayward",1940
-"alexander",NA,"morentz","69"," broadway","Alameda",1967
-"david","daniels","graddick","4611"," 8th st apt upr","Oakland",1998
-"antonio","francis","gee","7801"," pilgrim loop","Newark",1948
-"christopher","waller","tanner","586"," stoneridge dr apt 2","Castro Valley",1951
-"dawit","gordon","roark","38688"," stevenson blvd apt r27","Fremont",1936
-"jaime","pierre","delia","324"," peralta ave","Newark",1967
-"john",NA,"jewell","18408"," redwood rd","Hayward",1946
-"christopher","francis","yoshida","5371"," san ramon rd apt 121","Newark",1985
-"jordan","ming yip","palacios","3903"," monte cresta ave apt 305","Oakland",1938
-"andy","e","nguyen","2700"," colette st","San Leandro",1970
-"david",NA,"taylor","22686"," savannah rd","Oakland",1982
-"eduardo","shallcro","altomare","29516"," tulip ave","Oakland",1946
-"john",NA,"avani","1903"," portland ave","Oakland",1924
-"jeffrey","j","blomquist","2506"," anita ave","Castro Valley",1951
-"allan","abe","sobaje","5855"," shoreline dr apt 305","Hayward",1922
-"guillermo","lovelle","carpenter","5945"," mint cmn","Hayward",1987
-"kenneth","shane","kanwar","2136"," myrtle st","Castro Valley",1988
-"eugene","a","cortez barragan","10519"," cabot ct","Livermore",1932
-"emmanuel","tuere","ulep","4070"," bellevue ave","Hayward",1960
-"hongwei","guzom","nepacena","1012"," montreal st","Berkeley",1981
-"john","jarrell","stone","5540"," bancroft ave apt 2","Alameda",1980
-"charles","arthur","tupper","5125"," charmwood ct","Oakland",1950
-"jimmy","daniel","adisesh","1433"," a st","Berkeley",1978
-"felipe","b","rew","1936"," 30th st","Oakland",1997
-"francisco","micheal","kang","3300"," webster st","Oakland",1962
-"john","gray","jelonek","3524"," laguna ave","Fremont",1953
-"federico","charles","pansacola","125"," foothill rd","Fremont",1971
-"jesus","l","shareem","5919"," alcatraz ave","Hayward",1968
-"christian","walter","wong","726"," grove way","Livermore",1964
-"david",NA,"soufi","37388"," central ave apt 24","Berkeley",1930
-"bruce","ezequiel","tucson","20581"," lassen st","Fremont",1967
-"eric",NA,"ulep","477"," broadway","Pleasanton",1985
-"dennis","donald","sutherland","1815"," tapestry way","Berkeley",1946
-"christopher","pedro","windham","3691"," monika ln","Alameda",1930
-"jose","alexander","crawford","5605"," zacate ave","Fremont",1972
-"james","edgar","james","1798"," via primero","Fremont",1959
-"andrew","alan","weir","1041"," 10th ave","Pleasanton",1920
-"brian","m","mai","4872"," sable oaks way","Pleasanton",1957
-"junius","scott","charnaux","37030"," vista hill ter","Oakland",1949
-"charles",NA,"taylor","1735"," center st apt c","Castro Valley",1976
-"brook",NA,"lawrence","37200"," shoreline dr apt 222","San Leandro",1933
-"james","wayne","decoito","1804"," san fernando way","Oakland",1983
-"abdoul","ronald","mcintyre","4939"," ridgewood dr","Berkeley",1979
-"brian","luc","bowers","483"," e 28th st","Fremont",1954
-"christopher","magela","graham","7070"," lester ave","Berkeley",1921
-"james",NA,"kooken","4042"," wren ct","Livermore",1981
-"jose","muico","roberts","98"," irma way","Berkeley",1937
-"keith","cunanan","beyene","15526"," jefferson ave","San Leandro",1962
-"jonathan","peter","pinkett","39844"," 40th st apt 212","Newark",1986
-"joseph","richard","mitchell","1616"," 65th st","Oakland",1989
-"justin","david","soderberg","434"," horat ter","Berkeley",1926
-"eddie","berida","frick","44173"," los angeles ave","Alameda",1941
-"arnel",NA,"cloud","2018"," lafayette st","Oakland",1958
-"jason","b","weatherspoon","31820"," 90th ave","Fremont",1972
-"dennis","david","mencher","14527"," 85th ave","Union City",1958
-"frederick","julian","pulickal","2211"," walnut dr","Oakland",1919
-"gregory","arturo","guzman","2460"," international blvd","Oakland",1945
-"irvine","yuwah","vuong","13230"," milvia st","San Leandro",1986
-"jeffrey","kamel","harris","209"," maynard ave","San Leandro",1986
-"gary","owen","gessese","11343"," amiens ave","Livermore",1925
-"frank","kamou","guillory","2933"," visalia ave","Livermore",1943
-"joshua","paul","houston","3157"," bal harbor ln","San Leandro",1923
-"christopher","andrew","churchill","510"," crespi pl","Hayward",1991
-"andrew","duane","kim","1663"," peco st","Livermore",1973
-"brandon","charles","rosby","340"," nursery way","Fremont",1972
-"karimah","d","montoya","970"," 1/2 martin luther king jr way","Oakland",1996
-"douglas","lowell","patel","44144"," nabor st","Berkeley",1930
-"chrisholmickoya","lee","wroy","1325"," leona pl","Albany",1991
-"jalil","bernard","sheetz","4817"," daniels dr","Oakland",1940
-"erik","s n","luchsinger","3942"," shafter ave apt 1","San Leandro",1935
-"daniel","a","weiss","38431"," 6th st apt 14","Berkeley",1976
-"f",NA,"quinn","2472"," broadmoor blvd","Oakland",1986
-"andrew","r","auker","1620"," oxford st","Hayward",1963
-"james","w","tom","37219"," eldridge ave","San Leandro",1929
-"david","singh","dhital","34315"," grove st","Castro Valley",1990
-"frederick","jose","umminger","581"," parker st","Castro Valley",1944
-"harry","lee","unger","4"," burckhalter ave","Castro Valley",1919
-"james","m","sutton","5315"," pizarro dr","Hayward",1960
-"james",NA,"zwiebel","18852"," e 32nd st","Albany",1984
-"calvin","marvin","jones","15133"," oyster pond rd","Livermore",1982
-"david","gordon","lafferty","260"," edgebrook pl","Newark",1955
-"david","wallace","ali","8034"," fairfield ct","Livermore",1979
-"benjamin","armando","magpayo","1290"," florian st","Castro Valley",1984
-"francisco","stanford","pillon","6105"," candy ct","Livermore",1986
-"david","pradip","cooper","2380"," logan dr","Oakland",1996
-"gregory","michael","javellana","1401"," curtis st","Pleasanton",1983
-"jeffrey","v","koep","3000"," rosemount rd","Fremont",1918
-"devendra","gorham","silver","140"," gary dr apt 210","Hayward",1987
-"daniel","jay","borromeo","40143"," burnham way","Alameda",1952
-"charles","l","bird","2085"," leslie st apt 320","Castro Valley",1937
-"eric",NA,"lee","5214"," herringbone way","Hayward",1940
-"david","wayne","lloyd","2323"," otis dr","Berkeley",1956
-"jeramy","phillip","mananzan","48452"," trevor ave","Hayward",1974
-"gary","joseph","go","443"," arbeau dr","Newark",1925
-"abraham","cheng han","choate","5198"," laurel ave apt 15","Alameda",1968
-"john","john","madigan","5148"," contra costa ave","Oakland",1964
-"john","jacob","carranza","6507"," geranium pl","Hayward",1941
-"john","k","ripley-phipps","384"," valley vista ct","Berkeley",1971
-"fred","eugene","jovel","37388"," sally creek cir","Livermore",1971
-"dionte",NA,"vladimirovich","8724"," blacow rd","Hayward",1972
-"eduardo","leonidas","cohen","36336"," gunn dr","Oakland",1959
-"christopher","duane","williams","2115"," stratford rd","San Lorenzo",1976
-"alex",NA,"okh","231"," rollinghills ct","Oakland",1952
-"jonathan","b","silva","1050"," fernside blvd","Pleasanton",1944
-"charles","mcmillan","almeida","624"," vineyard ave apt 48","Oakland",1921
-"jason","anthony","mejiamendoza","225"," w avenue 133rd","Oakland",1925
-"james","m","hunter","11200"," essanay pl","Oakland",1968
-"christopher","joel","pratt","1863"," hollyhock dr","Pleasanton",1929
-"amer","m","utley","969"," auseon ave","Hayward",1994
-"jacob",NA,"oconnell","2160"," 41st st","San Leandro",1997
-"joseph","singh","parchman","191"," mission blvd","Dublin",1988
-"jose","zacharia","smith","2628"," glen alpine rd","San Lorenzo",1936
-"gustavo","matel","cortez","240"," 8th st","Oakland",1989
-"gabino","tony","gonzalez","32721"," norton ave","Oakland",1970
-"james",NA,"ng","720"," ardentech ct apt 90","Fremont",1956
-"john","richard","gutierrez","639"," leimert blvd","Fremont",1928
-"hazem",NA,"woody","35574"," bellmawr dr","Oakland",1973
-"david","lim","suresh","516"," starboard ln","Livermore",1926
-"derek","ronald","buenrostro","207"," bentley pl","Albany",1988
-"armando","manuel","akbar","4160"," piedmont ave apt n","San Leandro",1983
-"chin","lloyd","evans","2162"," 22nd ave","Berkeley",1993
-"carroll","ray","schneider","5325"," lahana way","Fremont",1923
-"hugo","scott","greer","2148"," adobe dr","Dublin",1967
-"frankie","t","miramontes","809"," chapel ave","Fremont",1946
-"aaron",NA,"hafner","550"," 42nd st","Oakland",1994
-"ben","lindell","tarver","2515"," via tovita","Berkeley",1962
-"joseph","miller","manalaysay","3518"," barnes ln","Castro Valley",1990
-"fredy","nathan","galvan","5161"," creek rd","Fremont",1965
-"joachim","emmanuel","lennon","22551"," 15th st apt 1","Oakland",1973
-"james",NA,"guerra","2257"," 106th ave","Oakland",1987
-"edmund","brian","petersen","3941"," sunnyhills rd","Fremont",1992
-"gordon","p","tarahonich","1050"," virginia dr","Union City",1927
-"daniel",NA,"turk","6100"," champion st","Oakland",1975
-"john","w","arias","31377"," golf links rd","Union City",1980
-"jason","grant","beato","6090"," lenox ave apt 54","Hayward",1993
-"charles","f","cohen","1958"," helsinki way","Berkeley",1979
-"byron",NA,"dimartini","5641"," euclid ave apt 205","San Lorenzo",1953
-"eler",NA,"murphy","34344"," olive ave","Pleasanton",1928
-"james","keita","moreno","1906"," francisco st","Berkeley",1978
-"jim","n","bacchi","27535"," w avenue 134th","Hayward",1921
-"jose","daniel","kiyoi","3310"," e 23rd st","Pleasanton",1964
-"isaac","abriam","mcgee","6422"," tehama ave","Berkeley",1948
-"david","rashad","quan","1624"," canyon heights dr","Piedmont",1973
-"john",NA,"harbottle","337"," chablis ct","San Leandro",1931
-"antonio","arthur","miller","962"," sunnyside ave","Berkeley",1942
-"kevin",NA,"rossetto","2650"," southampton ter","Hayward",1946
-"andrew",NA,"edwards","1389"," cypress ave apt 310","Livermore",1931
-"anthony","vi","grewal","687"," turnstone dr","Oakland",1966
-"jesse",NA,"dickson","2319"," davis st apt 203","Livermore",1967
-"jason","barriga","choudhury","2011"," roosevelt dr","Alameda",1970
-"aaron","dejesus","villarroel","33751"," stratford rd","Alameda",1947
-"edward",NA,"loutfi","45571"," fremont st","Fremont",1933
-"andrew","katsumi","shivvers","10717"," mcduff ave","Hayward",1987
-"juan","ding-bong","howard","1937"," monticello ave","Pleasanton",1988
-"jonathan","lee","sanchez","6729"," blackbird way","Livermore",1946
-"arthur","monroe","estarija","1456"," hansom dr","Piedmont",1976
-"dale","f","tello","4014"," crestwood st","Berkeley",1962
-"jose","matthew","daluraya","2562"," princeton st","Alameda",1925
-"jeffry",NA,"valente","623"," sora cmn","Fremont",1949
-"dana",NA,"huynh","105"," los angeles ave","Fremont",1974
-"jeremiah","mikeal","pletcher","4838"," 40th ave","Berkeley",1983
-"adeyemo",NA,"ivey","140"," strobridge ave apt 1","Berkeley",1927
-"craig","r","betchart","33717"," observatory ave","Alameda",1981
-"apolinar","w","herum","1460"," lundy ter","Fremont",1930
-"david","r","robinson","5652"," tern pl","Pleasanton",1971
-"charles","b","crockett","6116"," coe ave","San Leandro",1980
-"jose","david","harmon","241"," 104th ave","Alameda",1921
-"barton","albert","gennis","971"," newton st","Hayward",1922
-"david","george","cassin","29284"," university ave","Oakland",1922
-"kevin","christopher","sajadi","4425"," fairview ave","Fremont",1995
-"edward","sing","icaro","6236"," san carvante ct","Oakland",1924
-"dominic","lee","lindsey","32574"," e 11th st","Pleasanton",1954
-"hugh",NA,"eastin","2269"," vagabond ln","Union City",1996
-"anthony","w","babson","1767"," oak st ph 19","Castro Valley",1978
-"gary","jared","malone","2124"," channing way","Newark",1989
-"david","anthony","lee","1641"," bal harbor ln","San Leandro",1978
-"bien","der","torres","32524"," tulipwood cir","San Leandro",1929
-"christopher",NA,"kelley","5477"," summerwood dr","San Leandro",1923
-"george","danque","hill","3065"," las flores rd apt 22","Newark",1924
-"donald","richard","stone","2609"," baywood ave","San Leandro",1926
-"casey","lee","day","685"," carol ave","Oakland",1952
-"alfredo",NA,"coughlin","419"," ridgewood dr","San Lorenzo",1947
-"justin","wayne","mcdaniel","2264"," tremont st","San Leandro",1924
-"jisoo",NA,"schlessinger","16650"," marwick dr","Castro Valley",1919
-"calvin","jared","joshi","817"," saint raymond ct","Oakland",1941
-"david","theodore","barrera","3875"," tiffany ln","Oakland",1963
-"auggie","marc","chern","1470"," james ave","Hayward",1972
-"abbasali","ray","long","1509"," cadiz dr","Berkeley",1987
-"bryan","f","fong","510"," ashby ave apt c","Oakland",1927
-"frederick","c","lucero","18287"," shattuck ave","Fremont",1991
-"jose",NA,"hadjarzadeh","1409"," e 21st st","Hayward",1988
-"bernardino",NA,"negrete","8"," santa clara ave apt a","Hayward",1967
-"jeffrey",NA,"belssner","1608"," sterling dr","Oakland",1970
-"dennis","victor","chang","1483"," ravenwood ave","Oakland",1983
-"alberto","julius","huynh","7941"," chambers dr","Piedmont",1989
-"derrick","lester","johnston","776"," piedmont ave apt 637","Union City",1941
-"daniel","e","kmicikiewicz","4437"," monte vista ave apt 31","Dublin",1997
-"alan","a","choo","3950"," fairfax ave","San Lorenzo",1980
-"carter","m","paras","8136"," fulton st","Union City",1972
-"daniel","jay-lun","lopez","5775"," monterey blvd","Hayward",1926
-"charles","jamal","lara","644"," el dorado ct","Pleasanton",1961
-"jim","joseph","iniguez","8620"," evelyn ave","San Leandro",1969
-"david","p","bodas","2338"," 84th ave apt a","Fremont",1928
-"francis",NA,"goldstein","5976"," burbank st","Oakland",1984
-"craig","c","liddell","2708"," 63rd st apt a","Berkeley",1924
-"erick","herbert","tsurui","6378"," central ave apt d","Pleasanton",1971
-"chris",NA,"mason","34655"," calle de las granvas","Hayward",1949
-"john","a","gomez","1200"," central ave apt b","Livermore",1966
-"david","lloyd","suarez","311"," aileen st","Alameda",1979
-"aaron","gene","kelly","20153"," brentwood rd","Fremont",1927
-"erik","omar","rollins","169"," rowland dr","Oakland",1977
-"derrick","edward","pryor","936"," alcatraz ave","Berkeley",1962
-"daniel","d","singh","35882"," martin luther king jr way","Oakland",1972
-"gerald",NA,"tran","5585"," heartland ct","San Leandro",1965
-"douglas",NA,"kapteyn","1551"," hop ranch rd","Hayward",1946
-"eric","charles","burnett","1507"," shirley dr","Fremont",1955
-"daniel","thomas","papalia","4111"," 46th st unit 203","Newark",1920
-"james","thomas","george","6936"," nabor st","Oakland",1935
-"kenneth","michael","li","541"," carpentier st apt 306","Hayward",1928
-"daniel","hui","mehdavi","4447"," crisfield ln","Newark",1963
-"james","andrew","guevara","615"," aurora dr","Hayward",1978
-"anthony","f","bickel","3133"," el camino real","Hayward",1972
-"christopher","g","ellick","35977"," e 12th st","Pleasanton",1990
-"cameron","colin","butts","1929"," coach dr","Oakland",1965
-"david",NA,"jepsen","1157"," mandana blvd","Fremont",1951
-"james","david","chislenko","6131"," edgemoor st","Oakland",1923
-"juan","edward","delgado","34238"," 92nd ave","Oakland",1993
-"anthony","george","choi","2168"," ascot dr","Alameda",1926
-"adam","b","davis","3350"," lawlor st","Hayward",1979
-"jesus",NA,"arce","1627"," santa fe ave","Hayward",1933
-"frank","john","verduin","24"," 66th ave","Alameda",1989
-"f","james","willgins","801"," ruschin dr","Oakland",1987
-"doaron","r","janssen","7500"," herriott ave","Hayward",1986
-"jianbo",NA,"rose","3428"," marina blvd","Hayward",1959
-"christopher","thomas","fawsett","551"," primrose dr","Union City",1931
-"francisco","c","fabiani","25384"," gillian ct","Union City",1987
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